Author name code: martens ADS astronomy entries on 2022-09-14 author:"Martens, Petrus C.H." OR author:"Martens, Piet" ------------------------------------------------------------------------ Title: Machine Learning-based Prediction of Solar Energetic Particle Events Using GOES Proton and X-ray Time Series Data. Authors: Rotti, Sumanth; Martens, Petrus Bibcode: 2022cosp...44.1182R Altcode: Solar Energetic Particle (SEP) events are sudden enhancements in space around Earth's radiation environment, often associated with eruptions such as solar flares and coronal mass ejections (CMEs). SEPs determine the dosage exposure on astronauts and spacecraft equipment outside the Earth's magnetosphere, while proton events >100MeV can penetrate the Earth's upper atmosphere. Hence, reliable predictions of SEPs are vital to mitigate space weather hazards for space travel. This work uses machine learning (ML) models for a binary classification problem addressing the prediction >10 MeV SEP events from a time-series perspective. We developed an integrated catalog of 342 SEP events observed between 1986 and 2017. Furthermore, we have carefully chosen temporally overlapping >M1.0 class flares that have NOT given rise to a SEP event. The balanced data set between positive and negative samples provides an advantage with binary classifiers by allowing the hyper-plane to pass through the decision boundary such that it is not shifted to favor one particular class. We experiment with ML models such as support vector machine (SVM), decision trees, and time series forest (TSF) classifiers to predict SEPs. We consider the X-ray and proton fluxes from the Geostationary Operational Environmental Satellites (GOES). Furthermore, we examine the correlations of these fluxes and the correlations that happen across all the proton channels. This strategy offers a new perspective in establishing predictions for geo-effective SEP events arising from a large flare. The motivation behind this work to use ML is that the models can learn and make decisions based on observational data and issue quicker forecasts to improve upon the results of the existing statistical models. Title: Global network of cosmic ray muon detectors for terrestrial and space weather monitoring and climate studies Authors: He, Xiaochun; Martens, Petrus; Sadykov, Viacheslav; Sarsour, Murad; Connors, Megan; Chien, Yang-Ting; Ashok, Ashwin; Perera, Unil; Tiwari, Chetan; Mikler, Armin Bibcode: 2022cosp...44.1562H Altcode: Driven by the advancements in particle detection technologies, in recent years, there has been a growing interest in using cosmic rays, particularly muon particles, for many practical applications - ranging from tomography to space and earth weather monitoring. The challenge in space and earth weather monitoring on a global scale using cosmic rays is to deploy many efficient and affordable detectors that can provide accurate correlations between cosmic ray flux variations and weather conditions. A low-cost and portable muon particle detector has been developed at Georgia State University (GSU) based on expertise accumulated while working on the sPHENIX Experiment at Brookhaven National Lab. The key components include three plastic scintillators (20cm x 20xm x 1cm) embedded with wavelength shifting fibers and a Raspberry PI readout. The success of this project requires international collaborations and partnerships, to jointly develop cosmic ray detector network and create a global education outreach of climate studies. In this talk, we will present the detector design (including simulation studies) and preliminary results from prototype detectors collecting data on GSU campus. We would also like to take this opportunity to share our long-term plan and solicit a broader participation in this project worldwide. Title: Exploratory Analysis of Magnetic Polarity Inversion Line Metadata and Eruptive Characteristics of Solar Active Regions Authors: Aydin, Berkay; Georgoulis, Manolis K.; Martens, Petrus; Angryk, Rafal A.; Ji, Anli; Khasayeva, Nigar Bibcode: 2022cosp...44.3223A Altcode: Magnetic polarity inversion lines (PILs) detected in solar active regions and features engineered from them have been recognized as one of the essential features for predicting key characteristics of explosive and eruptive instabilities, such as solar flares and coronal mass ejections. We have built a systematic and comprehensive dataset of polarity inversion lines from line-of-sight magnetograms in HMI Active Region Patches (HARPs) data series. Our dataset covers the series ranging from May 2010 to December 2021. The dataset includes PIL-related binary masks of rasters (i.e., thinned PIL, the region of polarity inversion (RoPI), and the convex hull of PIL) as well as time series metadata extracted from these masks. We will introduce this multi-modal solar dataset and present some key results of our first exploratory analysis. We will further highlight relationships between the time evolution characteristics of magnetic PILs and provide an empirical analysis and predictive heuristics to demonstrate the usefulness of multi-modal PIL data in forecasting solar flares, both confined and eruptive. In particular, we will show the similarities and differences between pre-flare series of eruptive and confined flares and explore the relationships between PIL characteristics and the cumulative flare index. While this line of work is just starting, we emphasize the use of machine-learning-ready datasets for both physical and operational purposes, from understanding the key ingredients of the pre-instability phase in active regions to assigning fully validated forecast probabilities for major solar events that largely shape heliospheric space weather. Title: Integrated Geostationary Solar Energetic Particle Events Catalog: GSEP Authors: Rotti, Sumanth; Aydin, Berkay; Georgoulis, Manolis K.; Martens, Petrus C. Bibcode: 2022arXiv220412021R Altcode: We present a catalog of solar energetic particle (SEP) events covering solar cycles 22, 23 and 24. We correlate and integrate three existing catalogs based on Geostationary Operational Environmental Satellite (GOES) integral proton flux data. We visually verified and labeled each event in the catalog to provide a homogenized data set. We have identified a total of 341 SEP events of which 245 cross the space weather prediction center (SWPC) threshold of a significant proton event. The metadata consists of physical parameters and observables concerning the possible source solar eruptions, namely flares and coronal mass ejections for each event. The sliced time series data of each event, along with intensity profiles of proton fluxes in several energy bands, have been made publicly available. This data set enables researchers in machine learning (ML) and statistical analysis to understand the SEPs and the source eruption characteristics useful for space weather prediction. Title: Revisiting the Solar Research Cyberinfrastructure Needs: A White Paper of Findings and Recommendations Authors: Nita, Gelu; Ahmadzadeh, Azim; Criscuoli, Serena; Davey, Alisdair; Gary, Dale; Georgoulis, Manolis; Hurlburt, Neal; Kitiashvili, Irina; Kempton, Dustin; Kosovichev, Alexander; Martens, Piet; McGranaghan, Ryan; Oria, Vincent; Reardon, Kevin; Sadykov, Viacheslav; Timmons, Ryan; Wang, Haimin; Wang, Jason T. L. Bibcode: 2022arXiv220309544N Altcode: Solar and Heliosphere physics are areas of remarkable data-driven discoveries. Recent advances in high-cadence, high-resolution multiwavelength observations, growing amounts of data from realistic modeling, and operational needs for uninterrupted science-quality data coverage generate the demand for a solar metadata standardization and overall healthy data infrastructure. This white paper is prepared as an effort of the working group "Uniform Semantics and Syntax of Solar Observations and Events" created within the "Towards Integration of Heliophysics Data, Modeling, and Analysis Tools" EarthCube Research Coordination Network (@HDMIEC RCN), with primary objectives to discuss current advances and identify future needs for the solar research cyberinfrastructure. The white paper summarizes presentations and discussions held during the special working group session at the EarthCube Annual Meeting on June 19th, 2020, as well as community contribution gathered during a series of preceding workshops and subsequent RCN working group sessions. The authors provide examples of the current standing of the solar research cyberinfrastructure, and describe the problems related to current data handling approaches. The list of the top-level recommendations agreed by the authors of the current white paper is presented at the beginning of the paper. Title: Filament Chirality Detection using Machine Learning Authors: Venkataramanasastry, Aparna; Rotti, Sumanth; Martens, Petrus Bibcode: 2021AGUFMSH55A1821V Altcode: Space weather monitoring and prediction efforts are growing in importance with the increasing interest in commercialization of the space sector and as it opens space for public. From our previous analysis (Aparna & Martens, 2020) of about 2 solar cycles of CME and ICME data we have shown that the CME Bz can be predicted by monitoring the regions of eruptions or the chromospheric filaments on the Sun. This analysis requires manual identification of chirality in the cases of filament eruptions and the skew of the overlying arcade fields in active regions where filaments might not be visible or may not be fully formed. Once the chirality is obtained, we get the axial field direction of the polarity inversion line of that region using photospheric magnetograms. Hence, so far, we have been manually determining the chiralities of these filaments. Due to the potential of this method in determining a non-geo-effective CME from a geo-effective one while a filament is still on the Sun, further efforts in automating the process seems worthwhile. As a first step, we automate the filament chirality identification using computer vision. We use chromospheric filament data between 2003 and 2013 from Helio Research, Inc., run by Mrs. Sara Martin - one of the pioneers in filament chirality and filament eruptions research, taken in the center line of Halpha and its red and blue wings. The images have a resolution of 0.9 per pixel with a narrow field of view. We use LabelBox1, a proprietary online tool to label the various features in the images and Google Cloud2 for storing and easy access to our images. We will present the details of the machine learning algorithm that we use for classifying the images and the results from our model at the AGU 2021 Fall meeting. References Aparna, V., & Martens, P. C. H., 2020ApJ, 897, 68 1https://labelbox.com 2https://cloud.google.com/edu/ Title: Prediction of Solar Energetic Particle Events Based on GOES Proton, Electron and X-ray Fluxes Time Series Data Using Machine Learning Techniques. Authors: Rotti, Sumanth; Martens, Petrus Bibcode: 2021AGUFMSH15B2036R Altcode: Solar Energetic Particle (SEP) event is a sudden enhancement in space around Earth's radiation environment that is often associated with solar eruptions such as flares and coronal mass ejections (CMEs). SEPs determine the dosage exposure on astronauts and spacecraft equipment outside the Earth's magnetosphere, while proton events >100MeV can penetrate the Earth's upper atmosphere. Hence, reliable predictions of SEPs are vital to mitigate space weather hazards for space travel. In this work, we address the prediction >10 MeV SEP events from a multivariate time series perspective using machine learning (ML) models. Between 1997 and 2020, we have identified 348 SEP events using available catalogs. Furthermore, we have carefully chosen 348 temporally overlapping >M1.0 class flares that have NOT given rise to a SEP event. Here, we experiment with ML models such as support vector machine (SVM) and time series forest (TSF) classifiers to predict SEPs under a binary classification problem domain. We consider the X-ray, electron, and proton fluxes from the Geostationary Operational Environmental Satellites (GOES). Furthermore, we examine the correlations of these fluxes and the correlations that happen across all the proton and electron channels. This strategy offers a new perspective in establishing predictions for geo-effective SEP events arising from a large flare. Also, the balanced data set between positive and negative samples gives an advantage to binary classifiers by allowing the hyper-plane to pass through the decision boundary such that it is not shifted to favor one particular class. The motivation behind this work to use ML is that the models can learn and make decisions based on observational data and issue quicker forecasts to improve upon the results of the existing statistical models. Title: New initiatives from the Solar Data Analysis Center Authors: Ireland, Jack; Amezcua, Arthur; Davey, Alisdair; Inglis, Andrew; Mansky, Edmund; Martens, Petrus; Oien, Niles; Spencer, Jennifer; Yashiro, Seiji Bibcode: 2021AGUFMSH55A1823I Altcode: We describe new initiatives undertaken by the Solar Data Analysis Center (SDAC) to better support the solar physics community. The role of the SDAC is to support the scientific analysis of solar physics data. The SDAC has begun a new effort to catalog solar physics data resources from around the web. The purpose of this effort is to more fully understand the breadth of solar physics data that are available, to provide a place where users from solar physics and other disciplines can search a curated catalog of data resources, and to inform the development of new SDAC capabilities that are aligned with NASA's Heliophysics Digital Resource Library initiative. Resources that are in scope include solar physics data from NASA (and non-NASA) supported missions and instruments (both current and historical), rocket and balloon experiments, cubesats and smallsats, and ground based instruments and facilities (for example, eclipse observations). Also in scope are online resources that describe solar features and events (for example, the HEK and the CDAW list of CMEs), and solar physics related data products which are not the primary data products of NASA solar physics missions/instruments: for example, the Helioviewer JPEG2000 image files and machine learning ready datasets fall in to this category. Another new initiative under development is the regular testing of the command-line Virtual Solar Observatory (VSO) clients. We are developing a VSO testing capability that performs automated data searches using the same SunPy, Solarsoft and VSO code that the solar physics community uses on a daily basis. The purpose of this testing capability is to capture important diagnostic information of the data search and download functionality of the VSO, SunPy and Solarsoft. This information will be used to improve the VSO, SunPy and Solarsoft. Finally, we describe some recent updates to the capabilities of the VSO, including newly available datasets. Title: Solar evolution and extrema: current state of understanding of long-term solar variability and its planetary impacts Authors: Nandy, Dibyendu; Martens, Petrus C. H.; Obridko, Vladimir; Dash, Soumyaranjan; Georgieva, Katya Bibcode: 2021PEPS....8...40N Altcode: The activity of stars such as the Sun varies over timescales ranging from the very short to the very long—stellar and planetary evolutionary timescales. Experience from our solar system indicates that short-term, transient events such as stellar flares and coronal mass ejections create hazardous space environmental conditions that impact Earth-orbiting satellites and planetary atmospheres. Extreme events such as stellar superflares may play a role in atmospheric mass loss and create conditions unsuitable for life. Slower, long-term evolutions of the activity of Sun-like stars over millennia to billions of years result in variations in stellar wind properties, radiation flux, cosmic ray flux, and frequency of magnetic storms. This coupled evolution of star-planet systems eventually determines planetary and exoplanetary habitability. The Solar Evolution and Extrema (SEE) initiative of the Variability of the Sun and Its Terrestrial Impact (VarSITI) program of the Scientific Committee on Solar-Terrestrial Physics (SCOSTEP) aimed to facilitate and build capacity in this interdisciplinary subject of broad interest in astronomy and astrophysics. In this review, we highlight progress in the major themes that were the focus of this interdisciplinary program, namely, reconstructing and understanding past solar activity including grand minima and maxima, facilitating physical dynamo-model-based predictions of future solar activity, understanding the evolution of solar activity over Earth's history including the faint young Sun paradox, and exploring solar-stellar connections with the goal of illuminating the extreme range of activity that our parent star—the Sun—may have displayed in the past, or may be capable of unleashing in the future. Title: Which Verification Metrics Are Appropriate for Rare-Event Classification Problems? Authors: Ahmadzadeh, Azim; Kempton, Dustin; Martens, Petrus; Angryk, Rafal Bibcode: 2021AGUFMSH53A..05A Altcode: Strong solar flares are indeed rare events, which make the flare classification task a rare-event problem. Solar energetic particle events are even rarer space weather events as only a few instances of them are recorded each year. With the unprecedented growth in employment of Machine Learning algorithms for rare-event classification/forecast problems, a proper evaluation of rare-event models becomes a necessary skill for domain experts to have. This task remains to be an outstanding challenge as both the learning process and the metrics used for quantitative verification of models can easily obscure or skew the true performance of models and yield misleading and biased results. To help mitigate this effect we introduce a bounded semimetric space that provides a generic representation for any deterministic performance verification metric. This space, named Contingency Space, can be easily visualized and shed light on models performance as well as on the metrics distinct behavior. An arbitrary models performance can be mapped to a unique point in this space, which allows comparison of multiple models at the same time, for a given metric. Using this geometrical setting we show the difference between a metrics interpretation of performance and the true performance of the model. Using this perspective, models which are seemingly different but practically identical, or only marginally different, can be easily spotted. By tracking down a learners performance at each epoch, we can also compare different learners learning paths, which provides a deeper understanding of the utilized algorithms and their challenge in the learning process. Moreover, in the Contingency Space, a given verification metric can be represented by a geometrical surface, which allows a visual comparison between different metrics---a task that without this concept could be done only by the tedious algebraic comparison of metrics formulae. Moreover, using such a surface, for the first time we can see and quantify the impact of scarcity of data (intrinsic to rare-even problems) on different metrics. This extra knowledge provides us with the information we need to choose an appropriate metric for evaluation of our rare-event models. Title: Using CME Progenitors to Assess CME Geoeffectiveness Authors: Mundra, Kashvi; Aparna, V.; Martens, Petrus Bibcode: 2021ApJS..257...33M Altcode: 2020arXiv201102123M There have been a few previous studies claiming that the effects of geomagnetic storms strongly depend on the orientation of the magnetic cloud portion of coronal mass ejections (CMEs). Aparna & Martens, using halo-CME data from 2007 to 2017, showed that the magnetic field orientation of filaments at the location where CMEs originate on the Sun can be used to credibly predict the geoeffectiveness of the CMEs being studied. The purpose of this study is to extend their survey by analyzing the halo-CME data for 1996-2006. The correlation of filament axial direction on the solar surface and the corresponding Bz signatures at L1 are used to form a more extensive analysis for the results previously presented by Aparna & Martens. This study utilizes Solar and Heliospheric Observatory Extreme-ultraviolet Imaging Telescope 195 Å, Michelson Doppler Imager magnetogram images, and Kanzelhöhe Solar Observatory and Big Bear Solar Observatory Hα images for each particular time period, along with ACE data for interplanetary magnetic field signatures. Utilizing all these, we have found that the trend in Aparna & Martens' study of a high likelihood of correlation between the axial field direction on the solar surface and Bz orientation persists for the data between 1996 and 2006, for which we find a match percentage of 65%. Title: Improved Measurements of the Sun's Meridional Flow and Torsional Oscillation from Correlation Tracking on MDI and HMI Magnetograms Authors: Mahajan, Sushant S.; Hathaway, David H.; Muñoz-Jaramillo, Andrés; Martens, Petrus C. Bibcode: 2021ApJ...917..100M Altcode: 2021arXiv210707731M The Sun's axisymmetric flows, differential rotation, and meridional flow govern the dynamics of the solar magnetic cycle, and a variety of methods are used to measure these flows, each with its own strengths and weaknesses. Flow measurements based on cross-correlating images of the surface magnetic field have been made since the 1970s that require advanced numerical techniques that are capable of detecting movements of less than the pixel size in images of the Sun. We have identified several systematic errors in addition to the center-to-limb effect that influence previous measurements of these flows and propose numerical techniques that can minimize these errors by utilizing measurements of displacements at several time lags. Our analysis of line-of-sight magnetograms from the Michelson Doppler Imager on the ESA/NASA Solar and Heliospheric Observatory and the Helioseismic and Magnetic Imager on the NASA Solar Dynamics Observatory shows long-term variations in the meridional flow and differential rotation over two sunspot cycles from 1996 to 2020. These improved measurements can serve as vital inputs for solar dynamo and surface flux transport simulations. Title: Updates To The Virtual Solar Observatory Authors: Ireland, J.; Amezcua, A.; Davey, A.; Hourcle, J.; Mansky, E.; Martens, P.; Oien, N.; Spencer, J. Bibcode: 2021AAS...23821302I Altcode: The Virtual Solar Observatory (VSO) is a community-driven tool that allows users to seamlessly search for data from multiple, geographically distributed solar data providers. In this presentation we will describe the latest updates to the VSO, including newly available data sets, and the adoption and use of REST (REpresentational State Transfer) and TAP (Table Access Protocol) methods that expand the reach of the VSO. We will also describe the VSO's support for data providers written in Python, and the VSO's interaction with the SunPy Project to bring access to solar data via a SunPy VSO client. Finally, we will briefly outline how the VSO will contribute to NASA's Heliophysics Digital Resource Library. Title: Data Benchmarking for Solar Flare, CME and SEP Event Forecasting: Different Prediction and Verification Needs, Unified Authors: Georgoulis, Manolis K.; Martens, Petrus; Aydin, Berkay; Ahmadzadeh, Azim; Kempton, Dustin J.; Angryk, Rafal A. Bibcode: 2021cosp...43E2357G Altcode: In this synergistic, interdisciplinary work we convey two principles that we consider central to improving space weather forecast capabilities of current and future modeling efforts: first, that data, model and performance verification tasks are equally important and should be treated on equal footing. Second, that the solar end of adverse space weather, comprising flares, coronal mass ejections (CMEs) and Solar Energetic Particle (SEP) events should be viewed and treated as a single, albeit multi-faceted, physical problem, rather than as a set of standalone problems corresponding to each facet. We present paradigms for both of these principles: first, we discuss a solar flare benchmark dataset in which the data are fully verified and we have taken steps to verify different forecast models and their performance. We show that unverified models lead to much degraded performance. Second, we outline the main aspects of a methodology to forecast SEP events in terms of temporal profile and peak proton flux starting from forecasting their source eruptions in the Sun. Performance needs dictate the introduction of two modeling tiers, one for eruption forecasting and projected SEP properties and another for updated, forecast SEP properties in case of SEP-eligible eruptions. This practice enables a dual validation of the performance for both tiers, at the same time constraining applicable uncertainties that could otherwise render the overall task untenable. Benefits of this approach in terms of both operations-to-research and research-to-operations are profound and can lead to both an improved physical understanding of vast swaths of the heliosphere, along with future prediction services combining computational efficiency with proven, quantifiable value. Title: Filament Bz and IMF Bz - A Relation Authors: Venkataramanasastry, Aparna; Martens, Petrus Bibcode: 2021cosp...43E1046V Altcode: An ICME (interplanetary coronal mass ejection) magnetic field orientation plays an important role in determining if it will cause a geo-magnetic storm upon impact with the Earth's magnetosphere. A southward pointing filament field at the CME causes the maximum impact geomagnetic storms on Earth and potentially damage power grids, satellites and astronauts in space. We conduct a survey using halo-CMEs from 2007-2017 to observe the correlation between the direction of the axial magnetic field of the source region on the Sun and the enhancement in the interplanetary magnetic field (IMF) near the Earth from these CMEs. We see a significant correlation between the direction of the axial field of the filament and that of the IMF near Earth. We find that about 86% of the times the magnetic field orientation of a CME is retained after the eruption. We conclude that this method can be used for effectively predicting space weather related events. The above analysis involves visually determining filament chirality to obtain the axial field direction. We investigate this further with vector magnetograms of the source regions to determine if they give the same field orientation as that obtained using chirality. This will further confirm the chirality method and is also useful for automating space weather predictions. At the Earth we use flux rope fitting techniques to get the exact orientation of the IMF. Vector magnetograms from SDO/HMI are used for obtaining the axial magnetic field of filaments for a subset (from 2010-2017) of the data used in the previous study which ranged from 2007-2017. ACE data is used for understanding the IMF at L1. Title: Coronal Sigmoids and Chromospheric Filaments - A relation? Authors: Venkataramanasastry, Aparna; Georgoulis, Manolis K.; Martens, Petrus Bibcode: 2021cosp...43E1765V Altcode: Sigmoids are forward (S-shaped) or inverse (Z-shaped) features on the Sun that are seen at coronal heights in X-ray or high temperature extreme ultraviolet (EUV) wavelengths. The sharpest and brightest of them are highly eruptive. They usually deform or disappear via coronal mass ejections. This makes it important to understand X-ray sigmoids because of their relevance for space-weather forecasting purposes. Chromospheric filaments are generally observed as absorption features in H$\alpha$ wavelengths. In this work, we observe chromospheric filaments lying under the sigmoids in order to correlate the chiralities of the two features. We expect that if the formation mechanisms of filaments and sigmoids are similar then they should have same chirality. We have conducted a joint survey of the sigmoids and the underlying filaments between 2007 and 2017. We use Hinode soft and hard X-ray data for sigmoid images and GONG H$\alpha$ data for the filaments. We find a total of 84 sigmoids with filaments within the said time period. Among these we have 41 forward and 43 inverse sigmoids. In the 41 forward sigmoids, 8 (20%) filaments are dextral, 21 (50%) are sinistral and 12 (30%) ambiguous. In the inverse sigmoids, 16 filaments (37%) are dextral, 13 (30%) sinistral and 14 (33%) ambiguous. It is evident from this analysis that there is no clear correspondence between filament chirality and the sigmoid handedness. This result warrants further investigation. We therefore perform calculations of magnetic helicity in the photospheric regions that encloses the footprints of sigmoids and filaments to primarily obtain the sign of their helicities. For many of the cases mentioned above, we use SHARP (Space-weather HMI Active Region Patch) vector magnetograms to serve as the photospheric boundary condition to which we apply the linear force-free magnetic helicity and energy formulations of Georgoulis \& LaBonte (2007). We will report on the findings of this study during the 43rd COSPAR General Assembly. References Georgoulis, M. K. \& LaBonte, B. J., ApJ, 2007, 671, 1034 Title: A Catalog of Solar Flare Events Observed by the SOHO/EIT Authors: Rotti, Sumanth A.; Martens, Petrus C. H.; Aydin, Berkay Bibcode: 2020ApJS..249...20R Altcode: 2020arXiv200705586R We have compiled a catalog of solar flares (SFs) as observed by the Extreme ultraviolet Imaging Telescope (EIT) on board the Solar and Heliospheric Observatory (SOHO) spacecraft and the Geostationary Operational Environmental Satellites (GOES) spacecraft over a span from 1997 to 2010. During mid-1998, the cadence of EIT images was revised from two images per day to 12 minutes. However, the low temporal resolution causes significant data gaps in capturing much of the flaring phenomenon. Therefore, we monitor possible errors in flare detection by flare parameters such as temporal overlap, observational wavelength, and considering full field-of-view images. We consider the GOES flare catalog as the primary source. We describe the technique used to enhance the GOES detected flares using the extreme ultraviolet image captured by the EIT telescope. In order to detect brightenings, we subtract the images with a maximum cadence of 25 minutes. We have downloaded and analyzed the EIT data via the Virtual Solar Observatory. This flare data set from the SOHO/EIT period proves indispensable to the process of the SF predictions as the instrument has covered most of Solar Cycle 23. Title: Solar Filaments and Interplanetary Magnetic Field Bz Authors: Aparna, V.; Martens, Petrus C. Bibcode: 2020ApJ...897...68A Altcode: The direction of the axis of an interplanetary coronal mass ejection (ICME) plays an important role in determining if it will cause a geomagnetic disturbance in the Earth's magnetosphere upon impact. Long period southward-pointing ICME fields are known to cause significant space weather impacts and thus geomagnetic storms. We present an extensive analysis of CME-ICME directionality using 86 halo-CMEs observed between 2007 and 2017 to compare the direction of the source filament axial magnetic field on the Sun and the direction of the interplanetary magnetic field near the Earth at the L1 Lagrangian point. Excluding 12 cases that were too ambiguous to determine, for the remaining 74 ICMEs, we find an agreement in terms of the northward/southward orientation of Bz between ICMEs and their CME source regions in 85% of cases. Some of the previous studies discussed here have obtained an agreement of 77% and 55%. We therefore suggest that our method can be meaningful as a first step in efficiently predicting geoeffective ICMEs by observing and analyzing the source regions of CMEs on the Sun. Title: Machine Learning in Heliophysics and Space Weather Forecasting: A White Paper of Findings and Recommendations Authors: Nita, Gelu; Georgoulis, Manolis; Kitiashvili, Irina; Sadykov, Viacheslav; Camporeale, Enrico; Kosovichev, Alexander; Wang, Haimin; Oria, Vincent; Wang, Jason; Angryk, Rafal; Aydin, Berkay; Ahmadzadeh, Azim; Bai, Xiaoli; Bastian, Timothy; Filali Boubrahimi, Soukaina; Chen, Bin; Davey, Alisdair; Fereira, Sheldon; Fleishman, Gregory; Gary, Dale; Gerrard, Andrew; Hellbourg, Gregory; Herbert, Katherine; Ireland, Jack; Illarionov, Egor; Kuroda, Natsuha; Li, Qin; Liu, Chang; Liu, Yuexin; Kim, Hyomin; Kempton, Dustin; Ma, Ruizhe; Martens, Petrus; McGranaghan, Ryan; Semones, Edward; Stefan, John; Stejko, Andrey; Collado-Vega, Yaireska; Wang, Meiqi; Xu, Yan; Yu, Sijie Bibcode: 2020arXiv200612224N Altcode: The authors of this white paper met on 16-17 January 2020 at the New Jersey Institute of Technology, Newark, NJ, for a 2-day workshop that brought together a group of heliophysicists, data providers, expert modelers, and computer/data scientists. Their objective was to discuss critical developments and prospects of the application of machine and/or deep learning techniques for data analysis, modeling and forecasting in Heliophysics, and to shape a strategy for further developments in the field. The workshop combined a set of plenary sessions featuring invited introductory talks interleaved with a set of open discussion sessions. The outcome of the discussion is encapsulated in this white paper that also features a top-level list of recommendations agreed by participants. Title: Multivariate time series dataset for space weather data analytics Authors: Angryk, Rafal A.; Martens, Petrus C.; Aydin, Berkay; Kempton, Dustin; Mahajan, Sushant S.; Basodi, Sunitha; Ahmadzadeh, Azim; Cai, Xumin; Filali Boubrahimi, Soukaina; Hamdi, Shah Muhammad; Schuh, Michael A.; Georgoulis, Manolis K. Bibcode: 2020NatSD...7..227A Altcode: We introduce and make openly accessible a comprehensive, multivariate time series (MVTS) dataset extracted from solar photospheric vector magnetograms in Spaceweather HMI Active Region Patch (SHARP) series. Our dataset also includes a cross-checked NOAA solar flare catalog that immediately facilitates solar flare prediction efforts. We discuss methods used for data collection, cleaning and pre-processing of the solar active region and flare data, and we further describe a novel data integration and sampling methodology. Our dataset covers 4,098 MVTS data collections from active regions occurring between May 2010 and December 2018, includes 51 flare-predictive parameters, and integrates over 10,000 flare reports. Potential directions toward expansion of the time series, either "horizontally" - by adding more prediction-specific parameters, or "vertically" - by generalizing flare into integrated solar eruption prediction, are also explained. The immediate tasks enabled by the disseminated dataset include: optimization of solar flare prediction and detailed investigation for elusive flare predictors or precursors, with both operational (research-to-operations), and basic research (operations-to-research) benefits potentially following in the future. Title: Forecasting Space Weather Hazards for Astronauts in Deep Space Authors: Martens, P. C.; Filali Boubrahimi, S.; Aydin, B.; Angryk, R. Bibcode: 2019AGUFMSH34B..08M Altcode: Astronauts on interplanetary missions, often far off from the Earth-Sun line, will be subject to high energy solar energetic particle (SEP) events from solar eruptive flares. Protective measures can be taken but they require alerts of tens of minutes ahead, longer in case of extravehicular or off-base activities.

We have developed a SEP early warning algorithm based on data from the GOES instruments alone (Filali-Boubrahimi et al. 2018). Applied to the same original SEP events as UMASEP, developed by Núñez (2015) we get slightly better results, using the Decision Tree classifier.

We have now extended the training, testing, and verification database to all GOES observed SEP events in cycles 23 and 24, complemented with a similar sized database of non-SEP events, during minor flares and flare-quiet intervals. We are testing these data with a variety of classifiers, such as Support Vector Machines, Dynamic Time Warping, and Neural Networks, to find the best possible predictor for the largest possible (but still small) benchmark data set.

We will present the results focusing on the accuracy of forecasts and further data that are needed to improve the forecasts to the level that is required for interplanetary manned flight.

This research is supported by the NASA Space Radiation Analysis Group at JSC.

Núñez, M. 2015, Space Weather, 13, 807-819, doi:10.1002/2015SW001256.

Soukaina Filali Boubrahimi, Berkay Aydin, Petrus Martens, and Rafal Angryk, 2018, IEEE International Conference on Big Data, pp. 2533-2542, https://arxiv.org/pdf/1712.01402. Title: The SOHO/EIT solar flare catalog Authors: Rotti, S.; Martens, P. C. Bibcode: 2019AGUFMSH31E3341R Altcode: In this work, we attempt to produce a database of solar flares detected by the Extreme ultraviolet Imaging Telescope (EIT) aboard the Solar and Heliospheric Observatory (SOHO) in accordance to the Geostationary Operational Environmental Satellite (GOES) flare catalog. The flare detection effort for the pre-SDO (Solar Dynamics Observatory) era available is only the GOES catalog with spatial and temporal specifications along with an associated active region (AR) number. The GOES system records flares through hard X-ray detectors and provides flare location on the Sun using it's SXI (Solar X-ray Imager) instrument (Bornmann et al., 1996). However, many flare locations and/or AR numbers are unavailable in the GOES catalog. For machine learning purposes, it is crucial to establish the correct locations of solar flares in the GOES catalog with other space-borne instruments (Aydin et al., 2019). Hence we choose the duration of EIT operations, i.e., from 1996 to 2010, for analysis of an extensive data set from the instrument.

Considering the GOES flare catalog as the primary source, the recorded peak time of the flare is used as a reference to select the closest Extreme UltraViolet (EUV) image of the Sun from EIT plus a consecutive one in order to detect brightenings. The follow-up image to the peak time could be before or after the peak depending on the temporally closest available. Although the cadence of EIT was revised from two images per day to 12 minutes in mid-1998 until 2010 (ESA, 2017), this still causes significant data gaps in capturing much of the flaring phenomenon. Therefore, we monitor possible errors in flare detection by parameters such as temporal overlap, observational wavelength, maximum cadence limit of 24 minutes, and considering only full field of view (FOV) images. Over 12 years of EIT data has been downloaded via the Virtual Solar Observatory (VSO).

Nonetheless, this flare data from the SOHO/EIT period proves essential to the study of the solar atmosphere as the instrument has covered most of Solar Cycle 23. The flare catalog will be part of a machine learning benchmark dataset for solar flare prediction. Title: Relationship between Chromospheric Filaments & IMF Bz - II Authors: Venkataramanasastry, Aparna; Martens, Petrus Bibcode: 2019shin.confE..25V Altcode: Space weather events such as Coronal Mass Ejections (CMEs) and Solar Energetic Particle Events that are Earth-bound tend to have tremendous impact on the power grids on Earth, astronauts and satellites in space. Effective ways of predicting such events even before they occur on the Sun are very helpful in avoiding or minimizing their effects. Chromospheric filaments on the Sun can be used to act as precursors to CMEs by utilizing the orientation of their axial magnetic field to predict if the CME will reconnect with the Earth’s magnetosphere. Aparna & Martens, 2018 (Abstract link here) for SHINE yielded results that proved the above statement, in that the poloidal component of the axial field of the filament had the same directionality as that measured at L1 by using Bz and other plasma parameters from the Mag instrument aboard Advanced Composition Explorer situated at L1. The current study is directed towards using the direction of the axial magnetic field with the aid of vector magnetograms along with flux rope fitting techniques at L1 to obtain the orientation of the flux rope there. Vector magnetograms from SDO/HMI are used for obtaining the axial magnetic field of filaments for a subset (from 2010-2017) of the data used in the previous study which ranged from 2007-2017. Title: Machine Learning in Solar Eruption Forecasting: a Scene-Setting Attempt Authors: Georgoulis, Manolis K.; Martens, P. C.; Angryk, R. A.; Aydin, B.; Ahmadzadeh, A. Bibcode: 2019shin.confE..89G Altcode: Over the nearly three decades of space weather forecasting efforts, increased awareness suggests that conventional solar physics may not suffice to fully understand, and ultimately predict, eruptive solar activity, particularly the rarest trio of major flare, coronal mass ejection and solar energetic particle events. Both statistical and computer science techniques and approaches, such as machine and deep learning, seem apt to break ground in both pursuits, namely, in enhancing physical understanding and in enabling forecasts reliable enough to become practical. Like any promising new trend, however, machine and deep learning methods entail major challenges. In this brief account, we discuss a subset of these challenges whose efficient tackling can spur further progress. These major issues became evident in the framework of the European Union Flare Likelihood and Region Eruption Forecasting (FLARECAST) project on solar flare forecasting. The most substantial of them, that can easily mislead results, comparisons and interpretation, include climatology and uncertainties thereof, the construction of the training and test samples in machine learning methods and the class imbalance problem that becomes conspicuous when forecasting increasingly rare events. The above underline the need for benchmarking standards against which new methods are to be tested, verified and validated. We discuss a such benchmark, namely the Space Weather data ANalytics (SWAN) benchmark dataset for flare prediction, established at the Georgia State University Astroinformatics Cluster, that aims to tackle climatology and the construction of training and test samples. In addition, we show indicative, preliminary results of efforts tackling the class imbalance problem on the GSU SWAN flare prediction data. Title: Work Done by Lorentz Force Drives Solar-Stellar Magnetic Cycles Authors: Mahajan, Sushant Sushil; Nandy, Dibyendu; Martens, Petrus C. Bibcode: 2019shin.confE.199M Altcode: Our theoretical analysis of the equations of magnetohydrodynamics applied to the solar dynamo suggests that the work done by Lorentz force is the source of magnetic energy inside the solar convection zone. The action of Lorentz Force on poloidal field inside the convection zone is expected to leave behind signs of magnetic tension which manifest in the form of reduced latitudinal shear in differential rotation. We show that these expected signs of magnetic tension are consistent with the torsional oscillation profile of the Sun measured by three different instruments and hence can be used to locate regions inside the Sun where the magnetic field in sunspots originates. Title: Hemispheric Preference and Cyclic Variation of Solar Filament Chirality from 2000 to 2016 Authors: Hazra, Soumitra; Mahajan, Sushant S.; Douglas, William Keith, Jr.; Martens, Petrus C. H. Bibcode: 2018ApJ...865..108H Altcode: 2017arXiv171105758H It is well known that solar filaments are features in the solar atmosphere that show a hemispheric preference in their chirality. The hemispheric preference is such that the dextral chirality dominates in the northern hemisphere while the sinistral chirality dominates in the southern. Determining the strength and cyclic variation of the degree of this hemispheric preference however, is challenging and tedious, and thus, needs to be automated. In this paper, we follow Dr. Pietro Bernasconi’s algorithm to detect filament chirality with two parallel channels of application. The algorithm is applied to H-alpha images with the “Advanced Automated Filament Detection and Characterization Code” and the full algorithm (including the detection of filaments and tracking) is explained to the human observer who determines the chirality of the solar filament. We have conducted this exercise on the data during the month of August from years 2000 to 2016 and we found that 83% of our visually determined filaments follow the hemispheric chirality preference, while 58% of automatically determined filaments follow it. Our visually compiled results have over 90% agreement with those of Pevtsov et al., yet the visually determined chiralities of filaments disagree with the automated determinations significantly. We find that the hemispheric preference remained the same between solar cycles 23 and 24, but the preference is very difficult to determine during the solar minimum of 2008-2010 primarily due to the absence of filaments. Title: Roadmap for Reliable Ensemble Forecasting of the Sun-Earth System Authors: Nita, Gelu; Angryk, Rafal; Aydin, Berkay; Banda, Juan; Bastian, Tim; Berger, Tom; Bindi, Veronica; Boucheron, Laura; Cao, Wenda; Christian, Eric; de Nolfo, Georgia; DeLuca, Edward; DeRosa, Marc; Downs, Cooper; Fleishman, Gregory; Fuentes, Olac; Gary, Dale; Hill, Frank; Hoeksema, Todd; Hu, Qiang; Ilie, Raluca; Ireland, Jack; Kamalabadi, Farzad; Korreck, Kelly; Kosovichev, Alexander; Lin, Jessica; Lugaz, Noe; Mannucci, Anthony; Mansour, Nagi; Martens, Petrus; Mays, Leila; McAteer, James; McIntosh, Scott W.; Oria, Vincent; Pan, David; Panesi, Marco; Pesnell, W. Dean; Pevtsov, Alexei; Pillet, Valentin; Rachmeler, Laurel; Ridley, Aaron; Scherliess, Ludger; Toth, Gabor; Velli, Marco; White, Stephen; Zhang, Jie; Zou, Shasha Bibcode: 2018arXiv181008728N Altcode: The authors of this report met on 28-30 March 2018 at the New Jersey Institute of Technology, Newark, New Jersey, for a 3-day workshop that brought together a group of data providers, expert modelers, and computer and data scientists, in the solar discipline. Their objective was to identify challenges in the path towards building an effective framework to achieve transformative advances in the understanding and forecasting of the Sun-Earth system from the upper convection zone of the Sun to the Earth's magnetosphere. The workshop aimed to develop a research roadmap that targets the scientific challenge of coupling observations and modeling with emerging data-science research to extract knowledge from the large volumes of data (observed and simulated) while stimulating computer science with new research applications. The desire among the attendees was to promote future trans-disciplinary collaborations and identify areas of convergence across disciplines. The workshop combined a set of plenary sessions featuring invited introductory talks and workshop progress reports, interleaved with a set of breakout sessions focused on specific topics of interest. Each breakout group generated short documents, listing the challenges identified during their discussions in addition to possible ways of attacking them collectively. These documents were combined into this report-wherein a list of prioritized activities have been collated, shared and endorsed. Title: Data Handling and Assimilation for Solar Event Prediction Authors: Martens, Petrus C.; Angryk, Rafal A. Bibcode: 2018IAUS..335..344M Altcode: 2017arXiv171201402M The prediction of solar flares, eruptions, and high energy particle storms is of great societal importance. The data mining approach to forecasting has been shown to be very promising. Benchmark datasets are a key element in the further development of data-driven forecasting. With one or more benchmark data sets established, judicious use of both the data themselves and the selection of prediction algorithms is key to developing a high quality and robust method for the prediction of geo-effective solar activity. We review here briefly the process of generating benchmark datasets and developing prediction algorithms. Title: On the relationship between chromospheric filaments and IMF B Authors: Venkataramanasastry, Aparna; Martens, Petrus Bibcode: 2018shin.confE.224V Altcode: I present a poster that depicts a qualitative relationship between the direction of the axial magnetic field of chromospheric filaments on the Sun and the Interplanetary Magnetic Field axis of Earth-impacting Coronal Mass Ejections (CMEs) that were caused due to the eruptions of those filaments. I conduct analysis of a set of halo CMEs between 2007 and 2017 by comparing the axial magnetic field of CME producing filaments determined using their chirality. Utilizing the magnetic field measurements obtained from the Advanced Composition Satellite (ACE), the variations in the interplanetary magnetic field (IMF) due to the CME are analyzed. The arrival time of the CME is calculated in a linear fashion according to the estimated speed. To quantitatively establish a relation between the two, we use flux rope models to fit the interplanetary magnetic field. This will suggest how the orientation of the field is varying. In other words, obtaining the helicity at L1 will help determine how it has changed since it was at the Sun. Title: Scene Setting Talk: Advancing Solar Activity Forecasts Through Data Handling and Machine Learning Authors: Martens, Petrus C.; Angryk, Rafal A. Bibcode: 2018shin.confE.272M Altcode: To "Advance Solar Activity Forecasts Through Observations, Data Assimilation and Machine Learning" solar physicists need to apply knowledge and experience from other domains of science, in particular data analytics, a subdiscipline of computer science. It is naive of solar physicists to think they can become experts in this field by simply scavenging the literature that appears pertinent. After all, can we expect, say a chemist, to become an expert in solar flare prediction by browsing the relevant literature?

The way to make progress in combining data mining and solar activity prediction is a close collaboration between solar physicists and data mining experts - unless, of course, one has the inclination to go for a second PhD in computer science. The latter is actually not a bad idea for students: we are developing a joint degree program for this purpose.

The solar-stellar informatics cluster at Georgia State University (GSU) is such an interdisci-plinary effort between the departments of Physics & Astronomy and Computer Science. The first and major objective of this rapidly expanding group is the prediction of solar flares and closely related phenomena such as Solar Energetic Particles and Coronal Mass Ejections (CME's) using recently developed methods of data mining.

The primary requirement requirement for such an undertaking is developing a clean and balanced database. We are analyzing all available data and metadata produced during the Solar Dynamics Observatory (SDO) mission with the goal of developing a benchmark flare dataset, following the recommendation of the US National Science and Technology Council.

It is worth pointing out here that this undertaking is neither trivial nor effortless. SDO sends down of the order of 100,000 images per day, and from those images we produce metadata on various solar phenomena (e.g. sunspots, active regions, sigmoids, CME's) with automated feature recognition modules (Martens et al. 2012). One cannot review all these images and metadata by hand, so again automated methods had to be developed to accomplish this task. Examples of features that are not useful for flare prediction are sunspot or active region coordinates off the disk, image data gaps for various reasons (explained or unexplained), gaps in metadata caused for example by the relevant module being off-line, etc. It is obvious that any flare prediction algorithm would be greatly confused, say about the relation between flares and sigmoids, when there are undeclared gaps in either sigmoid or flare coverage.

The second step in our program is to use this benchmark data set to test various classifiers to see which ones perform best for solar flares. Here we not only use a snapshot of solar images and metadata, but we also look at the evolution of various parameters. Already in our first cursory analysis we found a strong and rather surprising flare parameter that I will discuss in this introduction. Title: The solar dynamo as an interplay of rotational shear and magnetic field Authors: Mahajan, Sushant Sushil; Nandy, Dibyendu; Martens, Petrus C. Bibcode: 2018shin.confE.154M Altcode: No abstract at ADS Title: Using DSG to build the capability of space weather forecasting in deep space. Authors: DeLuca, Edward; Golub, Leon; Korreck, Kelly; Savage, Sabrina L.; McKenzie, David E.; Rachmeler, Laurel; Winebarger, Amy R.; Martens, Petrus C. Bibcode: 2018tess.conf22002D Altcode: The prospect of astronaut missions to deep space and off the sun-earth line raises new challenges for space weather awareness and forecasting. Combined efforts of the science and human flight communities are needed to identify the requirements and identify pathways that will allow us to address the requirements for protecting human life and equipment, on a timescale consistent with the deep space exploration program. <p class="p1" The Deep Space Gateway provides a platform where we can develop, test and validate a combined space weather instrumentation, analysis and forecasting system that can be used when out of routine contact with near earth based assets. This presentation will attempt to outline the bounds of the problem and start the discussion about how to build an independent space weather program. Title: Forecasting Space Weather Hazards for Astronauts in Deep Space Authors: Martens, P. C. Bibcode: 2018LPICo2063.3188M Altcode: Deep Space Gateway provides a unique platform to develop, calibrate, and test a space weather forecasting system for interplanetary travel in a real life setting. We will discuss requirements and design of such a system. Title: Using DSG to Build the Capability of Space Weather Forecasting in Deep Space Authors: DeLuca, E. E.; Golub, L.; Korreck, K.; Savage, S.; McKenzie, D. D.; Rachmeler, L.; Winebarger, A.; Martens, P. Bibcode: 2018LPICo2063.3050D Altcode: The prospect of astronaut missions to deep space and off the Sun-Earth line raises new challenges for space weather awareness and forecasting. We need to identify the requirements and pathways that will allow us to protect human life and equipment. Title: A Two Dimensional Prediction of Solar Cycle 25 Authors: Munoz-Jaramillo, A.; Martens, P. C. Bibcode: 2017AGUFMSH13A2469M Altcode: To this date solar cycle most cycle predictions have focused on the forecast of solar cycle amplitude and cycle bell-curve shape. However, recent intriguing observational results suggest that all solar cycles follow the same longitudinal path regardless of their amplitude, and have a very similar decay once they reach a sufficient level of maturity. Cast in the light of our current understanding, these results suggest that the toroidal fields inside the Sun are subject to a very high turbulent diffusivity (of the order of magnitude of mixing-length estimates), and their equatorward propagation is driven by a steady meridional flow. Assuming this is the case, we will revisit the relationship between the polar fields at minimum and the amplitude of the next cycle and deliver a new generation of polar-field based predictions that include the depth of the minimum, as well as the latitude and time of the first active regions of solar cycle 25. Title: On the Prediction of >100 MeV Solar Energetic Particle Events Using GOES Satellite Data Authors: Filali Boubrahimi, Soukaina; Aydin, Berkay; Martens, Petrus; Angryk, Rafal Bibcode: 2017arXiv171203998F Altcode: Solar energetic particles are a result of intense solar events such as solar flares and Coronal Mass Ejections (CMEs). These latter events all together can cause major disruptions to spacecraft that are in Earth's orbit and outside of the magnetosphere. In this work we are interested in establishing the necessary conditions for a major geo-effective solar particle storm immediately after a major flare, namely the existence of a direct magnetic connection. To our knowledge, this is the first work that explores not only the correlations of GOES X-ray and proton channels, but also the correlations that happen across all the proton channels. We found that proton channels auto-correlations and cross-correlations may also be precursors to the occurrence of an SEP event. In this paper, we tackle the problem of predicting >100 MeV SEP events from a multivariate time series perspective using easily interpretable decision tree models. Title: A Survery of the Correlation between Filament Chirality and Sigmoid Handedness Authors: V, A.; Hazra, S.; Martin, S. F.; Martens, P. C. Bibcode: 2017AGUFMSH51C2498V Altcode: Sigmoid regions on the Sun are often the regions that cause Coronal Mass Ejections (CMEs). Large CMEs most often have filaments that erupt with them. This study focuses on the statistical relevance of the shape of the sigmoid and the chirality of the filament residing in these sigmoids. The study further extends to the relation between the directionality of filaments and the Earth-directed CMEs. Sigmoid data from Savcheva et al. (2014) between 2007 and 2012 and a compilation of data using the HEK Sigmoid Sniffer (Martens et al. 2012) along with Hinode XRT Soft X-ray images were used for analyzing data between 2013 and 2017. Hence this dataset consists of almost one solar cycle of data. A similar study done previously by Martens et al. (2013) analysed data for a solar cycle using an Advanced Automated Filament Detection & Characterization Code (Bernasconi, Rust & Hakim 2005). Considering that automated chirality detection is not foolproof, we present this study which uses manual determination of chirality for accuracy using high resolution chromospheric images. Mainly full disk images of soft X-ray obtained from Hinode XRT (X-Ray Telescope) have been used to find and ensure the S or Z shape of sigmoids. H-alpha images obtained from BBSO and Kanzelhohe Solar Observatory (KSO) are used in determining the chirality of filaments. The resolutions of BBSO and KSO data are 1k and 4k respectively. A comparison of the analysis of the chirality of filaments using both data will be presented. Although KSO gives a 4k resolution, it is still difficult to determine the chirality of small filaments. For this reason, high resolution images of H-alpha chromospheric filaments obtained from Helio Research and Solar Observing Optical Network (SOON) have been used for further analysis of chirality of those filaments that were undeterminable using the BBSO or KSO full disk images. The results of the comparison using the different resolutions are shown. The results of the correlation between sigmoid shape and filament chirality are also shown. Further, these results are used in determining the correlation with Earth directed CMEs and those that cause geo-magnetic storms. Savacheva, A. S., McKillop, S. C., McCauley, P. I., et al., 2014, 289Bernasconi, P. N., Rust, D. M., & Hakim, D., 2005, Sol. Phys., 228, 97 Martens, P., Yeates, A., & Pillai, K., 2013, IAU, 3000 Title: The Faint Young Sun and Faint Young Stars Paradox Authors: Martens, Petrus C. Bibcode: 2017IAUS..328..350M Altcode: 2017arXiv170601016M The purpose of this paper is to explore a resolution for the Faint Young Sun Paradox that has been mostly rejected by the community, namely the possibility of a somewhat more massive young Sun with a large mass loss rate sustained for two to three billion years. This would make the young Sun bright enough to keep both the terrestrial and Martian oceans from freezing, and thus resolve the paradox. It is found that a large and sustained mass loss is consistent with the well observed spin-down rate of Sun-like stars, and indeed may be required for it. It is concluded that a more massive young Sun must be considered a plausible hypothesis. Title: Update on a Solar Magnetic Catalog Spanning Four Solar Cycles Authors: Vargas-Acosta, Juan Pablo; Munoz-Jaramillo, Andres; Vargas Dominguez, Santiago; Werginz, Zachary; DeLuca, Michael D.; Longcope, Dana; Harvey, J. W.; Windmueller, John; Zhang, Jie; Martens, Petrus C. Bibcode: 2017SPD....4811202V Altcode: Bipolar magnetic regions (BMRs) are the cornerstone of solar cycle propagation, the building blocks that give structure to the solar atmosphere, and the origin of the majority of space weather events. However, in spite of their importance, there is no homogeneous BMR catalog spanning the era of systematic solar magnetic field measurements. Here we present the results of an ongoing project to address this deficiency applying the Bipolar Active Region Detection (BARD) code to magnetograms from the 512 Channel of the Kitt Peak Vaccum Telescope, SOHO/MDI, and SDO/HMI.The BARD code automatically identifies BMRs and tracks them as they are rotated by differential rotation. The output of the automatic detection is supervised by a human observer to correct possible mistakes made by the automatic algorithm (like incorrect pairings and tracking mislabels). Extra passes are made to integrate fragmented regions as well as to balance the flux between BMR polarities. At the moment, our BMR database includes nearly 10,000 unique objects (detected and tracked) belonging to four separate solar cycles (21-24). Title: Hemispheric Preference and Cyclic Variation of Solar Filament Chirality Authors: Hazra, Soumitra; Mahajan, Sushant S.; Douglas, William; Martens, Petrus C. Bibcode: 2017SPD....4810617H Altcode: Although the hemispheric preference of magnetic topological features in the solar atmosphere is a well-established fact, strength and cyclic variation of the hemispheric rule is a debatable issue. In this work, we study the chirality of 3480 solar filaments from 2000 to 2016. We determine the chirality of filaments manually and compare with the results obtained from the Advanced Automated Filament Detection and Characterization Code (AAFDCC). We find that 83% of our manually determined filaments follow the hemispheric chirality rule, while 58% of automatically determined filamentsfollow the same. We also compare our result with an other manually compiled list by Pevtsov et al. (2003). We find that our list matches Pevtsovs manually compiled list with 90% accuracy. We also find that the hemispheric chirality rule does not vary from cycle to cycle. However, the strength of the hemispheric preference decreases at the end and beginning phase of the solar cycle. Title: Mi Gauss es su Gauss: Lessons from Cross-Calibrating 40 years of Full Disk Magnetograms Authors: Werginz, Zachary; Munoz-Jaramillo, Andres; Martens, Petrus C.; Harvey, J. W. Bibcode: 2017SPD....4811102W Altcode: Full-disk line-of-sight magnetograms from the Kitt Peak Vacuum Telescope (KPVT) are a highly valuable, but underutilized, source of data for understanding long-term solar variability. Here we present the results of a project for obtaining a cross-callibrated series of magnetograms spanning 40 years including KPVT (512 and SPMG), SOHO/MDI and SDO/HMI magnetographs. The biggest challenge we face is empirically identifying a calibration factor and estimate of uncertainty between instruments with little temporal overlap.Here we propose a method that fragments magnetograms into spherical quadrangles bounded by latitudes and longitudes and calculates various information such as total area, mean flux density, and distance from disk center. Our main assumption is that the Sun does not change significantly over daily time periods.First a magnetogram to be calibrated is differentially rotated to match a reference magnetogram in time. Then the smaller magnetogram is interpolated into the larger one to account for sub-pixel heliographic coordinates. We then produce equally spaced bands of latitude and longitude determined from a fragmentation parameter. These are used to map out regions on each magnetogram that are expected to relay the same information. Our efforts to cross-calibrate lead to results that vary with fragmentation parameters, the difference in time of selected magnetograms, and distance from disk center.Given that this cross-callibrated series will be made publically available, we are looking for constructive criticism, suggestions, and feedback. Please join us in making these data as good as they can be. Title: Addressing Systematic Errors in Correlation Tracking on HMI Magnetograms Authors: Mahajan, Sushant S.; Hathaway, David H.; Munoz-Jaramillo, Andres; Martens, Petrus C. Bibcode: 2017SPD....4820702M Altcode: Correlation tracking in solar magnetograms is an effective method to measure the differential rotation and meridional flow on the solar surface. However, since the tracking accuracy required to successfully measure meridional flow is very high, small systematic errors have a noticeable impact on measured meridional flow profiles. Additionally, the uncertainties of this kind of measurements have been historically underestimated, leading to controversy regarding flow profiles at high latitudes extracted from measurements which are unreliable near the solar limb.Here we present a set of systematic errors we have identified (and potential solutions), including bias caused by physical pixel sizes, center-to-limb systematics, and discrepancies between measurements performed using different time intervals. We have developed numerical techniques to get rid of these systematic errors and in the process improve the accuracy of the measurements by an order of magnitude.We also present a detailed analysis of uncertainties in these measurements using synthetic magnetograms and the quantification of an upper limit below which meridional flow measurements cannot be trusted as a function of latitude. Title: Solar Data Mining at Georgia State University Authors: Angryk, R.; Martens, P. C.; Schuh, M.; Aydin, B.; Kempton, D.; Banda, J.; Ma, R.; Naduvil-Vadukootu, S.; Akkineni, V.; Küçük, A.; Filali Boubrahimi, S.; Hamdi, S. M. Bibcode: 2016AGUFMSH11A2225A Altcode: In this talk we give an overview of research projects related to solar data analysis that are conducted at Georgia State University. We will provide update on multiple advances made by our research team on the analysis of image parameters, spatio-temporal patterns mining, temporal data analysis and our experiences with big, heterogeneous solar data visualization, analysis, processing and storage. We will talk about up-to-date data mining methodologies, and their importance for big data-driven solar physics research. Title: Development of a Homogenous Database of Bipolar Active Regions Spanning Four Cycles Authors: Munoz-Jaramillo, A.; Werginz, Z. A.; Vargas-Acosta, J. P.; DeLuca, M. D.; Vargas-Dominguez, S.; Lamb, D. A.; DeForest, C. E.; Longcope, D. W.; Martens, P. Bibcode: 2016AGUFMSH11A2219M Altcode: The solar cycle can be understood as a process that alternates the large-scale magnetic field of the Sun between poloidal and toroidal configurations. Although the process that transitions the solar cycle between toroidal and poloidal phases is still not fully understood, theoretical studies, and observational evidence, suggest that this process is driven by the emergence and decay of bipolar magnetic regions (BMRs) at the photosphere. Furthermore, the emergence of BMRs at the photosphere is the main driver behind solar variability and solar activity in general; making the study of their properties doubly important for heliospheric physics. However, in spite of their critical role, there is still no unified catalog of BMRs spanning multiple instruments and covering the entire period of systematic measurement of the solar magnetic field (i.e. 1975 to present).In this presentation we discuss an ongoing project to address this deficiency by applying our Bipolar Active Region Detection (BARD) code on full disk magnetograms measured by the 512 (1975-1993) and SPMG (1992-2003) instruments at the Kitt Peak Vacuum Telescope (KPVT), SOHO/MDI (1996-2011) and SDO/HMI (2010-present). First we will discuss the results of our revitalization of 512 and SPMG KPVT data, then we will discuss how our BARD code operates, and finally report the results of our cross-callibration across instruments.The corrected and improved KPVT magnetograms will be made available through the National Solar Observatory (NSO) and Virtual Solar Observatory (VSO), including updated synoptic maps produced by running the corrected KPVT magnetograms though the SOLIS pipeline. The homogeneous active region database will be made public by the end of 2017 once it has reached a satisfactory level of quality and maturity. The Figure shows all bipolar active regions present in our database (as of Aug 2016) colored according to the instrument where they were detected. The image also includes the names of the NSF-REU students in charge of the supervision of the detection algorithm and the year in which they worked on the catalog. Marker size is indicative of the total active region flux. Title: A 2D Discrete Surface Flux Transport (DSFT) model applied to polar and quiet sun regions. Authors: Eckberg, J.; Kankelborg, C. C.; Martens, P. Bibcode: 2016AGUFMSH31B2551E Altcode: We have developed a Surface Flux Transport simulation utilizing a Semi-Lagrangian scheme to advect discrete magnetic flux elements. Advection occurs due to the flow fields from supergranulation, meridional flow, and differential rotation. Granular advection is modeled using a time integrated effect which lowers the computational cost of the simulation. We have incorporated observational, energetic and geometric considerations in constructing the magnetic flux dynamics of emergence, interaction, and fragmentation. Our model reproduces observed distributions of magnetic flux in quiet sun and at the poles. The variation of mean squared velocities with flux is also reproduced. Our simulation clarifies which processes are essential in reproducing the dynamics of solar magnetic flux balance. Title: The best of both worlds: Using automatic detection and limited human supervision to create a homogenous magnetic catalog spanning four solar cycles Authors: Muñoz-Jaramillo, Andres; Werginz, Zachary; Vargas-Acosta, Juan Pablo; DeLuca, Michael; Windmueller, J. C.; Zhang, Jie; Longcope, Dana; Lamb, Derek; DeForest, Craig; Vargas-Domínguez, Santiago; Harvey, Jack; Martens, Piet Bibcode: 2016bida.conf.3194M Altcode: 2022arXiv220311908M Bipolar magnetic regions (BMRs) are the cornerstone of solar variability. They are tracers of the large-scale magnetic processes that give rise to the solar cycle, shapers of the solar corona, building blocks of the large-scale solar magnetic field, and significant contributors to the free-energetic budget that gives rise to flares and coronal mass ejections. Surprisingly, no homogeneous catalog of BMRs exists today, in spite of the existence of systematic measurements of the magnetic field since the early 1970's. The purpose of this work is to address this deficiency by creating a homogenous catalog of BMRs from the 1970's until the present. For this purpose, in this paper we discuss the strengths and weaknesses of the automatic and manual detection of BMRs and how both methods can be combined to form the basis of our Bipolar Active Region Detection (BARD) code and its supporting human supervision module. At present, the BARD catalog contains more than 10,000 unique BMRs tracked and characterized during every day of their observation. Here we also discuss our future plans for the creation of an extended multi-scale magnetic catalog combining the SWAMIS and BARD catalogs. Title: Developing a Solar Magnetic Catalog Spanning Four Cycles Authors: Werginz, Zachary; Munoz-Jaramillo, Andres; DeLuca, Michael D.; Vargas Acosta, Juan Pablo; Vargas Dominguez, Santiago; Zhang, Jie; Longcope, Dana; Martens, Petrus C. Bibcode: 2016SPD....4740502W Altcode: Bipolar magnetic regions (BMRs) are the cornerstone of solar cycle propagation, the building blocks that give structure to the solar atmosphere, and the origin of the majority of space weather events. However, in spite of their importance, there is no homogeneous BMR catalog spanning the era of systematic solar magnetic field measurements. Here we present the results of an ongoing project to address this deficiency applying the Bipolar Active Region Detection (BARD) code to magnetograms from the 512 Channel of the Kitt Peak Vaccum Telescope, SOHO/MDI, and SDO/HMI.The BARD code automatically identifies BMRs and tracks them as they are rotated by differential rotation. The output of the automatic detection is supervised by a human observer to correct possible mistakes made by the automatic algorithm (like incorrect pairings and tracking mislabels). Extra passes are made to integrate fragmented regions as well as to balance the flux between BMR polarities. At the moment, our BMR database includes 6,885 unique objects (detected and tracked) belonging to four separate solar cycles (21-24). Title: A large-scale dataset of solar event reports from automated feature recognition modules Authors: Schuh, Michael A.; Angryk, Rafal A.; Martens, Petrus C. Bibcode: 2016JSWSC...6A..22S Altcode: The massive repository of images of the Sun captured by the Solar Dynamics Observatory (SDO) mission has ushered in the era of Big Data for Solar Physics. In this work, we investigate the entire public collection of events reported to the Heliophysics Event Knowledgebase (HEK) from automated solar feature recognition modules operated by the SDO Feature Finding Team (FFT). With the SDO mission recently surpassing five years of operations, and over 280,000 event reports for seven types of solar phenomena, we present the broadest and most comprehensive large-scale dataset of the SDO FFT modules to date. We also present numerous statistics on these modules, providing valuable contextual information for better understanding and validating of the individual event reports and the entire dataset as a whole. After extensive data cleaning through exploratory data analysis, we highlight several opportunities for knowledge discovery from data (KDD). Through these important prerequisite analyses presented here, the results of KDD from Solar Big Data will be overall more reliable and better understood. As the SDO mission remains operational over the coming years, these datasets will continue to grow in size and value. Future versions of this dataset will be analyzed in the general framework established in this work and maintained publicly online for easy access by the community. Title: Heating Profiles of Coronal Loops Authors: Plowman, Joseph; Kankelborg, Charles C.; Martens, Petrus C. Bibcode: 2016SPD....47.0328P Altcode: We analyze the temperature and density profiles of coronal loops, as a function of their length, using data from SDO/AIA and Hinode/EIS. The analysis considers the location of the heating along the loop's length, and we conduct a more throrough investigation of our previous preliminary result that heating is concentrated near the loop footpoints. The work now features a larger selection of coronal loops, compared to our previous presentations, and examines their scale-height temperatures to ascertain the extent to which they are hydrostatic. Title: Observing Sun-like Stars Authors: Martens, Petrus C.; White, Russel J. Bibcode: 2016SPD....47.1104M Altcode: The Sun represents only one realization of the many possibilities for stellar dynamos. In order to fully understand the physics of solar and stellar magnetism we need to study in full detail the magnetic cycles of stars that are very much like the Sun . To do this we need a telescope that can resolve the disks of nearby solar type stars. Georgia State's University Center for High Resolution Astronomy (CHARA) array is a diffraction limited interferometer with a baseline of over 300 m, located on Mount Wilson. It is the highest resolution telescope in the visible and infrared currently in operation. CHARA has resolved the disks of larger stars and observed starspots. We will describe an ongoing observing program for nearby Sun-like stars to determine with great accuracy the basic parameters of these stars and the presence of starspots on their surfaces. Combined with the decades long observations of Mount Wilson and Lowell Observatories of stellar cycles the data obtained will act as a powerful constraint on solar and stellar dynamo models and simulations. Title: Predicting the Interplanetary Magnetic Field using Approaches Based on Data Mining and Physical Models Authors: Riley, P.; Russell, C. T.; de Koning, C. A.; Biesecker, D. A.; Linker, J.; Owens, M. J.; Lugaz, N.; Martens, P.; Angryk, R.; Reinard, A.; Ulrich, R. K.; Horbury, T. S.; Pizzo, V. J.; Liu, Y.; Hoeksema, T. Bibcode: 2015AGUFMSH14A..06R Altcode: An accurate prediction of the interplanetary magnetic field, and, in particular, its z-component (Bz) is a crucial capability for any space weather forecasting system, and yet, thus far, it has remained largely elusive (a point exemplified by the fact that no prediction center currently provides a forecast for Bz). In this presentation, we discuss the various physical processes that can produce non-zero values of Bz and summarize a selection of promising approaches that may ultimately lead to reliable forecasts of Bz. We describe the first steps we have taken to develop a framework for assessing these techniques, and show preliminary results of their efficacy. Title: Contextualizing Solar Cycle 24: Report on the Development of a Homogenous Database of Bipolar Active Regions Spanning Four Cycles Authors: Munoz-Jaramillo, A.; Werginz, Z. A.; DeLuca, M. D.; Vargas-Acosta, J. P.; Longcope, D. W.; Harvey, J. W.; Martens, P.; Zhang, J.; Vargas-Dominguez, S.; DeForest, C. E.; Lamb, D. A. Bibcode: 2015AGUFMSH33D..06M Altcode: The solar cycle can be understood as a process that alternates the large-scale magnetic field of the Sun between poloidal and toroidal configurations. Although the process that transitions the solar cycle between toroidal and poloidal phases is still not fully understood, theoretical studies, and observational evidence, suggest that this process is driven by the emergence and decay of bipolar magnetic regions (BMRs) at the photosphere. Furthermore, the emergence of BMRs at the photosphere is the main driver behind solar variability and solar activity in general; making the study of their properties doubly important for heliospheric physics. However, in spite of their critical role, there is still no unified catalog of BMRs spanning multiple instruments and covering the entire period of systematic measurement of the solar magnetic field (i.e. 1975 to present).In this presentation we discuss an ongoing project to address this deficiency by applying our Bipolar Active Region Detection (BARD) code on full disk magnetograms measured by the 512 (1975-1993) and SPMG (1992-2003) instruments at the Kitt Peak Vacuum Telescope (KPVT), SOHO/MDI (1996-2011) and SDO/HMI (2010-present). First we will discuss the results of our revitalization of 512 and SPMG KPVT data, then we will discuss how our BARD code operates, and finally report the results of our cross-callibration.The corrected and improved KPVT magnetograms will be made available through the National Solar Observatory (NSO) and Virtual Solar Observatory (VSO), including updated synoptic maps produced by running the corrected KPVT magnetograms though the SOLIS pipeline. The homogeneous active region database will be made public by the end of 2017 once it has reached a satisfactory level of quality and maturity. The Figure shows all bipolar active regions present in our database (as of Aug 2015) colored according to the sign of their leading polarity. Marker size is indicative of the total active region flux. Anti-Hale regions are shown using solid markers. Title: Solar image parameter data from the SDO: Long-term curation and data mining Authors: Schuh, M. A.; Angryk, R. A.; Martens, P. C. Bibcode: 2015A&C....13...86S Altcode: The Solar Dynamics Observatory (SDO) mission captures thousands of images of the Sun per day, motivating the need for efficient and effective storage, representation, and search over a massive repository of data. This work investigates the general-purpose image parameter data produced by the SDO Feature Finding Team's trainable module, which operates at a fixed six minute cadence over all AIA channels. The data contains ten numerical measures computed for each image cell over a 64 × 64 grid for each image. We analyze all available data and metadata produced over the first three years and present comprehensive statistics and outliers while validating the cleanliness and usability of the data source for future research. We then utilize a database of automated solar event reports to create large-scale region-labeled datasets available to the public. We highlight the new-found potential for data-driven discovery by presenting several best-case labeling scenarios that establish a baseline for comparing machine learning classification and attribute (image parameter) evaluation results. Future work focuses on continued dataset curation and spatiotemporal data mining. Title: Special Section: Management, Search and Analysis of Solar Astronomy Big Data Authors: Angryk, Rafal A.; Csillaghy, André; Martens, Petrus C. Bibcode: 2015A&C....13...85A Altcode: Astronomy and Computing is very proud to announce a new topical issue devoted to the Management, Search and Analysis of Solar Astronomy Big Data. Title: The Minimum of Solar Cycle 23: As Deep as It Could Be? Authors: Muñoz-Jaramillo, Andrés; Senkpeil, Ryan R.; Longcope, Dana W.; Tlatov, Andrey G.; Pevtsov, Alexei A.; Balmaceda, Laura A.; DeLuca, Edward E.; Martens, Petrus C. H. Bibcode: 2015ApJ...804...68M Altcode: 2015arXiv150801222M In this work we introduce a new way of binning sunspot group data with the purpose of better understanding the impact of the solar cycle on sunspot properties and how this defined the characteristics of the extended minimum of cycle 23. Our approach assumes that the statistical properties of sunspots are completely determined by the strength of the underlying large-scale field and have no additional time dependencies. We use the amplitude of the cycle at any given moment (something we refer to as activity level) as a proxy for the strength of this deep-seated magnetic field. We find that the sunspot size distribution is composed of two populations: one population of groups and active regions and a second population of pores and ephemeral regions. When fits are performed at periods of different activity level, only the statistical properties of the former population, the active regions, are found to vary. Finally, we study the relative contribution of each component (small-scale versus large-scale) to solar magnetism. We find that when hemispheres are treated separately, almost every one of the past 12 solar minima reaches a point where the main contribution to magnetism comes from the small-scale component. However, due to asymmetries in cycle phase, this state is very rarely reached by both hemispheres at the same time. From this we infer that even though each hemisphere did reach the magnetic baseline, from a heliospheric point of view the minimum of cycle 23 was not as deep as it could have been. Title: The Minimum of Solar Cycle 23: As Deep as It Could Be? Authors: Munoz-Jaramillo, Andres; Senkpeil, Ryan; Longcope, Dana; Tlatov, Andrey; Pevtsov, Alexei A.; Balmaceda, Laura; DeLuca, Edward E.; Martens, Petrus C. Bibcode: 2015TESS....130803M Altcode: After a lull lasting more than 60 years of seemly uniform solar minima, the solar minimum of solar cycle 23 came as a great surprise due to its depth, duration, and record lows in a wide variety of solar activity indices and solar wind properties. One of the consequence of such an event is the revival of the interest in extreme minima, grand minima, and the identification of a solar basal state of minimum magnetic activity.In this presentation we will discuss a new way of binning sunspot group data, with the purpose of better understanding the impact of the solar cycle on sunspot properties, and how this defined the characteristics of the extended minimum of cycle 23. Our main result is centered around the fact that the sunspot size distribution is composed of two populations, a population of groups and active regions, and second of pores and ephemeral regions. We find that only the properties of the former population, the active regions, is found to vary with the solar cycle, while the propeties of pores and ephemeral regions does not.Taking advantage of our statistical characterization we probe the question of the solar baseline magnetism. We find that, when hemispheres are treated separately, almost every one of the past 12 solar minima reaches such a point. However, due to asymmetries in cycle phase, the basal state is very rarely reached by both hemispheres at the same time. From this we infer that, even though each hemisphere did reach the magnetic baseline, from a heliospheric point of view the minimum of cycle 23 was not as deep as it could have been. Title: Exploring the Solar-stellar connection with the CHARA Array Authors: Martens, Petrus C.; McAlister, Hal; White, Russel Bibcode: 2015TESS....110505M Altcode: It is well understood that in order to better understand solar magnetism it is of key importance that we have detailed data on magnetic activity of stars that are very much like our Sun. Georgia State's University Center for High Resolution Astronomy's (CHARA) Array is a diffraction limited interferometer with a baseline of over 300 m, located on Mount Wilson. CHARA has resolved the disk of larger early-type stars and observed starspots. It has the potential of detecting spots (and eclipsing exoplanets) on nearby solar-type stars, and thus adding significant in-depth magnetic cycle information to the long time series of chromospheric data from MWO and Lowell.We will describe the main characteristics of CHARA, highlight science results, and describe our plans to contribute to the renewed effort from the NASA Heliophysics division to study the solar-stellar connection, with the goal of improving long-term solar activity forecasts.URL: http://www.chara.gsu.edu/ Title: Small-scale and Global Dynamos and the Area and Flux Distributions of Active Regions, Sunspot Groups, and Sunspots: A Multi-database Study Authors: Muñoz-Jaramillo, Andrés; Senkpeil, Ryan R.; Windmueller, John C.; Amouzou, Ernest C.; Longcope, Dana W.; Tlatov, Andrey G.; Nagovitsyn, Yury A.; Pevtsov, Alexei A.; Chapman, Gary A.; Cookson, Angela M.; Yeates, Anthony R.; Watson, Fraser T.; Balmaceda, Laura A.; DeLuca, Edward E.; Martens, Petrus C. H. Bibcode: 2015ApJ...800...48M Altcode: 2014arXiv1410.6281M In this work, we take advantage of 11 different sunspot group, sunspot, and active region databases to characterize the area and flux distributions of photospheric magnetic structures. We find that, when taken separately, different databases are better fitted by different distributions (as has been reported previously in the literature). However, we find that all our databases can be reconciled by the simple application of a proportionality constant, and that, in reality, different databases are sampling different parts of a composite distribution. This composite distribution is made up by linear combination of Weibull and log-normal distributions—where a pure Weibull (log-normal) characterizes the distribution of structures with fluxes below (above) 1021Mx (1022Mx). Additionally, we demonstrate that the Weibull distribution shows the expected linear behavior of a power-law distribution (when extended to smaller fluxes), making our results compatible with the results of Parnell et al. We propose that this is evidence of two separate mechanisms giving rise to visible structures on the photosphere: one directly connected to the global component of the dynamo (and the generation of bipolar active regions), and the other with the small-scale component of the dynamo (and the fragmentation of magnetic structures due to their interaction with turbulent convection). Title: First Science Results from Solar Data Mining Using Automated Feature Detection Authors: Martens, P. C. Bibcode: 2014AGUFMSH34A..07M Altcode: The SDO Feature Finding Team (FFT) has produced 16 automated feature tracking modules for data from SDO, LASCO, and ground-based H-alpha observatories. The metadata produced by those modules and others are available from the Heliophysics Events Knowledgebase (HEK) and the Virtual Solar Observatory (VSO). Having metadata available for large amounts of events and phenomena, obtained with consistent detection criteria unlike catalogs produced by human observers, allows researchers to effectively search solar data for patterns. I will show a number of science results obtained recently. Not surprisingly several of the patterns are well known (e.g. flares occur mostly in active regions), but some really surprising new trends have been discovered as well, in at least one case upending scientific consensus. These results show the power and promise that systematic feature recognition and data mining holds for solar physics. Title: A Comparative Evaluation of Automated Solar Filament Detection Authors: Schuh, M. A.; Banda, J. M.; Bernasconi, P. N.; Angryk, R. A.; Martens, P. C. H. Bibcode: 2014SoPh..289.2503S Altcode: 2014SoPh..tmp...34S We present a comparative evaluation for automated filament detection in Hα solar images. By using metadata produced by the Advanced Automated Filament Detection and Characterization Code (AAFDCC) module, we adapted our trainable feature recognition (TFR) module to accurately detect regions in solar images containing filaments. We first analyze the AAFDCC module's metadata and then transform it into labeled datasets for machine-learning classification. Visualizations of data transformations and classification results are presented and accompanied by statistical findings. Our results confirm the reliable event reporting of the AAFDCC module and establishes our TFR module's ability to effectively detect solar filaments in Hα solar images. Title: Feature Finding for Solar Physics Authors: Martens, Petrus C. Bibcode: 2014simi.conf...25M Altcode: NASA's Solar Dynamics Observatory (SDO) data repository dwarfs the archives of all previous solar physics missions put together. The traditional methods of analyzing data-analyzing the images by hand - would simply not work and NASA tasked my Feature Finding Team (FFT) with developing automated feature recognition modules for solar phenomena likely to be observed by SDO. Having the derived metadata now available on-line enables to conduct statistical studies involving large sets of events that would be impossible now with traditional means.

First we developed some existing and new task-specific solar feature finding modules to be 'pipe-line' ready for the stream of SDO data. Secondly, we took it upon us to develop an entirely new 'trainable' module that would be capable of identifying different types of solar phenomena starting from a limited number of user-provided examples.

Next I will focus on our most innovative 'trainable' module, developed mostly at MSU in collaboration with Prof. Angryk and his students at the Computer Science department there. TFirst, there is the strong similarity between solar and medical X-ray images with regard to their texture, which allowed us to apply some advances made in medical image recognition. Second, we found that there is a strong similarity between the way our trainable module works and the way our brain recognizes images. The brain can quickly recognize similar images from key characteristics, just as our code does. We conclude that our approach represents the beginning of a more human-like procedure for computer image recognition. Title: Insights on the solar dynamo from stellar observations Authors: Egeland, Ricky; Martens, Petrus C.; Judge, Philip G. Bibcode: 2014AAS...22421105E Altcode: A successful dynamo model should not only explain the broad characteristics of the magnetic field cycle for the Sun (22-year sunspot cycle with polarity reversals, migration of active latitudes toward the poles throughout the cycle, and Joy’s law), but should also be able to explain the cycling behavior observed in Solar-analog stars, which are very close to the Sun in essential characteristics. Our aim is to develop a set of constraints on dynamo models from the observed behavior of solar-analog stars obtained from a number of long-running synoptic surveys of cycling activity (Mount Wilson Observatory HK survey, Lowel Observatory Solar-Stellar Spectrograph, and the Fairborn Observatory Automatic Photoelectric Telescope survey), in conjuncture with stellar rotation and differential rotation data obtained by the Kepler Mission and other sources. By carefully piecing together the best data available today, we will provide an improved understanding of the parameter space in which Solar-like dynamos operate. Title: Statistical Constraints on Joy's Law Authors: Amouzou, Ernest C.; Munoz-Jaramillo, Andres; Martens, Petrus C.; DeLuca, Edward E. Bibcode: 2014AAS...22421829A Altcode: Using sunspot data from the observatories at Mt. Wilson and Kodaikanal, active region tilt angles are analyzed for different active region sizes and latitude bins. A number of similarly-shaped statistical distributions were fitted to the data using maximum likelihood estimation. In all cases, we find that the statistical distribution best describing the number of active regions at a given tilt angle is a Laplace distribution with the form (2β)-1*exp(-|x-μ|/β), with 2° ≤ μ ≤ 11°, and 10° ≤ β ≤ 40°. Title: From the Tachocline Into the Heliosphere: Coupling a 3D kinematic dynamo to the CCMC Authors: Munoz-Jaramillo, Andres; Yeates, Anthony R; Martens, Petrus C.; DeLuca, Edward E. Bibcode: 2014AAS...22421103M Altcode: During the last decade, axisymmetric kinematic dynamo models have contributed greatly to our understanding of the solar cycle. However, with the advent of more powerful computers the limitation to axisymmetry has been lifted. Here we present a 3D kinematic dynamo model where active regions are driven by velocity perturbations calibrated to reproduce observed active region properties (including the size and flux of active regions, and the distribution of tilt angle with latitude), resulting in a more consistent treatment of flux-tube emergence in kinematic dynamo models than artificial flux deposition. We demonstrate how this technique can be used to assimilate active region observations obtained from the US National Solar Observatory/Kitt Peak (NSO/KP) synoptic magnetograms and how our model couples naturally with heliospheric models, paving the way for the simultaneous study of the evolution of the magnetic field in the solar interior as well as its impact on the heliosphere. Title: Hemispheric Patterns in Filament Chirality and Sigmoid Shape over the Solar Cycle Authors: Martens, Petrus C.; Yeates, Anthony R.; Pillai, Karthik G. Bibcode: 2014IAUS..300..135M Altcode: The motivation for our research was to study the correlation between the chirality of filaments and the handedness (S- or Z-shape) of sigmoids. It was assumed that sigmoids would mostly coincide with filaments and that the S-shaped sigmoids would correlate well with filaments of sinistral chirality, which we found that to be at best a very weak relation. Since we had a full solar cycle of filament metadata at hand it was easy to verify the supposedly known hemispheric preference of filament chirality. We discovered that the hemispheric chirality rule was confirmed for the epoch where a thorough manual study had been performed, but that at other phases of the solar cycle the rule seems to disappear and sometimes even reverse. Title: Helioseismic Perspective of the Solar Dynamo Authors: Muñoz-Jaramillo, A.; Martens, P. C. H.; Nandy, D. Bibcode: 2013ASPC..478..271M Altcode: Helioseismology has been, without a doubt, one of the greatest contributors to our understanding of the solar cycle. In particular, its results have been critical in the development of solar dynamo models, by providing modelers with detailed information about the internal, large scale flows of solar plasma.

This review will give a historical overview of the evolution of our understanding of the solar cycle, placing special emphasis on advances driven by helioseismic results. We will discuss some of the outstanding modeling issues, and discuss how Helioseismology can help push our understanding forward during the next decade. Title: Steps Toward a Large-Scale Solar Image Data Analysis to Differentiate Solar Phenomena Authors: Banda, J. M.; Angryk, R. A.; Martens, P. C. H. Bibcode: 2013SoPh..288..435B Altcode: We detail the investigation of the first application of several dissimilarity measures for large-scale solar image data analysis. Using a solar-domain-specific benchmark dataset that contains multiple types of phenomena, we analyzed combinations of image parameters with different dissimilarity measures to determine the combinations that will allow us to differentiate between the multiple solar phenomena from both intra-class and inter-class perspectives, where by class we refer to the same types of solar phenomena. We also investigate the problem of reducing data dimensionality by applying multi-dimensional scaling to the dissimilarity matrices that we produced using the previously mentioned combinations. As an early investigation into dimensionality reduction, we investigate by applying multidimensional scaling (MDS) how many MDS components are needed to maintain a good representation of our data (in a new artificial data space) and how many can be discarded to enhance our querying performance. Finally, we present a comparative analysis of several classifiers to determine the quality of the dimensionality reduction achieved with this combination of image parameters, similarity measures, and MDS. Title: Fast Differential Emission Measure Inversion of Solar Coronal Data Authors: Plowman, Joseph; Kankelborg, Charles; Martens, Petrus Bibcode: 2013ApJ...771....2P Altcode: 2012arXiv1204.6306P We present a fast method for reconstructing differential emission measures (DEMs) using solar coronal data. The method consists of a fast, simple regularized inversion in conjunction with an iteration scheme for removal of residual negative emission measure. On average, it computes over 1000 DEMs s-1 for a sample active region observed by the Atmospheric Imaging Assembly (AIA) on the Solar Dynamics Observatory, and achieves reduced chi-squared of order unity with no negative emission in all but a few test cases. The high performance of this method is especially relevant in the context of AIA, which images of order one million solar pixels per second. This paper describes the method, analyzes its fidelity, compares its performance and results with other DEM methods, and applies it to an active region and loop observed by AIA and by the Extreme-ultraviolet Imaging Spectrometer on Hinode. Title: Filament Chirality over an Entire Cycle Determined with an Automated Detection Module -- a Neat Surprise! Authors: Martens, Petrus C.; Yeates, A. R.; Mackay, D.; Pillai, K. G. Bibcode: 2013SPD....4410104M Altcode: Using metadata produced by automated solar feature detection modules developed for SDO (Martens et al. 2012) we have discovered some trends in filament chirality and filament-sigmoid relations that are new and in part contradict the current consensus. Automated detection of solar features has the advantage over manual detection of having the detection criteria applied consistently, and in being able to deal with enormous amounts of data, like the 1 Terabyte per day that SDO produces. Here we use the filament detection module developed by Bernasconi, which has metadata from 2000 on, and the sigmoid sniffer, which has been producing metadata from AIA 94 A images since October 2011. The most interesting result we find is that the hemispheric chirality preference for filaments (dextral in the north, and v.v.), studied in detail for a three year period by Pevtsov et al. (2003) seems to disappear during parts of the decline of cycle 23 and during the extended solar minimum that followed. Moreover the hemispheric chirality rule seems to be much less pronounced during the onset of cycle 24. For sigmoids we find the expected correlation between chirality and handedness (S or Z) shape but not as strong as expected. Title: Effects of a Meridional Flow Counter-Cell on the Solar Activity Cycle Authors: Amouzou, Ernest C.; Martens, P. C. Bibcode: 2013SPD....44..110A Altcode: The effects of varying the latitudinal extent and peak flow speed of a simulated polar counter-cell are determined by studying the resulting duration and intensity of the activity cycle. Title: Introducing the first publicly available Content-Based Image-Retrieval system for the Solar Dynamics Observatory mission Authors: Michael, Schuh A.; Banda, J.; Angryk, R.; Martens, P. C. Bibcode: 2013SPD....44...97M Altcode: Since its first presentation as a demo at the 220th American Astronomical Society Meeting, the Solar Dynamics Observatory (SDO) Content-Based Image-Retrieval (CBIR) system has been open for public usage since December 2012. Incorporating the valuable feedback gathered at the AAS meeting, as well as working closely with solar physicists from Montana State University, this first version of our system provides similar image search capability for the SDO image data repository. In this work we present an overview of the system capabilities, architecture, and future improvements. We also present practical search examples, basic usage instructions, and some of the science data that can be extracted from our system. This work aims to gather more feedback on the system usability and functionality while making the community aware of a promising new tool for exploring SDO data. Title: Temperature, Density, and Heating Profiles of Coronal Loops Authors: Plowman, Joseph; Martens, P. C.; Kankelborg, C.; Ritchie, M.; Scott, J.; Sharma, R. Bibcode: 2013SPD....4420106P Altcode: We show detailed results of a combined DEM and density-sensitive line ratio analysis of coronal loops observed simultaneously by EIS and AIA. The temperature and density profiles of the loop are compared to and isolated from those of the surrounding material, and these properties are fit to an analytic strand heating model developed by Martens (2010). This research builds on our previously reported work by analyzing a number of coronal loops (including one observed by the Hi-C rocket), improved background subtraction and loop fitting. These improvements allow us to place significant constraints on the heating distribution of coronal loops. Title: Simulating Emission of Coronal Loops with Non-Constant Cross-Section Authors: Winter, Henry D.; Curme, C. D.; Reeves, K.; Martens, P. C. Bibcode: 2013SPD....44...45W Altcode: The solar corona is filled with loop-like structures that appear bright against the background when observed in the extreme ultraviolet (EUV). These loops have several remarkable properties. Warm loops (∼ 1 MK) appear to be ∼ 2 - 9 times as dense at their apex as predicted by of hydrostatic atmosphere models. These loops also appear to be of constant cross-section despite the fact that the field strength in a potential magnetic field should decrease in the corona, causing the loops to expand. Why many active region loops appear to be of constant cross-section is not well understood. Theories range from an internal twist of the magnetic field to observational effects. In this work we simulate active region loops with different expansion factors heated by nanoflare storms. We calculate the hydrodynamic properties for each loop as a function of the expansion factor Gamma. We show that even modest tapering ratios can lead to drastic changes in the density profiles of active region loops, and they can also explain the overpressure at the apex of these loops. Synthetic AIA images of each loop are made to show the observable consequences of the expansion of loops near the instrumental resolution. We find that all loops, even those with a large expansion factor, appear to be of near constant cross-section when images are simulated in AIA passbands. Only when the images are simulated for a much higher resolution instrument with 0.1” pixels does the real expansion of the loop become apparent.Abstract (2,250 Maximum Characters): The solar corona is filled with loop-like structures that appear bright against the background when observed in the extreme ultraviolet (EUV). These loops have several remarkable properties. Warm loops (∼ 1 MK) appear to be ∼ 2 - 9 times as dense at their apex as predicted by of hydrostatic atmosphere models. These loops also appear to be of constant cross-section despite the fact that the field strength in a potential magnetic field should decrease in the corona, causing the loops to expand. Why many active region loops appear to be of constant cross-section is not well understood. Theories range from an internal twist of the magnetic field to observational effects. In this work we simulate active region loops with different expansion factors heated by nanoflare storms. We calculate the hydrodynamic properties for each loop as a function of the expansion factor Gamma. We show that even modest tapering ratios can lead to drastic changes in the density profiles of active region loops, and they can also explain the overpressure at the apex of these loops. Synthetic AIA images of each loop are made to show the observable consequences of the expansion of loops near the instrumental resolution. We find that all loops, even those with a large expansion factor, appear to be of near constant cross-section when images are simulated in AIA passbands. Only when the images are simulated for a much higher resolution instrument with 0.1” pixels does the real expansion of the loop become apparent. Title: Outflows and Dark Bands at Arcade-like Active Region Core Boundaries Authors: Scott, J. T.; Martens, P. C. H.; Tarr, L. Bibcode: 2013ApJ...765...82S Altcode: Observations from the EUV Imaging Spectrometer (EIS) on board Hinode have revealed outflows and non-thermal line broadening in low intensity regions at the edges of active regions (ARs). We use data from Hinode's EIS, Solar Dynamic Observatory's Atmospheric Imaging Assembly and Helioseismic and Magnetic Imager, and the Transition Region and Coronal Explorer instrument to investigate the boundaries of arcade-like AR cores for NOAA ARs 11112, 10978, and 9077. A narrow, low intensity region that is observed at the core's periphery as a dark band shows outflows and increased spectral line broadening. This dark band is found to exist for days and appears between the bright coronal loop structures of different coronal topologies. We find a case where the dark band region is formed between the magnetic field from emerging flux and the field of the pre-existing flux. A magnetic field extrapolation indicates that this dark band is coincident with the spine lines or magnetic separatrices in the extrapolated field. This occurs over unipolar regions where the brightened coronal field is separated in connectivity and topology. This separation does not appear to be infinitesimal and an initial estimate of the minimum distance of separation is found to be ≈1.5-3.5 Mm. Title: On Dimensionality Reduction for Indexing and Retrieval of Large-Scale Solar Image Data Authors: Banda, J. M.; Angryk, R. A.; Martens, P. C. H. Bibcode: 2013SoPh..283..113B Altcode: 2012SoPh..tmp..120B This work investigates the applicability of several dimensionality reduction techniques for large-scale solar data analysis. Using a solar benchmark dataset that contains images of multiple types of phenomena, we investigate linear and nonlinear dimensionality reduction methods in order to reduce our storage and processing costs and maintain a good representation of our data in a new vector space. We present a comparative analysis of several dimensionality reduction methods and different numbers of target dimensions by utilizing different classifiers in order to determine the degree of data dimensionality reduction that can be achieved with these methods, and to discover the method that is the most effective for solar images. After determining the optimal number of dimensions, we then present preliminary results on indexing and retrieval of the dimensionally reduced data. Title: Use of a time delay dynamo model to obtain solar-like sunspot cycles Authors: Amouzou, E.; Nandy, D.; Muñoz-Jaramillo, A.; Martens, P. Bibcode: 2013ASInC..10...83A Altcode: Using a delay-differential equation model, we simulate the solar dynamo. We find that solar-like dynamo solutions exist in certain parameter regimes for which the dynamo number is less than or about equal to -3 (|N_D| > 3, N_D < 0) and that sunspot cycle periods of 11 years can be reproduced with the parameter values set at a magnetic diffusivity of η = 3.5 × 10^{12} cm^{2}/s and a total time delay of approximately 2.8 yr. Title: The solar corona: What are the remaining fundamental physical questions? Authors: Martens, Petrus C. Bibcode: 2013ASInC..10...25M Altcode: The two key unresolved physical questions in our knowledge of the solar corona are: (1) How is the corona heated to a temperature of several MK, and, directly related to that, why is the coronal emission structured in nearly constant cross-section loops? And, (2) what is the mechanism that determines the onset of solar flares and eruptions, and, again directly related, can flares be predicted? I will introduce these questions, discuss some proposed solutions that are not complete, and my view on getting to the full solutions. Title: All Quiet on the Solar Front: Origin and Heliospheric Consequences of the Unusual Minimum of Solar Cycle 23 Authors: Nandy, D.; Muñoz-Jaramillo, A.; Martens, P. C. H. Bibcode: 2012SunGe...7...17N Altcode: The magnetic activity of the Sun shapes the heliospheric space environment through modulation of the solar wind, interplanetary magnetic field, cosmic ray flux and solar irradiance. Sunspots - strongly magnetized regions on the solar surface - also spawns solar storms such as flares and coronal mass ejections which generate severe space weather affecting space-based technologies. The Sun's magnetic output varies in a cyclic manner going through phases of maximum and minimum activity. Following solar cycle 23 the Sun entered a prolonged and unusually long minimum with a large number of days without sunspots that was unprecedented in the space age. This long phase of very low solar activity resulted in record high cosmic ray flux at Earth, weak solar wind speeds and low interplanetary magnetic field. We provide an overview of this peculiar solar minimum, critically explore theories for its origin and argue that the unusual conditions in the heliosphere that we experienced during this minimum eventually originated in solar internal dynamics. Title: DEMs for EIS and AIA Authors: Plowman, J.; Kankelborg, C.; Martens, P.; Ritchie, M.; Scott, J.; Sharma, R. Bibcode: 2012ASPC..456..131P Altcode: We present a method for constructing Differential Emission Measures (DEMs) using data from solar imagers such as EIS and AIA. The method is simple, and very fast (∼ 1 minute per full disk AIA image). We analyze the fidelity of the method, and apply it to a coronal loop observed on April 19, 2011. The method appears to give reasonable results, although reconstructed DEMs can contain regions of moderately negative emission measure (EM). Both EIS and AIA DEM reconstructions suggest that the loop has a narrow temperature distribution centered at 1.2 MK, situated in a diffuse background of broader temperature distribution centered at 3 MK. Title: Supporting Solar Physics Research via Data Mining Authors: Angryk, Rafal; Banda, J.; Schuh, M.; Ganesan Pillai, K.; Tosun, H.; Martens, P. Bibcode: 2012AAS...22020122A Altcode: In this talk we will briefly introduce three pillars of data mining (i.e. frequent patterns discovery, classification, and clustering), and discuss some possible applications of known data mining techniques which can directly benefit solar physics research. In particular, we plan to demonstrate applicability of frequent patterns discovery methods for the verification of hypotheses about co-occurrence (in space and time) of filaments and sigmoids. We will also show how classification/machine learning algorithms can be utilized to verify human-created software modules to discover individual types of solar phenomena. Finally, we will discuss applicability of clustering techniques to image data processing. Title: Temperature And Density Analysis Of A Coronal Loop Observed By Eis And Aia Authors: Plowman, Joseph; Martens, P.; Kankelborg, C.; Ritchie, M.; Scott, J.; Sharma, R. Bibcode: 2012AAS...22030905P Altcode: We present a combined DEM and density-sensitive line ratio analysis of a loop observed simultaneously by EIS and AIA. The DEMs are calculated using a fast new method which we also describe. The temperature and density profiles of the loop are compared to and isolated from those of the surrounding material, and these properties are fit to an analytic strand heating model developed by Martens (2010). Supported by an AIA subcontract to Montana State University. Title: Content-based Image Retrieval For Solar Physics: First Steps And A Practical Demonstration. Authors: Banda, Juan; Angryk, R.; Martens, P. Bibcode: 2012AAS...22020123B Altcode: In this Demo/Presentation, we will introduce our open source framework for the creation of large-scale content-based image retrieval systems that is being for the NASA’s SDO mission. In this step-by-step presentation we will show and talk about each of the components that comprised our framework and describe their individual use. Before finishing, we will also demonstrate our demo version of the CBIR system that is in development for NASA’s SDO mission. Since this is an open tool for researchers, we will be gathering suggestions and comments from the participants in order to provide a more functional package for the solar physics community. Title: The Virtual Solar Observatory: What Are We Up To Now? Authors: Gurman, Joseph B.; Hill, F.; Suàrez-Solà, F.; Bogart, R.; Amezcua, A.; Martens, P.; Hourclé, J.; Hughitt, K. Bibcode: 2012AAS...22020124G Altcode: In the nearly ten years of a functional Virtual Solar Observatory (VSO), http://virtualsolar.org/, we have made it possible to query and access sixty-seven distinct solar data products and several event lists from nine spacecraft and fifteen observatories or observing networks. We have used existing VSO technology, and developed new software, for a distributed network of sites caching and serving SDO HMI and/or AIA data. We have also developed an application programming interface (API) that has enabled VSO search and data access capabilities in IDL, Python, and Java.

We also have quite a bit of work yet to do, including completion of the implementation of access to SDO EVE data, and access to some nineteen other data sets from space- and ground-based observatories. In addition, we have been developing a new graphic user interface that will enable the saving of user interface and search preferences. We solicit advice from the community input prioritizing our task list, and adding to it. Title: Use of a Time Delay Dynamo Model to Obtain Sun-Like Sunspot Cycles Authors: Amouzou, Ernest C.; Nandy, D.; Munoz-Jaramillo, A.; Martens, P. C. H. Bibcode: 2012AAS...22020611A Altcode: Using a time delay-based, simplified dynamo model, we attempted to produce results characteristic of the Sun when the parameters are set to solar values. We found that dynamo solutions exist for dynamo numbers less than or about equal to -3 (|ND| > 3,ND < 0) and that sunspot cycle periods of the same order of magnitude of the 11-year sunspot cycle can be obtained when the diffusive time scale and the total time delay are both about four years. Title: A Comparative Evaluation of Automated Solar Filament Detection Authors: Schuh, Michael; Banda, J.; Bernasconi, P.; Angryk, R.; Martens, P. Bibcode: 2012AAS...22020105S Altcode: We present a comparative evaluation for automated filament detection in H-alpha solar images. By using metadata produced by the Advanced Automated Filament Detection and Characterization Code (AAFDCC) module, we adapted our Trainable Feature Recognition (TFR) component to accurately detect regions in solar images containing filaments. We first analyze the module's metadata and then transform it into labeled datasets for machine learning classification. Visualizations of data transformations and classification results are presented and accompanied by statistical findings. Our results confirm the reliable event reporting of the AAFDCC module as well as our ability to effectively detect solar filaments with our TFR component. Title: Image Recognition and Feature Detection in Solar Physics Authors: Martens, Petrus C. Bibcode: 2012AAS...22032302M Altcode: The Solar Dynamics Observatory (SDO) data repository will dwarf the archives of all previous solar physics missions put together. NASA recognized early on that the traditional methods of analyzing the data -- solar scientists and grad students in particular analyzing the images by hand -- would simply not work and tasked our Feature Finding Team (FFT) with developing automated feature recognition modules for solar events and phenomena likely to be observed by SDO. Having these metadata available on-line will enable solar scientist to conduct statistical studies involving large sets of events that would be impossible now with traditional means.

We have followed a two-track approach in our project: we have been developing some existing task-specific solar feature finding modules to be "pipe-line" ready for the stream of SDO data, plus we are designing a few new modules. Secondly, we took it upon us to develop an entirely new "trainable" module that would be capable of identifying different types of solar phenomena starting from a limited number of user-provided examples. Both approaches are now reaching fruition, and I will show examples and movies with results from several of our feature finding modules.

In the second part of my presentation I will focus on our “trainable” module, which is the most innovative in character. First, there is the strong similarity between solar and medical X-ray images with regard to their texture, which has allowed us to apply some advances made in medical image recognition. Second, we have found that there is a strong similarity between the way our trainable module works and the way our brain recognizes images. The brain can quickly recognize similar images from key characteristics, just as our code does. We conclude from that that our approach represents the beginning of a more human-like procedure for computer image recognition. Title: Fast DEMs for EIS and AIA Authors: Plowman, Joseph; Kankelborg, Charles; Martens, Petrus; Ritchie, Miriam; Scott, Jason; Sharma, Rahul Bibcode: 2012decs.confE..77P Altcode: We present a method for constructing Differential Emission Measures (DEMs) using data from solar imagers such as EIS and AIA. In its basic form, the method is very fast (approximately one minute per full disk AIA image), although the DEMs obtained can contain regions of moderately negative emission measure (EM). We demonstrate an extension of the method which removes regions of negative EM while closely matching the data. The fidelity of the method is analyzed, its results are compared to those of the PINTofALE MCMC DEM algorithm, and it is applied to a coronal loop observed on April 19, 2011. Title: EUV Analysis of a Quasi-static Coronal Loop Structure Authors: Scott, J. T.; Martens, P. C. H.; McKenzie, D. E. Bibcode: 2012SoPh..276..113S Altcode: 2011arXiv1110.5560S Decaying active region 10942 is investigated from 4:00 - 16:00 UT on 24 February 2007 using a suite of EUV observing instruments. Results from Hinode/EIS, STEREO and TRACE show that, although the active region has decayed and no sunspot is present, the physical mechanisms that produce distinguishable loop structures, spectral line broadening, and plasma flows still occur. A coronal loop that appears as a blue-shifted structure in Doppler maps is apparent in intensity images of log(T)=6.0 - 6.3 ions. The loop structure is found to be anti-correlated with spectral line broadening generally attributed to non-thermal velocities. This coronal loop structure is investigated physically (temperature, density, geometry) and temporally. Light curves created from imaging instruments show brightening and dimming of the loop structure on two different time scales; short pulses of 10 - 20 min and long duration dimming of two - four hours until its disappearance. The coronal loop structure, formed from relatively blue-shifted material that is anti-correlated with spectral line broadening, shows a density of 1010 to 109.3 cm−3 and is visible for longer than characteristic cooling times. The maximum non-thermal spectral line broadenings are found to be adjacent to the footpoint of the coronal loop structure. Title: Computer Vision for the Solar Dynamics Observatory (SDO) Authors: Martens, P. C. H.; Attrill, G. D. R.; Davey, A. R.; Engell, A.; Farid, S.; Grigis, P. C.; Kasper, J.; Korreck, K.; Saar, S. H.; Savcheva, A.; Su, Y.; Testa, P.; Wills-Davey, M.; Bernasconi, P. N.; Raouafi, N. -E.; Delouille, V. A.; Hochedez, J. F.; Cirtain, J. W.; DeForest, C. E.; Angryk, R. A.; De Moortel, I.; Wiegelmann, T.; Georgoulis, M. K.; McAteer, R. T. J.; Timmons, R. P. Bibcode: 2012SoPh..275...79M Altcode: 2011SoPh..tmp..144M; 2011SoPh..tmp..213M; 2011SoPh..tmp....8M In Fall 2008 NASA selected a large international consortium to produce a comprehensive automated feature-recognition system for the Solar Dynamics Observatory (SDO). The SDO data that we consider are all of the Atmospheric Imaging Assembly (AIA) images plus surface magnetic-field images from the Helioseismic and Magnetic Imager (HMI). We produce robust, very efficient, professionally coded software modules that can keep up with the SDO data stream and detect, trace, and analyze numerous phenomena, including flares, sigmoids, filaments, coronal dimmings, polarity inversion lines, sunspots, X-ray bright points, active regions, coronal holes, EIT waves, coronal mass ejections (CMEs), coronal oscillations, and jets. We also track the emergence and evolution of magnetic elements down to the smallest detectable features and will provide at least four full-disk, nonlinear, force-free magnetic field extrapolations per day. The detection of CMEs and filaments is accomplished with Solar and Heliospheric Observatory (SOHO)/Large Angle and Spectrometric Coronagraph (LASCO) and ground-based Hα data, respectively. A completely new software element is a trainable feature-detection module based on a generalized image-classification algorithm. Such a trainable module can be used to find features that have not yet been discovered (as, for example, sigmoids were in the pre-Yohkoh era). Our codes will produce entries in the Heliophysics Events Knowledgebase (HEK) as well as produce complete catalogs for results that are too numerous for inclusion in the HEK, such as the X-ray bright-point metadata. This will permit users to locate data on individual events as well as carry out statistical studies on large numbers of events, using the interface provided by the Virtual Solar Observatory. The operations concept for our computer vision system is that the data will be analyzed in near real time as soon as they arrive at the SDO Joint Science Operations Center and have undergone basic processing. This will allow the system to produce timely space-weather alerts and to guide the selection and production of quicklook images and movies, in addition to its prime mission of enabling solar science. We briefly describe the complex and unique data-processing pipeline, consisting of the hardware and control software required to handle the SDO data stream and accommodate the computer-vision modules, which has been set up at the Lockheed-Martin Space Astrophysics Laboratory (LMSAL), with an identical copy at the Smithsonian Astrophysical Observatory (SAO). Title: On the Anti-correlation between Spectral Line Broadening and Intensity in Coronal Structures Observed with EIS Authors: Scott, J. T.; Martens, P. C. H. Bibcode: 2011ApJ...742..101S Altcode: The advance in spectral resolution of the Extreme Ultraviolet Imaging (EIS) spectrometer on board Hinode has allowed for more detailed analysis of coronal spectral lines. Large line broadening and blueshifted velocities have been found in the periphery of active region (AR) cores and near the footpoints of coronal loops. This line broadening is yet to be understood. We study the correlation of intensity and line width for entire ARs and sub-regions selected to include coronal features. The results show that although a slight positive correlation can be found when considering whole images, many sub-regions have a negative correlation between intensity and line width. Sections of a coronal loop display some of the largest anti-correlations found for this study with the increased line broadening occurring directly adjacent to the footpoint section of the loop structure, not at the footpoint itself. The broadened lines may be due to a second Doppler-shifted component that is separate from the main emitting feature such as a coronal loop, but related in their excitation. The small size of these features forces the considerations of investigator and instrumental effects. Preliminary analyses are shown that indicate the possibility of a point-spread function that is not azimuthally symmetric and may affect velocity and line profile measurements. Title: Solar Physics Automated Feature Detection: Progress and Scientific Return Authors: Martens, P. C.; SDO Feature Finding Team Bibcode: 2011AGUFMSH13B1963M Altcode: The SDO Feature Finding Team (FFT) has been implementing 16 feature finding modules for the last two and a half years. These modules have been designed to analyze the incoming stream of SDO data in near-real-time. Several modules are in regular operation now, most others are reaching that point. Our modules detect flares, filaments, dimming regions, sigmoids, emerging flux, bright points, jets, oscillations, active regions, coronal holes, and several other solar features. We are also developing a general trainable feature detection module, which can be applied to detect any phenomenon. Automated feature recognition has several advantages over the same by humans: first, and most importantly, much larger amounts of images can be analyzed by machines; second, the codes will apply consistent criteria for the detection of phenomena, much more so than humans. Of course the second point implies that the detection criteria must be carefully calibrated, otherwise the outcome will be consistent, but consistently wrong. Examples of the scientific potential unleashed our project are: i) Draw a butterfly diagram for Active Regions, ii) Find all filaments that coincide with sigmoids, and then correlate sigmoid handedness with filament chirality, iii) Correlate EUV jets with small scale flux emergence in coronal holes, iv) Draw polarity inversion line maps with regions of high shear and large magnetic field gradients overlayed, to pinpoint potential flaring regions. Then correlate with actual flare occurrence. All of these tasks will be accomplished with great ease; the power of this method is limited merely by the imagination of the researcher. In addition our modules provide space-weather alerts for flares, dimmings (proxies for eruptions), and flux emergence. In my presentation I will present an overview of the output from our feature detection codes, as well as first results of scientific analysis from the metadata. Title: The Double-Ring Algorithm: A Tool for Assimilating Active Region Data Directly into Kinematic Dynamo Models Authors: Munoz-Jaramillo, A.; Nandi, D.; Martens, P. C.; Yeates, A. R. Bibcode: 2011AGUFMSH51B2009M Altcode: The emergence of tilted bipolar active regions and the dispersal of their flux, mediated via processes such as diffusion, differential rotation and meridional circulation is believed to be responsible for the reversal of the Sun's polar field. This process (commonly known as the Babcock-Leighton mechanism) is usually modeled as a near-surface, spatially distributed α-effect in kinematic mean-field dynamo models. However, not only this formulation leads to a relationship between polar field strength and meridional flow speed which is opposite to that suggested by physical insight and predicted by surface flux-transport simulations, but also makes it very difficult to assimilate active region data into kinematic dynamo models. With this in mind, we present an improved double-ring algorithm for modeling the Babcock-Leighton mechanism based on active region eruption, within the framework of an axisymmetric dynamo model. We demonstrate that our treatment of the Babcock-Leighton mechanism through double-ring eruption leads to an inverse relationship between polar field strength and meridional flow speed as expected, reconciling the discrepancy between surface flux-transport simulations and kinematic dynamo models. Finally, we show how this new formulation paves the way for applications, which were not possible before, like the direct assimilation of active region data. Title: Simulating the Effects of Initial Pitch-angle Distributions on Solar Flares Authors: Winter, Henry D.; Martens, Petrus; Reeves, Katharine K. Bibcode: 2011ApJ...735..103W Altcode: In this work, we model both the thermal and non-thermal components of solar flares. The model we use, HYLOOP, combines a hydrodynamic equation solver with a non-thermal particle tracking code to simulate the thermal and non-thermal dynamics and emission of solar flares. In order to test the effects of pitch-angle distribution on flare dynamics and emission, a series of flares is simulated with non-thermal electron beams injected at the loop apex. The pitch-angle distribution of each beam is described by a single parameter and allowed to vary from flare to flare. We use the results of these simulations to generate synthetic hard and soft X-ray emissions (HXR and SXR). The light curves of the flares in Hinode's X-ray Telescope passbands show a distinct signal that is highly dependent on pitch-angle distribution. The simulated HXR emission in the 3-6 keV bandpass shows the formation and evolution of emission sources that correspond well to the observations of pre-impulsive flares. This ability to test theoretical models of thermal and non-thermal flare dynamics directly with observations allows for the investigation of a wide range of physical processes governing the evolution of solar flares. We find that the initial pitch-angle distribution of non-thermal particle populations has a profound effect on loop top HXR and SXR emission and that apparent motion of HXR is a natural consequence of non-thermal particle evolution in a magnetic trap. Title: Computer Vision for the Solar Dynamics Observatory: First Results and What's Next Authors: Martens, P. C. H.; Sdo Feature Finding Team Bibcode: 2011ASPC..442..543M Altcode: 2011adass..20..543M The Solar Dynamics Observatory (SDO) feature finding team is a large international consortium tasked by NASA to produce a comprehensive system for automated feature recognition for SDO. We are producing robust and very efficient software modules that can keep up with the SDO data stream and detect, trace, and analyze a large number of phenomena, including flares, sigmoids, filaments, and coronal dimmings. Results will be shown for several modules have been inaugurated since the end of SDO commissioning last summer. In addition a description is given of the status of the development of our trainable automated feature finding module. Title: Recent Improvements of Kinematic Models of the Solar Magnetic Cycle Authors: Muñoz-Jaramillo, Andrés; Nandy, Dibyendu; Martens, Petrus C. H. Bibcode: 2011shin.confE...3M Altcode: One of the best tools we have for understanding the origin of solar magnetic variability are kinematic dynamo models. During the last decade, this type of models has seen a continuous evolution and has become increasingly successful at reproducing solar cycle characteristics. Unfortunately, most of ingredients that make up a kinematic dynamo model remain poorly constrained allowing one to obtain solar-like solutions by 'tuning' the input parameters' leading to controversy regarding which parameter set is more appropriate. In this poster we will revisit two of those ingredients and show how to constrain them better by using observational data and theoretical considerations.

For the turbulent magnetic diffusivity - an ingredient which attempts to capture the effect of convective turbulence on the large scale magnetic field - we show that combining mixing-length theory estimates with magnetic quenching allows us to obtain viable magnetic cycles (otherwise impossible) and that the commonly used diffusivity profiles can be understood as a spatiotemporal average of this process.

For the poloidal source - the ingredient which closes the cycle by regenerating the poloidal magnetic field - we introduce a more realistic way of modeling active region emergence and decay and find that this resolves existing discrepancies between kinematic dynamo models and surface flux transport simulations. This formulation has made possible to study the physical mechanisms leading to the extended minimum of cycle 23 and paves the way for future coupling between kinematic dynamos and models of the solar corona.

This work is funded by NASA Living With a Star Grant NNX08AW53G to Montana State University/Harvard-Smithsonian Center for Astrophysics and the Government of India's Ramanujan Fellowship. Title: The Unusual Minimum of Solar Cycle 23: Origin and Heliospheric Consequences Authors: Nandi, Dibyendu; Munoz-Jaramillo, Andres; Martens, Piet C. H. Bibcode: 2011simi.conf....5N Altcode: Solar cycle 23 was characterized by very weak polar magnetic field and a large number of sunspot-less unprecedented in almost a century. This resulted in atypical conditions in our space environment, including low solar radiative flux, weak solar wind and heliospheric magnetic field and record-high cosmic rays flux. Here I will review some of these unusual conditions in space during the recently concluded solar minimum and present the first consistent explanation of this deep solar minimum based on dynamo simulations. Title: Meridional Surface Flows and the Recent Extended Solar Minimum Authors: Martens, Petrus C.; Nandy, D.; Munoz-Jaramillo, A. Bibcode: 2011SPD....42.1705M Altcode: 2011BAAS..43S.1705M Nandy, Munoz, & Martens, have published a kinematic dynamo model that successfully reproduces the main characteristics of the recent extended solar minimum (Nature 2011, 471, 80). The model depends on the solar meridional flow and its return flow along the tachocline determining the period and character of the cycle. In particular Nandy et al. found that a meridional flow that is fast in the first half of the cycle and then slows down around solar maximum, can lead to an extended minimum with the characteristics of the recent minimum: an extended period without sunspots and weak polar fields.

It has been pointed out that the observed surface meridional flows over the last cycle do not fit the pattern assumed by Nandy et al. Hathaway & Rightmire (Science 2010, 327-1350) find that the meridional speed of small magnetic surface elements observed by SoHO/MDI decreased around solar maximum and has not yet recovered. Basu & Antia (ApJ 2010, 717, 488) find surface plasma meridional flow speeds that are lower at solar maximum 23 than at the surrounding minima, which is different from both Hathaway and Nandy.

While there is no physical reason that solar surface flows -- both differential rotation and meridional flow -- would vary in lockstep with flows at greater depth, as the large radial gradients near the surface clearly indicate, and while Nandy et al. have demonstrated that the deeper flows dominate the net meridional mass flow, we find that there is in effect a very satisfying agreement between the observational results of Hathaway & Rightmire, Basu & Antia, and the model assumptions of Nandy, Munoz, & Martens. We present an analytical model that reconciles the first two, followed by a hydrodynamical model that demonstrates the consistency of these observational results with the model assumptions of Nandy et al. Title: Understanding the Origin of the Extended Minimum of Sunspot Cycle 23 Authors: Munoz-Jaramillo, Andres; Nandy, D.; Martens, P. C. H. Bibcode: 2011SPD....42.1743M Altcode: 2011BAAS..43S.1743M The minimum of solar cycle 23 was characterized by very weak polar field strength and a large number of sunspot-less days that was unprecedented in the space age. This has had significant consequences in the heliospheric space environment in terms of record-high cosmic-ray flux and low levels of solar irradiance - which is the primary natural driver of the climate system. During this un-anticipated phase, there was some speculation as to whether the solar minimum could lead to a Maunder-like grand minimum which coincided with the Little Ice Age. Here we present the first consistent explanation of the defining characteristics of this unusual minimum based on variations in the solar meridional plasma flows, and discuss how our results compare with observations.

This work is funded by NASA Living With a Star Grant NNX08AW53G to Montana State University/Harvard-Smithsonian Center for Astrophysics and the Government of India's Ramanujan Fellowship. Title: The Double-Ring Algorithm: Reconciling Surface Flux Transport Simulations and Kinematic Dynamo Models Authors: Munoz-Jaramillo, Andres; Nandy, D.; Martens, P. C. H.; Yeates, A. R. Bibcode: 2011SPD....42.0205M Altcode: 2011BAAS..43S.0205M The emergence of tilted bipolar active regions and the dispersal of their flux, mediated via processes such as diffusion, differential rotation and meridional circulation is believed to be responsible for the reversal of the Sun's polar field. This process (commonly known as the Babcock-Leighton mechanism) is usually modeled as a near-surface, spatially distributed α-effect in kinematic mean-field dynamo models. However, this formulation leads to a relationship between polar field strength and meridional flow speed which is opposite to that suggested by physical insight and predicted by surface flux-transport simulations. With this in mind, we present an improved double-ring algorithm for modeling the Babcock-Leighton mechanism based on active region eruption, within the framework of an axisymmetric dynamo model. We demonstrate that our treatment of the Babcock-Leighton mechanism through double-ring eruption leads to an inverse relationship between polar field strength and meridional flow speed as expected, reconciling the discrepancy between surface flux-transport simulations and kinematic dynamo models. Finally, we show how this new formulation paves the way for applications, which were not possible before, like understanding the nature of the extended minimum of sunspot cycle 23 and direct assimilation of active region data.

This work is funded by NASA Living With a Star Grant NNX08AW53G to Montana State University/Harvard-Smithsonian Center for Astrophysics and the Government of India's Ramanujan Fellowship. Title: The unusual minimum of sunspot cycle 23 caused by meridional plasma flow variations Authors: Nandy, Dibyendu; Muñoz-Jaramillo, Andrés; Martens, Petrus C. H. Bibcode: 2011Natur.471...80N Altcode: 2013arXiv1303.0349N Direct observations over the past four centuries show that the number of sunspots observed on the Sun's surface varies periodically, going through successive maxima and minima. Following sunspot cycle 23, the Sun went into a prolonged minimum characterized by a very weak polar magnetic field and an unusually large number of days without sunspots. Sunspots are strongly magnetized regions generated by a dynamo mechanism that recreates the solar polar field mediated through plasma flows. Here we report results from kinematic dynamo simulations which demonstrate that a fast meridional flow in the first half of a cycle, followed by a slower flow in the second half, reproduces both characteristics of the minimum of sunspot cycle 23. Our model predicts that, in general, very deep minima are associated with weak polar fields. Sunspots govern the solar radiative energy and radio flux, and, in conjunction with the polar field, modulate the solar wind, the heliospheric open flux and, consequently, the cosmic ray flux at Earth. Title: Magnetic Quenching of Turbulent Diffusivity: Reconciling Mixing-length Theory Estimates with Kinematic Dynamo Models of the Solar Cycle Authors: Muñoz-Jaramillo, Andrés; Nandy, Dibyendu; Martens, Petrus C. H. Bibcode: 2011ApJ...727L..23M Altcode: 2010arXiv1007.1262M The turbulent magnetic diffusivity in the solar convection zone is one of the most poorly constrained ingredients of mean-field dynamo models. This lack of constraint has previously led to controversy regarding the most appropriate set of parameters, as different assumptions on the value of turbulent diffusivity lead to radically different solar cycle predictions. Typically, the dynamo community uses double-step diffusivity profiles characterized by low values of diffusivity in the bulk of the convection zone. However, these low diffusivity values are not consistent with theoretical estimates based on mixing-length theory, which suggest much higher values for turbulent diffusivity. To make matters worse, kinematic dynamo simulations cannot yield sustainable magnetic cycles using these theoretical estimates. In this work, we show that magnetic cycles become viable if we combine the theoretically estimated diffusivity profile with magnetic quenching of the diffusivity. Furthermore, we find that the main features of this solution can be reproduced by a dynamo simulation using a prescribed (kinematic) diffusivity profile that is based on the spatiotemporal geometric average of the dynamically quenched diffusivity. This bridges the gap between dynamically quenched and kinematic dynamo models, supporting their usage as viable tools for understanding the solar magnetic cycle. Title: Heliophysics Data Environment: What's next? (Invited) Authors: Martens, P. Bibcode: 2010AGUFMSM34A..06M Altcode: In the last two decades the Heliophysics community has witnessed the societal recognition of the importance of space weather and space climate for our technology and ecology, resulting in a renewed priority for and investment in Heliophysics. As a result of that and the explosive development of information technology, Heliophysics has experienced an exponential growth in the amount and variety of data acquired, as well as the easy electronic storage and distribution of these data. The Heliophysics community has responded well to these challenges. The first, most obvious and most needed response, was the development of Virtual Heliophysics Observatories. While the VxOs of Heliophysics still need a lot of work with respect to the expansion of search options and interoperability, I believe the basic structures and functionalities have been established, and that they meet the needs of the community. In the future we'll see a refinement, completion, and integration of VxOs, not a fundamentally different approach -- in my opinion. The challenge posed by the huge increase in amount of data is not met by VxOs alone. No individual scientist or group, even with the assistance of tons of graduate students, can analyze the torrent of data currently coming down from the fleet of heliospheric observatories. Once more information technology provides an opportunity: Automated feature recognition of solar imagery is feasible, has been implemented in a number of instances, and is strongly supported by NASA. For example, the SDO Feature Finding Team is developing a suite of 16 feature recognition modules for SDO imagery that operates in near-real time, produces space-weather warnings, and populates on-line event catalogs. Automated feature recognition -- "computer vision" -- not only save enormous amounts of time in the analysis of events, it also allows for a shift from the analysis of single events to that of sets of features and events -- the latter being by far the most important implication of computer vision. Consider some specific examples of possibilities here: From the on-line SDO metadata a user can produce with a few IDL line commands information that previously would have taken years to compile, e.g.: - Draw a butterfly diagram for Active Regions, - Find all filaments that coincide with sigmoids and correlate the automatically detected sigmoid handedness with filament chirality, - Correlate EUV jets with small scale flux emergence in coronal holes only, - Draw PIL maps with regions of high shear and large magnetic field gradients overlayed, to pinpoint potential flaring regions. Then correlate with actual flare occurrence. I emphasize that the access to those metadata will be provided by VxOs, and that the interplay between computer vision codes and data will be facilitated by VxOs. My vision for the near and medium future for the VxOs is then to provide a simple and seamless interface between data, cataloged metadata, and computer vision software, either existing or newly developed by the user. Heliospheric virtual observatories and computer vision systems will work together to constantly monitor the Sun, provide space weather warnings, populate catalogs of metadata, analyze trends, and produce real-time on-line imagery of current events. Title: Accessing SDO data in a pipeline environment using the VSO WSDL/SOAP interface Authors: Suarez Sola, F. I.; Hourcle, J. A.; Amezcua, A.; Bogart, R.; Davey, A. R.; Gurman, J. B.; Hill, F.; Hughitt, V. K.; Martens, P. C.; Spencer, J.; Vso Team Bibcode: 2010AGUFMSH23C1869S Altcode: As part of the Virtual Solar Observatory (VSO) effort to support the Solar Dynamics Observatory (SDO) data, the VSO has worked on bringing up to date its WSDL document and SOAP interface to make it compatible with most widely used web services core engines. (E.g. axis2, jws, etc.) In this presentation we will explore the possibilities available for searching and/or fetching data within pipeline code. We will explain some of the WSDL/VSO-SDO interface intricacies and show how the vast amount of data that is available via the VSO can be tapped via IDL, Java, Perl or C in an uncomplicated way. Title: A Double-ring Algorithm for Modeling Solar Active Regions: Unifying Kinematic Dynamo Models and Surface Flux-transport Simulations Authors: Muñoz-Jaramillo, Andrés; Nandy, Dibyendu; Martens, Petrus C. H.; Yeates, Anthony R. Bibcode: 2010ApJ...720L..20M Altcode: 2010arXiv1006.4346M The emergence of tilted bipolar active regions (ARs) and the dispersal of their flux, mediated via processes such as diffusion, differential rotation, and meridional circulation, is believed to be responsible for the reversal of the Sun's polar field. This process (commonly known as the Babcock-Leighton mechanism) is usually modeled as a near-surface, spatially distributed α-effect in kinematic mean-field dynamo models. However, this formulation leads to a relationship between polar field strength and meridional flow speed which is opposite to that suggested by physical insight and predicted by surface flux-transport simulations. With this in mind, we present an improved double-ring algorithm for modeling the Babcock-Leighton mechanism based on AR eruption, within the framework of an axisymmetric dynamo model. Using surface flux-transport simulations, we first show that an axisymmetric formulation—which is usually invoked in kinematic dynamo models—can reasonably approximate the surface flux dynamics. Finally, we demonstrate that our treatment of the Babcock-Leighton mechanism through double-ring eruption leads to an inverse relationship between polar field strength and meridional flow speed as expected, reconciling the discrepancy between surface flux-transport simulations and kinematic dynamo models. Title: Empirical Modeling of Radiative versus Magnetic Flux for the Sun-as-a-Star Authors: Preminger, Dora; Nandy, Dibyendu; Chapman, Gary; Martens, Petrus C. H. Bibcode: 2010SoPh..264...13P Altcode: 2010arXiv1006.4354P; 2010SoPh..tmp...92P We study the relationship between full-disk solar radiative flux at different wavelengths and average solar photospheric magnetic-flux density, using daily measurements from the Kitt Peak magnetograph and other instruments extending over one or more solar cycles. We use two different statistical methods to determine the underlying nature of these flux - flux relationships. First, we use statistical correlation and regression analysis and show that the relationships are not monotonic for total solar irradiance and for continuum radiation from the photosphere, but are approximately linear for chromospheric and coronal radiation. Second, we use signal theory to examine the flux - flux relationships for a temporal component. We find that a well-defined temporal component exists and accounts for some of the variance in the data. This temporal component arises because active regions with high magnetic-field strength evolve, breaking up into small-scale magnetic elements with low field strength, and radiative and magnetic fluxes are sensitive to different active-region components. We generate empirical models that relate radiative flux to magnetic flux, allowing us to predict spectral-irradiance variations from observations of disk-averaged magnetic-flux density. In most cases, the model reconstructions can account for 85 - 90% of the variability of the radiative flux from the chromosphere and corona. Our results are important for understanding the relationship between magnetic and radiative measures of solar and stellar variability. Title: Solar Cycle Variation of Magnetic Flux Ropes in a Quasi-Static Coronal Evolution Model Authors: Yeates, A. R.; Constable, J. A.; Martens, P. C. H. Bibcode: 2010SoPh..263..121Y Altcode: 2010arXiv1003.4653Y; 2010SoPh..tmp...69Y The structure of electric current and magnetic helicity in the solar corona is closely linked to solar activity over the 11-year cycle, yet is poorly understood. As an alternative to traditional current-free "potential-field" extrapolations, we investigate a model for the global coronal magnetic field which is non-potential and time-dependent, following the build-up and transport of magnetic helicity due to flux emergence and large-scale photospheric motions. This helicity concentrates into twisted magnetic flux ropes, which may lose equilibrium and be ejected. Here, we consider how the magnetic structure predicted by this model - in particular the flux ropes - varies over the solar activity cycle, based on photospheric input data from six periods of cycle 23. The number of flux ropes doubles from minimum to maximum, following the total length of photospheric polarity inversion lines. However, the number of flux rope ejections increases by a factor of eight, following the emergence rate of active regions. This is broadly consistent with the observed cycle modulation of coronal mass ejections, although the actual rate of ejections in the simulation is about a fifth of the rate of observed events. The model predicts that, even at minimum, differential rotation will produce sheared, non-potential, magnetic structure at all latitudes. Title: Towards better Constrained Kinematic Dynamo Models: Turbulent Diffusivity and Diffusivity Quenching Authors: Munoz-Jaramillo, Andres; Nandy, D.; Martens, P. C. H. Bibcode: 2010AAS...21640116M Altcode: The turbulent magnetic diffusivity in the Solar Convection Zone (SCZ) is one of the most poorly constrained ingredients of mean-field dynamo models. This lack of constrain has previously led to controversy regarding which set of parameters is more appropriate (yielding better solar like solutions) and the generation of radically different cycle predictions. Furthermore, due to the relative freedom in the different parameters associated with it, more often than not it is used to finely tune the dynamo solutions. As of now, the dynamo community seems to have settled on double step diffusivity profiles characterized by low values of diffusivity inside most of the convection zone; notwithstanding that these values of diffusivity are not consistent with theoretical considerations based on mixing-length theory, which suggest much higher values of turbulent diffusivity. To make matters worse, standard kinematic dynamo simulations cannot yield sustainable magnetic cycles using theoretical estimates. Here we study how magnetic diffusivity quenching can provide a physically meaningful way out of this discrepancy and whether standard diffusivity profiles are truly a representation of a physical process. This work is funded by NASA Living With a Star grant NNG05GE47G. Title: Scaling Laws and Temperature Profiles for Solar and Stellar Coronal Loops with Non-uniform Heating Authors: Martens, P. C. H. Bibcode: 2010ApJ...714.1290M Altcode: 2008arXiv0804.2241M The bulk of solar coronal radiative loss consists of soft X-ray emission from quasi-static loops at the cores of active regions. In order to develop diagnostics for determining the heating mechanism of these loops from observations by coronal imaging instruments, I have developed analytical solutions for the temperature structure and scaling laws of loop strands for a set of temperature- and pressure-dependent heating functions that encompass heating concentrated at the footpoints, uniform heating, and heating concentrated at the loop apex. Key results are that the temperature profile depends only weakly on the heating distribution—not sufficiently to be of significant diagnostic value—and that the scaling laws survive for this wide range of heating distributions, but with the constant of proportionality in the Rosner-Tucker-Vaiana scaling law (P 0 L ~ T 3 max) depending on the specific heating function. Furthermore, quasi-static solutions do not exist for an excessive concentration of heating near the loop footpoints, a result in agreement with recent numerical simulations. It is demonstrated that a generalization of the results to a set of solutions for strands with a functionally prescribed variable diameter leads to only relatively small correction factors in the scaling laws and temperature profiles for constant diameter loop strands. A quintet of leading theoretical coronal heating mechanisms is shown to be captured by the formalism of this paper, and the differences in thermal structure between them may be verified through observations. Preliminary results from full numerical simulations demonstrate that, despite the simplifying assumptions, the analytical solutions from this paper are accurate and stable. Title: Computer Vision for SDO: First Results from the SDO Feature Finding Algorithms Authors: Martens, Petrus C.; Attrill, G.; Davey, A.; Engell, A.; Farid, S.; Grigis, P.; Kasper, J.; Korreck, K.; Saar, S.; Su, Y.; Testa, P.; Wills-Davey, M.; Bernasconi, P.; Raouafi, N.; Georgoulis, M.; Deforest, C.; Peterson, J.; Berghoff, T.; Delouille, V.; Hochedez, J.; Mampaey, B.; Verbeek, C.; Cirtain, J.; Green, S.; Timmons, R.; Savcheva, A.; Angryk, R.; Wiegelmann, T.; McAteer, R. Bibcode: 2010AAS...21630804M Altcode: The SDO Feature Finding Team produces robust and very efficient software modules that can keep up with the relentless SDO data stream, and detect, trace, and analyze a large number of phenomena including: flares, sigmoids, filaments, coronal dimmings, polarity inversion lines, sunspots, X-ray bright points, active regions, coronal holes, EIT waves, CME's, coronal oscillations, and jets. In addition we track the emergence and evolution of magnetic elements down to the smallest features that are detectable, and we will also provide at least four full disk nonlinear force-free magnetic field extrapolations per day.

During SDO commissioning we will install in the near-real time data pipeline the modules that provide alerts for flares, coronal dimmings, and emerging flux, as well as those that trace filaments, sigmoids, polarity inversion lines, and active regions. We will demonstrate the performance of these modules and illustrate their use for science investigations. Title: Are Active Regions as Relevant for the Solar Cycle as we Think? Authors: Munoz-Jaramillo, Andres; Nandy, D.; Martens, P. C. H. Bibcode: 2010AAS...21640108M Altcode: 2010BAAS...41R.858M The long and short term variability of the Sun is strongly determined by the evolution of the solar magnetic cycle, which is sustained through the action of a magneto-hydrodynamic dynamo. In our current understanding of the dynamo, the poloidal field (which acts as a starting point for the cycle) is recreated through the emergence and decay of active regions subjected to the collective effect of meridional circulation and turbulent diffusion; a process commonly referred to as the Babcock-Leighton mechanism. Dynamo models based on this mechanism have been quite successful in reproducing the different properties of the solar cycle and have also been used to make predictions of cycle 24. However, the question of whether the BL mechanism is enough to sustain the solar cycle has not yet been addressed quantitatively. By including real active region data in our state of the art kinematic dynamo model we are able to take the first steps into answering this question.

This work is funded by NASA Living With a Star grant NNG05GE47G. Title: The Unusual Minimum of Solar Cycle 23 Explained Authors: Nandy, Dibyendu; Munoz-Jaramillo, A.; Martens, P. C. H. Bibcode: 2010AAS...21631703N Altcode: 2010BAAS...41..898N The minimum in activity between solar cycle 23 and 24 has been the deepest in the space age, with an unusually large number of days without sunspots and weak solar dipolar field strength. This has had consequences for the heliosphere and planetary atmospheres - given the weak solar wind, low solar irradiance and radio flux and historically high values of cosmic ray flux that has characterized this minimum epoch. The origin of this peculiar minimum has not yet been clearly understood. Here we present the first theoretical explanation of this deep minimum based on simulations of the solar dynamo mechanism - which seeks to explain the origin and variability of solar magnetic fields. Our simulations have uncovered a somewhat surprising explanation, which however, provides a consistent solution to both of the unusual features of this minimum; namely, the long period when sunspots were missing and the very weak solar polar field strength. Title: The SDO flare detective Authors: Grigis, Paolo; Davey, A.; Martens, P.; Testa, P.; Timmons, R.; Su, Y.; SDO Feature Finding Team Bibcode: 2010AAS...21640208G Altcode: 2010BAAS...41..874G We present the flare detective, a software module to automatically detect and characterize solar flares observed with the Atmospheric Imaging Assembly (AIA) onboard the Solar Dynamics Observatory (SDO). The flare detective works in two steps. First, flares are detected in EUV images by analyzing lightcurves in macropixels. At this time, only basic quantities such as time intervals, positions, and peak fluxes will be determined. This will allow the module to keep up with the extremely large size of the incoming data stream and provide near real-time information for space weather monitoring. Second, the flare detective will be run again on the subset of images around the time intervals where a flare has been already detected, where more sophisticated (and slower) processing will be performed to better characterize the flare and provide physically important parameters such as temperatures and emission measures, projected areas and lightcurves in different channels. The events detected will be made available to the Heliophysics Events Knowledgebase (HEK) and also as a flare list in text format accessible on the web. This module is part of a larger effort to detect and track solar features and events that is optimized to run on the very large datasets provided by SDO. Title: SDO Data Access Via The Virtual Solar Observatory Authors: Hill, Frank; Gurman, J.; Martens, P.; Bogart, R.; Davey, A.; Hourcle, J.; Suarez Sola, F.; Hughitt, K.; Spencer, J.; Reardon, K.; Amezcua, A. Bibcode: 2010AAS...21640218H Altcode: 2010BAAS...41Q.876H The launch of SDO brings not only the prospect of new solar physics discoveries, but also a flood of data. The sustained data rate of 150 Mbs (about 1.6 TB per day) is the highest yet produced by a solar physics observatory, and the handling of the data requires new methods. One approach is to distribute the data storage and request system over a number of distinct sites to reduce the bandwidth requirements at a single location. The VSO, in conjunction with the Joint Science and Operations Center (JSOC) at Stanford and a network of partial archive sites currently at CfA, NSO, ROB, and MPIS, is now able to provide metadata search and data retrieval services for the SDO AIA and HMI instruments. EVE data will also be included in the future. This talk will describe how SDO data can be accessed via the VSO. Title: Comparison of a Global Magnetic Evolution Model with Observations of Coronal Mass Ejections Authors: Yeates, A. R.; Attrill, G. D. R.; Nandy, Dibyendu; Mackay, D. H.; Martens, P. C. H.; van Ballegooijen, A. A. Bibcode: 2010ApJ...709.1238Y Altcode: 2009arXiv0912.3347Y The relative importance of different initiation mechanisms for coronal mass ejections (CMEs) on the Sun is uncertain. One possible mechanism is the loss of equilibrium of coronal magnetic flux ropes formed gradually by large-scale surface motions. In this paper, the locations of flux rope ejections in a recently developed quasi-static global evolution model are compared with observed CME source locations over a 4.5 month period in 1999. Using extreme ultraviolet data, the low-coronal source locations are determined unambiguously for 98 out of 330 CMEs. An alternative method of determining the source locations using recorded Hα events was found to be too inaccurate. Despite the incomplete observations, positive correlation (with coefficient up to 0.49) is found between the distributions of observed and simulated ejections, but only when binned into periods of 1 month or longer. This binning timescale corresponds to the time interval at which magnetogram data are assimilated into the coronal simulations, and the correlation arises primarily from the large-scale surface magnetic field distribution; only a weak dependence is found on the magnetic helicity imparted to the emerging active regions. The simulations are limited in two main ways: they produce fewer ejections, and they do not reproduce the strong clustering of observed CME sources into active regions. Due to this clustering, the horizontal gradient of radial photospheric magnetic field is better correlated with the observed CME source distribution (coefficient 0.67). Our results suggest that while the gradual formation of magnetic flux ropes over weeks can account for many observed CMEs, especially at higher latitudes, there exists a second class of CMEs (at least half) for which dynamic active region flux emergence on shorter timescales must be the dominant factor. Improving our understanding of CME initiation in future will require both more comprehensive observations of CME source regions and more detailed magnetic field simulations. Title: Automated Feature and Event Detection with SDO AIA and HMI Data Authors: Davey, Alisdair; Martens, P. C. H.; Attrill, G. D. R.; Engell, A.; Farid, S.; Grigis, P. C.; Kasper, J.; Korreck, K.; Saar, S. H.; Su, Y.; Testa, P.; Wills-Davey, M.; Savcheva, A.; Bernasconi, P. N.; Raouafi, N. -E.; Delouille, V. A.; Hochedez, J. F. .; Cirtain, J. W.; Deforest, C. E.; Angryk, R. A.; de Moortel, I.; Wiegelmann, T.; Georgouli, M. K.; McAteer, R. T. J.; Hurlburt, N.; Timmons, R. Bibcode: 2010cosp...38.2878D Altcode: 2010cosp.meet.2878D The Solar Dynamics Observatory (SDO) represents a new frontier in quantity and quality of solar data. At about 1.5 TB/day, the data will not be easily digestible by solar physicists using the same methods that have been employed for images from previous missions. In order for solar scientists to use the SDO data effectively they need meta-data that will allow them to identify and retrieve data sets that address their particular science questions. We are building a comprehensive computer vision pipeline for SDO, abstracting complete metadata on many of the features and events detectable on the Sun without human intervention. Our project unites more than a dozen individual, existing codes into a systematic tool that can be used by the entire solar community. The feature finding codes will run as part of the SDO Event Detection System (EDS) at the Joint Science Operations Center (JSOC; joint between Stanford and LMSAL). The metadata produced will be stored in the Heliophysics Event Knowledgebase (HEK), which will be accessible on-line for the rest of the world directly or via the Virtual Solar Observatory (VSO) . Solar scientists will be able to use the HEK to select event and feature data to download for science studies. Title: Enabling Distributed Search and Access to SDO Data with the Virtual Solar Observatory Authors: Davey, Alisdair; Martens, P.; Gurman, J.; Hourcle, J.; Hill, F.; Suarez-Sola, F.; Amezcua, A.; Bogart, R.; Spencer, J. Bibcode: 2010cosp...38.2881D Altcode: 2010cosp.meet.2881D The Virtual Solar Observatory (VSO) will be an integral part of distributing Solar Dynamics Observatory (SDO) data to the Solar Physics community and in enabling it to be searched by scientists. A daily data volume of 1.5TB presents unique challenges, and the VSO has been working on enhancing various aspects of its infrastructure to deal with them. The VSO will provide a dedicated interface to SDO data, providing common methods users of VSO already know, as well as new methods that reflect the needs of interacting with AIA, HMI and EVE data. VSO has created a data distribution architecture based up the Joint Science Operations Center (JSOC) infrastructure, that in partnership with NASA Solar Data Analysis Center, National Solar Observatory, Royal Observatory Belgium, University College Lancashire, Max Planck Institute for Solar System Research and the Institute d'Astrophysique Spatiale (Orsay) will enable scientists to retrieve SDO data of interest in the fastest possible way. VSO is working closely with the Helioviewer and Heliophysics Event Knowledgebase (HEK) teams to ensure we will be able to use their efforts and be used by their efforts for data retrieval. In this manner, graphical, IDL-based and event approaches to data discovery will be fully supported by the VSO. Title: The SDO Flare Detective Authors: Grigis, P. C.; Davey, A. R.; Martens, P. C.; Su, Y.; Testa, P.; Timmons, R. P. Bibcode: 2009AGUFMSH51B1277G Altcode: We present the flare detective, a software module to automatically detect and characterize solar flares observed with the Atmospheric Imaging Assembly (AIA) onboard the Solar Dynamics Observatory (SDO). The flare detective works in two steps. First, flares will be detected in EUV images by analysing lightcurves in macropixels. At this time, only basic quantities such as time intervals, positions, and peak fluxes will be determined. This will allow the module to keep up with the extremely large size of the incoming data stream and provide near real-time information for space weather monitoring. Second, the flare detective will be run again on the subset of images around the time intervals where a flare has been already detected, where more sophisticated (and slower) processing will be performed to better characterize the flare and provide physically important parameters such as temperatures and emission measures, projected areas and lightcurves in different channels. The events detected will be made available to the Heliophysics Knowledgebase (HEK) and also as a flare list in text format accessible on the web. This module is part of a larger effort to detect and track solar features and events that is optimized to run on very large datasets such as the ones provided by SDO. Title: Computer Vision for the Solar Dynamics Observatory Authors: Martens, P. C. Bibcode: 2009AGUFMSH51B1276M Altcode: NASA has selected our large international consortium last year to produce a comprehensive system for automated feature recognition in SDO images. The data we consider are all AIA and EVE data plus surface magnetic field images from HMI. Helioseismology is addressed by another group. We are producing robust and very efficient software modules that can keep up with the relentless SDO data stream and detect, trace, and analyze a large number of phenomena, including: flares, sigmoids, filaments, coronal dimmings, polarity inversion lines, sunspots, X-ray bright points, active regions, coronal holes, EIT waves, CME's, coronal oscillations, and jets. In addition we will track the emergence and evolution of magnetic elements down to the resolution limit, and we will also provide at least four full disk nonlinear force-free magnetic field extrapolations per day. A completely new software element that rounds out this suite is a trainable feature detection module, which employs a generalized image classification algorithm to produce the texture features of the images analyzed. A user can introduce a number of examples of the phenomenon looked for and the software will return images with similar features. We have tested a proto-type on TRACE data, and were able to "train" the algorithm to detect sunspots, active regions, and loops. Such a module can be applied to find features that have not even been discovered yet, as, for example, sigmoids were in the pre-Yohkoh era. In addition it will be used to detect features for which we will not develop dedicated modules, such as loops, arcades, "null"-type geometries, anemones, delta-spots, etc. Our codes will produce entries in the Heliophysics Events Knowledge base, and that will permit users to locate data on individual events as well as carry out statistical studies on large numbers of events. Title: What do Solar Kinematic Models Tell us About the Current Minimum? Authors: Muñoz-Jaramillo, A.; Nandy, D.; Martens, P. C. Bibcode: 2009AGUFMSH11A1505M Altcode: In the last three years the sun has reached the most unusual minimum in the space age. Although minima as long as this one have happened several times in the past, this one has come as a surprise in contrast with the previous four who where fairly regular. However, such an event is a perfect opportunity to learn more about the solar cycle and the processes that drive it. In order to understand this event we turn to kinematic dynamo models, which are the best tool we currently have for understanding the solar cycle. Although modelers have been aware of the role of the different components into setting the period of the solar cycle, little work has been done in understanding the nature of solar minima. Can kinematic models reproduce such an event with all it's signatures? In this study we attempt to address this question using our state of the art kinematic dynamo model. Title: ERRATUM: "Helioseismic Data Inclusion in Solar Dynamo Models" (2009, ApJ, 698, 461) Authors: Muñoz-Jaramillo, Andrés; Nandy, Dibyendu; Martens, Petrus C. H. Bibcode: 2009ApJ...707.1852M Altcode: No abstract at ADS Title: Helioseismic Data Inclusion in Solar Dynamo Models Authors: Muñoz-Jaramillo, Andrés; Nandy, Dibyendu; Martens, Petrus C. H. Bibcode: 2009ApJ...698..461M Altcode: 2008arXiv0811.3441M An essential ingredient in kinematic dynamo models of the solar cycle is the internal velocity field within the simulation domain—the solar convection zone (SCZ). In the last decade or so, the field of helioseismology has revolutionized our understanding of this velocity field. In particular, the internal differential rotation of the Sun is now fairly well constrained by helioseismic observations almost throughout the SCZ. Helioseismology also gives us some information about the depth dependence of the meridional circulation in the near-surface layers of the Sun. The typical velocity inputs used in solar dynamo models, however, continue to be an analytic fit to the observed differential rotation profile and a theoretically constructed meridional circulation profile that is made to match the flow speed only at the solar surface. Here, we take the first steps toward the use of more accurate velocity fields in solar dynamo models by presenting methodologies for constructing differential rotation and meridional circulation profiles that more closely conform to the best observational constraints currently available. We also present kinematic dynamo simulations driven by direct helioseismic measurements for the rotation and four plausible profiles for the internal meridional circulation—all of which are made to match the helioseismically inferred near-surface depth dependence, but whose magnitudes are made to vary. We discuss how the results from these dynamo simulations compare with those that are driven by purely analytic fits to the velocity field. Our results and analysis indicate that the latitudinal shear in the rotation in the bulk of the SCZ plays a more important role, than either the tachocline or surface radial shear, in the induction of the toroidal field. We also find that it is the speed of the equatorward counterflow in the meridional circulation right at the base of the SCZ, and not how far into the radiative interior it penetrates, that primarily determines the dynamo cycle period. Improved helioseismic constraints are expected to be available from future space missions such as the Solar Dynamics Observatory and through analysis of more long-term continuous data sets from ground-based instruments such as the Global Oscillation Network Group. Our analysis lays the basis for the assimilation of these helioseismic data within dynamo models to make future solar cycle simulations more realistic. Title: Computer Vision for The Solar Dynamics Observatory Authors: Martens, Petrus C.; Angryk, R. A.; Bernasconi, P. N.; Cirtain, J. W.; Davey, A. R.; DeForest, C. E.; Delouille, V. A.; De Moortel, I.; Georgoulis, M. K.; Grigis, P. C.; Hochedez, J. E.; Kasper, J.; Korreck, K. E.; Reeves, K. K.; Saar, S. H.; Savcheva, A.; Su, Y.; Testa, P.; Wiegelmann, T.; Wills-Davey, M. Bibcode: 2009SPD....40.1711M Altcode: NASA funded a large international consortium last year to produce a comprehensive system for automated feature recognition in SDO images. The data we consider are all AIA and EVE data plus surface magnetic field images from HMI. Helioseismology is addressed by another group.

We will produce robust and very efficient software modules that can keep up with the relentless SDO data stream and detect, trace, and analyze a large number of phenomena, including: flares, sigmoids, filaments, coronal dimmings, polarity inversion lines, sunspots, X-ray bright points, active regions, coronal holes, EIT waves, CME's, coronal oscillations, and jets. In addition we will track the emergence and evolution of magnetic elements down to the smallest features that are detectable, and we will also provide at least four full disk nonlinear force-free magnetic field extrapolations per day.

A completely new software element that rounds out this suite is a trainable feature detection module, which employs a generalized image classification algorithm to produce the texture features of the images analyzed. A user can introduce a number of examples of the phenomenon looked and the software will return images with similar features. We have tested a proto-type on TRACE data, and were able to "train" the algorithm to detect sunspots, active regions, and loops. Such a module can be used to find features that have not even been discovered yet, as, for example, sigmoids were in the pre-Yohkoh era.

Our codes will produce entries in the Helio Events Knowledge base, and that will permit users to locate data on individual events as well as carry out statistical studies on large numbers of events, using the interface provided by the Virtual Solar Observatory. Title: The Virtual Solar Observatory: Where Do We Go from Here? Authors: Gurman, Joseph B.; Bogart, R.; Spencer, J.; Hill, F.; Suarez Sola, I.; Reardon, K.; Hourcle, J.; Hughitt, K.; Martens, P.; Davey, A. Bibcode: 2009SPD....40.1508G Altcode: The Virtual Solar Observatory (VSO) continues to add features in an effort to broaden the ways in which it can be used to aid research. We describe and demonstrate plans for SDO data access (see also the poster Suarez-Sola et al.), multiple catalog access (Hourclé et al.), and new capabilities of the IDL VSO_SEARCH function, as well as describing future capabilities in development and under consideration.

Since the VSO is funded by the Solar Data Analysis Center (SDAC), which will be undergoing a NASA Senior Review in July, we solicit community input to help us prioritize this new work: what should we do with the limited resources available? Title: The Off-Axis Properties of the Hinode X-Ray Telescope (XRT): I. Vignetting Effect Authors: Shin, Junho; Martens, P. C. H.; Golub, L.; Deluca, E. E. Bibcode: 2009SPD....40.1804S Altcode: The X-Ray Telescope (XRT) aboard Hinode has observed a variety of coronal structures in the range of 34x34 arc min field-of-view (FOV) covering the full solar disk. In general, most astronomical telescopes are designed such that the best-focused image of an object can be achieved at or close to the on-axis position, and the optical performance varies systematically across the FOV. The Sun is, however, a large object whose size is about 30 arc min and coronal structures are observed not only at the disc center but also near the limb. For this reason, the optical structure of solar telescopes should be designed with care for improving the uniformity of the angular resolution over the full FOV. Since there is no unique solution for successfully implementing this kind of off-axis variation, the optical properties of the XRT have been examined using the data from the ground experiments as well as from in-flight observations for the calibration of systematic variations in the FOV.

The vignetting effect is an important optical characteristic for describing the performance of the telescope, which reflects the ability to collect incoming light at different locations and different photon energies. Especially, the determination of this vignetting effect is one of the essential calibration steps that should be performed before the observed images are used for any scientific purposes. Because a component of the XRT vignetting effect shows a wavelength dependence, special care should be taken when, for example, performing temperature analyses with thin and thick filters of flares occurring near the solar limb. In this presentation, we introduce the results of analysis of pre-launch calibration data obtained from MSFC/XRCF experiments. The two-dimensional off-axis variation of the XRT point spread function (PSF) and its energy dependence will be discussed in detail. Title: The Unusual Minimum of Cycle 23: Observations and Interpretation Authors: Martens, Petrus C.; Nandy, D.; Munoz-Jaramillo, A. Bibcode: 2009SPD....40.2403M Altcode: The current minimum of cycle 23 is unusual in its long duration, the very low level to which Total Solar Irradiance (TSI) has fallen, and the small flux of the open polar fields. The deep minimum of TSI seems to be related to an unprecedented dearth of polar faculae, and hence to the small amount of open flux. Based upon surface flux transport models it has been suggested that the causes of these phenomena may be an unusually vigorous meridional flow, or even a deviation from Joy's law resulting in smaller Joy angles than usual for emerging flux in cycle 23. There is also the possibility of a connection with the recently inferred emergence in polar regions of bipoles that systematically defy Hale's law.

Much speculation has been going on as to the consequences of this exceptional minimum: are we entering another global minimum, is this the end of the 80 year period of exceptionally high solar activity, or is this just a statistical hiccup? Dynamo simulations are underway that may help answer this question. As an aside it must be mentioned that the current minimum of TSI puts an upper limit in the TSI input for global climate simulations during the Maunder minimum, and that a possible decrease in future solar activity will result in a very small but not insignificant reduction in the pace of global warming. Title: Properties of a Coronal Loop Structure with EIS, TRACE, and STEREO Authors: Scott, Jason; Martens, P. C. H.; McKenzie, D. Bibcode: 2009SPD....40.1217S Altcode: The physical properties of a coronal loop structure are investigated using three EUV observing instruments. The density, thermal width, and lifetime of a loop structure are found. Spectral coverage from EIS provides density and thermal information. Observations from TRACE and STEREO show the structure's geometry and intensity as a function of time in multiple wavebands. The isolated loop is straightened and characterized by a Gaussian fit to perpendicular cross-cuts of the observed structure. This allows for the extraction of background subtracted intensities which is important when isolating the coronal structure for analysis. These background subtracted intensities are then used to determine the thermal characteristics (temperature, emission measure ), density, structure width, and lifetime. These results provide much needed measurements of coronal loop structure. Title: Towards Better Constrained Solar Dynamo Models: The Velocity Field And Turbulent Diffusivity Profiles Authors: Munoz-Jaramillo, Andres; Nandy, D.; Martens, P. C. H. Bibcode: 2009SPD....40.0405M Altcode: The best tool we have for understanding the origin of solar magnetic variability is the kinematic dynamo model. During the last decade this type of models have seen a continuous evolution and have become increasingly successful at reproducing solar cycle characteristics. However, some of the key ingredients used in dynamo models remain poorly constrained which allows one to obtain solar-like solutions by "tuning" the input parameters. Here we present out efforts to better constrain two of the most important ingredients of solar dynamo models:: The internal velocity field (meridional flow and differential rotation) and the turbulent diffusivity. To accomplish this goal, we formulate techniques to assimilate the latest results from helioseismology to constrain the velocity fields. We also apply mixing length theory to the Solar Model S, in conjunction with magnetic quenching of the turbulent diffusivity, to generate more realistic effective turbulent diffusivity profiles for kinematic dynamo models. In essence therefore, we try to address some of these outstanding issues in a first-principle physics based approach, rather than an ad-hoc manner. Title: Radiative Vs. Magnetic Flux For The Sun-as-a-star Authors: Preminger, D.; Nandi, D.; Chapman, G.; Martens, P. Bibcode: 2009SPD....40.1111P Altcode: We study the relationship between full-disk solar radiative flux at different wavelengths and average solar photospheric magnetic flux density, using daily measurements from the Kitt Peak magnetograph and other instruments extending over one or more solar cycles. We use statistical methods to determine the underlying nature of these flux-flux relationships. For total solar irradiance and for continuum radiation from the photosphere, the relationships are non-linear, but for chromospheric and coronal radiation the relationships are linear. We find that scatter plots of radiative flux vs Kitt Peak magnetic flux density show significant variance, due in part to the presence of a temporal component in some of the flux-flux relationships. This temporal relationship arises because an active region with high magnetic field strength evolves, breaking up into small-scale components with low field strength, while the Kitt Peak magnetic field measurements are somewhat insensitive to very strong and very weak magnetic fields. We find that average magnetic flux density measured by Kitt Peak can be used as a proxy for radiative flux, but with limited accuracy. Title: Modeling Thermal and Nonthermal Flare Dynamics with HyLoop Authors: Winter, Henry (Trae) D., III; Martens, P. Bibcode: 2009SPD....40.3607W Altcode: It is generally agreed that the energy for solar flares comes from stressed magnetic fields. However, the mechanisms that convert that energy into the heating of the thermal plasma and the acceleration of nonthermal particles remain a topic of debate. In order to test models governing flare heating and particle acceleration, state of the art numerical codes that can simulate both the interaction of thermal and nonthermal particles in a self-consistent manner and the electromagnetic emission are required. To this end, the HyLoop simulation suite was developed. HyLoop combines a hydrodynamic equation solver with a nonthermal particle tracking code to simulate the thermal and nonthermal dynamics and emission of solar flares. A sophisticated imaging package allows for the direct comparison of simulated results to current and future solar observatories including XRT and RHESSI. In order to test the effects of pitch-angle distribution on flare dynamics and emission, a series of flares were simulated with nonthermal electron beams injected at the loop apex. The pitch-angle distribution of each beam was described by a single parameter and allowed to vary from flare to flare. The lightcurves of the flares in XRT bandpasses showed a distinct signal that was a highly dependent on pitch-angle distribution. The simulated HXR emission in the 3-6 keV bandpass showed the formation and evolution of emission sources that corresponded well to the observations of pre-impulsive flares. The initial conditions of the simulations necessitated a significantly different physical interpretation of this motion than previous work. This ability to test theoretical models of thermal and nonthermal flare dynamics directly with observations allows for the investigation of a wide range of physical processes governing the release of energy in solar flares. Title: The Virtual Solar Observatory—A Resource for International Heliophysics Research Authors: Hill, Frank; Martens, Piet; Yoshimura, Keji; Gurman, Joseph; Hourclé, Joseph; Dimitoglou, George; Suárez-Solá, Igor; Wampler, Steve; Reardon, Kevin; Davey, Alisdair; Bogart, Richard S.; Tian, Karen Q. Bibcode: 2009EM&P..104..315H Altcode: 2008EM&P..tmp...47H The Virtual Solar Observatory (VSO) has been developed to allow researchers, educators, and the general public to access data and images from the major sources of on-line solar data. The VSO substantially reduces the effort required to locate disparate data sets, and removes the need for the user to locate the data and learn multiple interfaces. The VSO provides a single interface to about 60 geographically distributed data sets including space- and ground-based sources. These data sets incorporate several physical variables including magnetic field, intensity, Doppler velocity, etc., and all wavelengths from X-ray to radio. All layers of the sun, from the interior to the corona, are included. In this paper we describe the system and present the interface that the user will encounter. We also discuss future enhancements planned for the system. Title: Solar Coronal Structure and Stray Light in TRACE Authors: DeForest, C. E.; Martens, P. C. H.; Wills-Davey, M. J. Bibcode: 2009ApJ...690.1264D Altcode: 2008arXiv0808.3980D Using the 2004 Venus transit of the Sun to constrain a semiempirical point-spread function (PSF) for the TRACE EUV solar telescope, we have measured the effect of stray light in that telescope. We find that 43% of 171 Å EUV light that enters TRACE is scattered, either through diffraction off the entrance filter grid or through other nonspecular effects. We carry this result forward, via known-PSF deconvolution of TRACE images, to identify its effect on analysis of TRACE data. Known-PSF deconvolution by this derived PSF greatly reduces the effect of visible haze in the TRACE 171 Å images, enhances bright features, and reveals that the smooth background component of the corona is considerably less bright (and hence more rarefied) than might otherwise be supposed. Deconvolution reveals that some prior conclusions about the Sun appear to have been based on stray light in the images. In particular, the diffuse background "quiet corona" becomes consistent with hydrostatic support of the coronal plasma; feature contrast is greatly increased, possibly affecting derived parameters such as the form of the coronal heating function; and essentially all existing differential emission measure studies of small features appear to be affected by contamination from nearby features. We speculate on further implications of stray light for interpretation of EUV images from TRACE and similar instruments, and advocate deconvolution as a standard tool for image analysis with future instruments. Title: Analysis of Two Coronal Loops with Combined TRACE and SOHO/CDS Data Authors: Scott, J. T.; Martens, P. C. H.; Cirtain, J. W. Bibcode: 2008SoPh..252..293S Altcode: 2008SoPh..tmp..160S We use an innovative research technique to analyze combined images from the Coronal Diagnostic Spectrometer (CDS) on the Solar and Heliospheric Observatory (SOHO) and the Transition Region and Coronal Explorer (TRACE). We produce a high spatial and temporal resolution simulated CDS raster or "composite" map from TRACE data and use this composite map to jointly analyze data from both instruments. We show some of the advantages of using the "composite" map method for coronal loop studies. We investigate two postflare loop structures. We find cool material (250 000 K) concentrated at the tips or apex of the loops. This material is found to be above its scale height and therefore not in hydrostatic equilibrium. The exposure times of the composite map and TRACE images are used to give an estimate of another loop's cooling time. The contribution to the emission in the TRACE images for the spectral lines present in its narrow passband is estimated by using the CDS spectral data and CHIANTI to derive synthetic spectra. We obtain cospatial and cotemporal data collected by both instruments in SOHO Joint Observations Program (JOP) 146 and show how the combination of these data can be utilized to obtain more accurate measurements of coronal plasmas than if analyzed individually. Title: Effect of the Magnetic Quenching of the Turbulent Diffusivity in a Mean-Field Kinematic Solar Dynamo Authors: Muñoz-Jaramillo, A.; Nandy, D.; Martens, P. C. Bibcode: 2008AGUSMSP41A..09M Altcode: The fundamental model used to study the solar dynamo mechanism is based on the electromagnetic induction equation coupled with Ohm's law. Apart from mean-field or other phenomenological source terms (such as a Babcock-Leighton alpha-effect), the resultant dynamo equation is composed of two terms: An advection and a diffusion term. Depending on the relative importance of these two terms, the dynamo can operate either in an advection-dominated or a diffusion dominated regime. One of the parameters that determine which of these regimes the dynamo operates in is the effective magnetic diffusivity, this parameter is expected to be enhanced by convective turbulence in stellar convection zones. The diffusivity values can range from 104 cm2/s in the radiative zone (where there is no turbulence) to 1012-14 cm2/s in the upper convection zone. The depth dependence of this effective diffusivity is not particularly well-constrained and most commonly used profiles involve a relatively low diffusivity in the convection zone (1010-11 cm2/s) - which makes the dynamo operate in the advection-dominated regime. The underlying problem here is that these values of diffusivity are not consistent with theoretical considerations based on mixing-length theory, which suggest much higher values of turbulent diffusivity; this would make the dynamo operate in a diffusion-dominated regime. However, a possible solution to this inconsistency may be in the quenching effect that strong magnetic fields have on turbulence. We have recently developed a kinematic solar dynamo based on a novel numerical technique called the exponential- propagation method. Using this model, we study magnetic diffusivity quenching and discuss how its effect may reconcile the theoretically suggested turbulent diffusivity values with the effective diffusivity profiles most commonly used in this type of models. Title: Moving Beyond Time: New VSO Searches Authors: Davey, A.; Bogart, R.; Gurman, J.; Hill, F.; Hourcle, J.; Martens, P.; Suarez Sola, I.; VSO Team Bibcode: 2008AGUSMSP54A..06D Altcode: Since its inception the Virtual Solar Observatory (VSO) has supported a standard set of search parameters for finding data sets of interest, including instrument, spectral range and observable, all keyed on a defined time range. The VSO also allows users to derive search periods based on feature or event catalogs. Recent work on the catalog infrastructure will enable far more complex science based queries to derive both stand alone results and also starting points for querying other data sets. The technical side of this work is presented at this meeting in 'Event and Feature Catalogs in the Virtual Solar Observatory' by Joe Hourcle et al. This abstract focuses on the science made possible by this catalog work and from work to extend the standard query mechanisms. In the future we will be able to answer queries such as 'show me data sets suitable for DEM analysis' or 'give me an image every ten minutes from this instrument.' This effort has obvious application to handling SDO data. Title: Still Virtual After All These Years: Recent Developments in the Virtual Solar Observatory Authors: Gurman, J. B.; Bogart, R. S.; Davey, A. R.; Hill, F.; Martens, P. C.; Zarro, D. M.; Team, T. v. Bibcode: 2008AGUSMSP51B..17G Altcode: While continuing to add access to data from new missions, including Hinode and STEREO, the Virtual Solar Observatory is also being enhanced as a research tool by the addition of new features such as the unified representation of catalogs and event lists (to allow joined searches in two or more catalogs) and workable representation and manipulation of large numbers of search results (as are expected from the Solar Dynamics Observatory database). Working with our RHESSI colleagues, we have also been able to improve the performance of IDL-callable vso_search and vso_get functions, to the point that use of those routines is a practical alternative to reproducing large subsets of mission data on one's own LAN. Title: Twisted solar active region magnetic fields as drivers of space weather: Observational and theoretical investigations Authors: Nandy, Dibyendu; Mackay, Duncan H.; Canfield, Richard C.; Martens, P. C. H. Bibcode: 2008JASTP..70..605N Altcode: The properties and dynamics of magnetic fields on the Sun's photosphere and outer layers--notably those within solar active regions--govern the eruptive activity of the Sun. These photospheric magnetic fields also act as the evolving lower boundary of the Sun-Earth coupled system. Quantifying the physical attributes of these magnetic fields and exploring the mechanisms underlying their influence on the near-Earth space environment are of vital importance for forecasting and mitigating adverse space weather effects. In this context, we discuss here a novel technique for measuring twist in the magnetic field lines of solar active regions that does not invoke the force-free field assumption. Twist in solar active regions can play an important role in flaring activity and the initiation of CMEs via the kink instability mechanism; we outline a procedure for determining this solar active region eruptive potential. We also discuss how twist in active region magnetic fields can be used as inputs in simulations of the coronal and heliospheric fields; specifically, we explore through simulations, the formation, evolution and ejection of magnetic flux ropes that originate in twisted magnetic structures. The results and ideas presented here are relevant for exploring the role of twisted solar active region magnetic fields and flux ropes as drivers of space weather in the Sun-Earth system. Title: Callable Virtual Observatory Functionality: Sample Use Cases Authors: Gurman, J. B.; Hourclé, J. A.; Bogart, R. S.; Tian, K.; Hill, F.; Suárez-Solá, I.; Zarro, D. M.; Davey, A. R.; Martens, P. C.; Yoshimura, K. Bibcode: 2007AGUFMSH51A0259G Altcode: A virtual observatory with an Application Programming Interface (API) can become a powerful tool in analysis and modeling. In particular, an API that integrates time selection on such criteria as "most recent" and closest to a given absolute time simplifies the user-end programming considerably. We examine three types of use cases (nowcasting, data assimilation input, and user-defined sampling rates) for such functionality in the Virtual Solar Observatory (VSO). Title: Design Considerations for Data Catalogs Authors: Hourcle, J.; Suarez-Sola, I.; Davey, A.; Tian, K.; Yoshimura, K.; Martens, P.; Gurman, J.; Hill, F.; Bogart, R. Bibcode: 2007AGUFMSH51A0261H Altcode: Mission data catalogs are typically built with the specific mission in mind. This can create challenges when trying to abstract the metadata to make it useful to other researchers. The deluge of data from new missions such as STEREO and Hinode have brought in not only issues in scale, but also complexities due to the difference in these new experiments in the context of existing norms. We will discuss issues and use cases to be considered in designing a mission's data systems in order to better serve the Heliospheric community. Title: Numerical Simulations of Power Law Heating Functions for Quiescent Loops: Stability and Observables Authors: Martens, P. C.; Winter, H. D.; Munetsi-Mugomba, K. Bibcode: 2007AGUFMSH53A1053M Altcode: We present the numerical simulations of quiescent coronal loops with heating functions that are power law functions of pressure and temperature. These simulations are made using a time-dependent, 1D hydrodynamics code with heating functions that are treated as dynamic variables which are constantly re- evaluated during the loops' lifetimes. These numerical simulations provide a stability test for the analytical solutions formulated by Martens (2007, submitted) for the same heating functions. TRACE and XRT datasets are simulated to determine if present observables can provide adequate information to discriminate between power law heating functions. Title: Dealing with Large Dataset Queries in the Virtual Solar Observatory Authors: Suarez-Sola, F. I.; Bogart, R.; Davey, A.; Gurman, J. B.; Hill, F.; Hourcle, J.; Martens, P. C.; Tian, K.; Yoshimura, K. Bibcode: 2007AGUFMSH51A0260S Altcode: The Virtual Solar Observatory (VSO) project presents a solution for dealing with large dataset queries. One of the main problems arising from the VSO user community has been managing queries that generate a large amount of metadata records spanning several providers. Until now the only way to do this was through painstakingly repeating the same query for smaller time periods and collecting the information at each pass. With the solution presented here we are making possible for users to access data over any arbitrary time period in one single query, minimizing the metadata generated, and yet allowing the user to sample either a small subset or the whole. Title: Flare Loop Top Sources: A diagnostic for non-thermal particle injection Authors: Winter, H. D.; Martens, P. C. Bibcode: 2007AGUFMSH53A1054W Altcode: X-ray emitting sources have often been observed at the apex of post-flare loops by the Hard X-Ray telescope (HXT) onboard the Japanese Yohkoh satellite and by NASA's Reuven Ramaty High Energy Solar Spectroscopic Imager (RHESSI). In order to investigate the physics behind the generation of these loop top sources we have coupled a 1D, time-dependent, hydro code with a non-thermal particle transport code. The hydro code provides temperature and density information of the target plasma to the particle code and the particle code provides the dynamic heating of the plasma to the hydro code. Previous work with a combined has shown that it is possible to create flare loop top emission sources under certain conditions. In this work we test the relationship between the pitch angle distribution of the injected non-thermal particles and the generation of loop top emission source. RHESSI, HXT and XRT datasets are synthesized from the simulations to provide a direct link between theoretical work and observables. This work is supported by NASA grant NAG5-12820. Title: Combining Hydrodynamics Modeling with Test Particle Tracking to Improve Flare Simulations Authors: Winter, H. T.; Martens, P.; Rettenmayer, J. Bibcode: 2007ASPC..369..501W Altcode: Accurate simulations of solar flares require accurately modeling of both the thermal and non-thermal particle distributions. Most current flare models concentrate on the evolution of the non-thermal particle distributions while treating the thermal plasma as static. In order to improve flare simulations Montana State University has developed simulation codes that couple the evolution of the non-thermal particle distribution and the thermal plasma of a flare in a self-consistent manner. Title: Temperature Structure of Active Region Coronal Loops as seen by Hinode Authors: Scott, Jason; Winter, H.; Cirtain, J.; Martens, P. C.; McKenzie, D. Bibcode: 2007AAS...210.9437S Altcode: 2007BAAS...39..327S We present preliminary results from Hinode of coronal loops. MSU's SEMAST code is used to perform differential emission measure analysis along active region coronal loops. The differential emission measures are then used to investigate the temperature and density structure of the loops. The results are then entered into the coronal loop database and compared to theoretical models for scaling laws and heating mechanisms.

This work is supported by NASA GSRP fellowship NNG05GK64H Title: Analytical Solutions for Non-uniformly Heated Coronal Loops: Numerical Verification Authors: Martens, Petrus C.; Winter, H. D.; Munetsi-Mugomba, K. Bibcode: 2007AAS...210.9434M Altcode: 2007BAAS...39..223M At last year's SPD meeting at UNH I presented purely analytical solutions for the temperature structure and scaling laws in static coronal loops of uniform pressure, for physically motivated heating functions that varied from mostly footpoint heating, via distributed heating, to mostly looptop heating.

We have verified these solutions with an adaptive grid 1D hydrodynamic loop code, and found that for most heating profiles our analytical solutions are in agreement with the numerical ones within a few percent. This result is remarkable since the analytical solutions implied some drastic simplifications for the radiative loss function and the boundary conditions. We also found that when the heating is concentrated too strongly at the footpoints static solutions no longer exist and the loop remains dynamic. This confirms earlier results by Mueller and Karpen.

Our results imply that it is now very easy to construct Differential Emission Measures (DEMs) for loops consisting of a bundle of elementary strands, and compare these DEMS with those of actually observed loops through forward folding. We will apply this method to joint TRACE, Hinode-XRT, and EIS data. Title: Science With the Virtual Solar Observatory: Today and Tomorrow Authors: Hill, F.; Bogart, R. S.; Davey, A. R.; Gurman, J. B.; Hourcle, J. A.; Martens, P. C.; Reardon, K. M.; Suarez-Sola, I.; Tian, K. Q.; Yoshimura, K. Bibcode: 2007AGUSMSM33D..05H Altcode: The Virtual Solar Observatory (VSO) was released to the community in December 2004. It is designed to provide solar physicists with a tool that allows them to locate and access solar data in an efficient manner, thus facilitating science studies involving multiple data sets. Examples of science projects that have been done with the VSO are a study of halo CME speeds and their visibility in a variety of SOHO data sets, and the calibration between helioseismic farside signals and the characteristics of active regions. Future possible projects include studies of farside coronal mass ejections; the relationship between subsurface flows and solar wind speeds; statistics of the active region life cycle; sunspot energetics, and space weather predictors. Title: The Stars as Suns Project: Recent Results from Solar and Stellar Dynamo Modeling Authors: Munoz, Andres; Nandy, D.; Martens, P. C. Bibcode: 2007AAS...210.9209M Altcode: 2007BAAS...39..210M Solar variability controls our space environment and is also believed to play a role in shaping the global climate. The variability of the Sun can be traced back to the presence and modulation of magnetic fields -- which has its origin in a dynamo mechanism working in the interior. The "Stars as Suns" project aims to determine the long-term variability of Sun, through a combination of stellar magnetic activity observations of Sun-like stars and theoretical dynamo modeling. Here we present recent results from solar and stellar dynamo studies that addresses the goals of this project. This research is funded by a NASA Living With a Star grant NNG05GE47G to Montana State University. Title: Long-Term Evolution of Solar Magnetic Activity Derived From Stellar Proxies Authors: Nandy, D.; Martens, P. C. Bibcode: 2007AGUSMSH54B..04N Altcode: The variability of the Sun over stellar and planetary evolutionary timescales may have important consequences for planetary atmospheres such as the Earth's, including the forcing of global climate and evolution of life. This solar variability is in part due to the changing magnetism of the Sun, which has origins in the solar dynamo mechanism. A novel approach towards determining solar variability over such long timescales - stretching to billions of years - is to use Sun-like stars in various evolutionary phases as proxies of solar activity. In this talk, I will review efforts to derive this long-term variability of the Sun through theoretical dynamo modelling and observational analysis of stellar magnetic activity. This work is funded by the NASA Living With a Star program through grant NNG05GE47G. Title: Online Catalog for Filament-Sigmoid Correlation Authors: Merriot, Ivy; Pevtsov, A.; Martens, P. Bibcode: 2007AAS...210.9504M Altcode: 2007BAAS...39..224M A new online catalog correlating H-alpha filaments with SXT sigmoids gives researchers, teachers and pre-college students the ability to access digital H-alpha images online that were previously available only at the physical location of the NSO at Sunspot, NM. This web-based catalog correlates SOHO's SXT sigmoids from 1993-1998 as described in a non-online catalog created by Zach Blehm under the direction of Richard Canfield, MSU-Bozeman, with H-alpha filament activity as described by Ivy Merriot under the direction of Alexei Pevtsov, NSO, and Petrus Martens, MSU-Bozeman. The H-alpha images were digitized from film archives of the Flare Patrol Telescope at Sunspot, NM. Use of the online catalog will be demonstrated at the poster site with critical comments encouraged. Title: On-orbit Measurement Of The Hinode/XRT Point Spread Function Authors: Weber, Mark A.; Cirtain, J.; Golub, L.; DeLuca, E. E.; Martens, P.; XRT Team Bibcode: 2007AAS...210.9416W Altcode: 2007BAAS...39..220W The Hinode X-Ray Telescope provides unprecedented observations of the solar corona in x-rays, due in part to its fine resolution. The optical point spread function (PSF) was measured before launch at the NASA X-Ray Calibration Facility to have a FWHM of 0.92 arc-seconds. In this poster we describe our work to verify the PSF measurements using on-orbit data. The US XRT team is supported by a contract from NASA to SAO. Hinode is an international project supported by JAXA, NASA, PPARC, and ESA. We are grateful to the Hinode team for all their efforts in the design, development, and operation of the mission. Title: Low Cost X-ray Optics for Studying StellarDynamo Cycles Authors: Rust, Thomas; Acton, L.; Kankelborg, C.; Martens, P. Bibcode: 2007AAS...210.2302R Altcode: 2007BAAS...39..128R Comparison of measured coronal X-ray variability over stellar magnetic dynamo cycles with theoretical models will yield new understanding of the solar magnetic dynamo cycle. We present the results of a study comparing surface roughnesses of three candidate materials for use as glancing angle X-ray reflectors. This work is part of a continuing effort by MSU's Solar Physics Group and Space Science Engineering Laboratory (SSEL) to design and build large aperture, low cost X-ray optics for space experiments. The MSU proposed SADE (Starspot and Dynamo Explorer) instrument would use arrays of nested Kirkpatrick-Baez reflectors, called STAX (Sade Telescope Array for X-rays), for long term measurements of soft X-ray fluxes from about a hundred nearby solar-type stars. The advantage of the STAX design is that it uses "off the shelf" materials bent to shape, which is far cheaper and easier to manufacture than the polished cylindrical optics typically used in X-ray telescopes. In order to determine whether off the shelf materials satisfy the stringent surface smoothness requirements for glancing angle reflectors, we have undertaken an atomic force microscope investigation of three candidate

materials. In addition, we compare the measured and theoretical diffraction pattern of our existing STAX test article. This comparison will provide insight into the suitability of the candidate material, as well as the feasibility of maintaining proper shape over the surface of the reflector by constraining the edges in precision machined grooves. This work is supported by a grant from MSU/NASA EPSCOR. Title: The REU Program in Solar Physics at Montana State University Authors: Martens, Petrus C.; Canfield, R. C.; McKenzie, D. M. Bibcode: 2007AAS...210.8012M Altcode: 2007BAAS...39Q.189M The Solar Physics group at Montana State University has organized an annual summer REU program in Solar Physics, Astronomy, and Space Physics since 1999, with NSF funding since 2003. The number of students applying and being admitted to the program has increased every year, and we have been very successful in attracting female participants. A great majority of our REU alumni have chosen career paths in the sciences, and, according to their testimonies, our REU program has played a significant role in their decisions. From the start our REU program has had an important international component through a close collaboration with the University of St. Andrews in Scotland.

In our poster we will describe the goals, organization, scientific contents, international aspects, and results, and present statistics on applications, participants, gender balance, and diversity. Title: Active Region Loops: Temperature Measurements as a Function of Time from Joint TRACE and SOHO CDS Observations Authors: Cirtain, J. W.; Del Zanna, G.; DeLuca, E. E.; Mason, H. E.; Martens, P. C. H.; Schmelz, J. T. Bibcode: 2007ApJ...655..598C Altcode: In this paper, we aim to quantitatively investigate the structure and time variation of quiescent active region loop structures. We coordinated a joint program of observations (JOP 146) using TRACE, to obtain high-cadence EUV images, and SOHO CDS, to obtain spectroscopic data. Loop intensities are used to determine temperature as a function of time for a single loop, taking full account of the background emission. In many locations, the emission measure loci are consistent with an isothermal structure. However, the results indicate significant changes in the loop temperature (between 1 and 2 MK) over the 6 hr observing period. It is possible that the loop structures are composed of multiple, independently heated strands with sizes less than the resolution of the imager and spectrometer. Title: Space Climate and the Solar Stellar connection: What can we learn from the stars about long-term solar variability? Authors: Nandy, Dibyendu; Martens, P. C. H. Bibcode: 2007AdSpR..40..891N Altcode: While it is well-known that solar variability influences the near-Earth Space environment at short timescales of days - an effect collectively termed as Space Weather, a more subtle influence of solar variability at longer timescales is also present and just beginning to be appreciated. Long-term solar forcing and its consequences - which has come to be known as Space Climate - has important consequences for the formation and evolution of planetary atmospheres, the evolution of life and global climate on Earth. Understanding the Sun's variability and its heliospheric influence at such scales, stretching from decennia to stellar and planetary evolutionary timescales, is therefore of fundamental importance. However, our knowledge of this variability, which is in part due to the evolution of the solar magnetic dynamo, is limited by direct solar observations which exist only from early 17th Century onwards. In this review we introduce a novel concept - how the Solar-Stellar connection can be exploited to understand the long-term variability of the Sun and its influence on Space Climate. We present some preliminary studies, in which, through theoretical dynamo modeling and analysis of magnetic activity observations of solar-like stars at various evolutionary phases relative to the Sun, we show how the above concept is implemented in practice. Title: The Trace Telescope Point Spread Function for the 171 Å Filter Authors: Gburek, S.; Sylwester, J.; Martens, P. Bibcode: 2006SoPh..239..531G Altcode: 2006SoPh..tmp...76G We perform an analysis of the TRACE telescope blur from EUV images. Theblur pattern is discussed in terms of the telescope point-spread function (PSF) for the 171 Å filter. The analysis performed consists of two steps. First, an initial shape for the PSF core is determined directly from TRACE EUV images. Second, the blind-deconvolution method is used for obtaining the final PSF shape. The PSF core peak is fitted by analytical functions to determine its parametric characteristics. The determined PSF includes the core central peak and peaks caused by diffraction effects inherent in TRACE EUV data. The diffraction portion of the PSF is studied theoretically in the Fraunhofer diffraction limit. The temperature dependence of the TRACE PSF shape is investigated for a selected temperature range. We also discuss general properties of the obtained PSF and its possible applications. Title: The current and future roles of virtual observatories serving the heliophysical data environment Authors: Davey, A. R.; Bogart, R. S.; Dimitoglou, G.; Gurman, J. B.; Hill, F.; Hourcle, J. A.; Martens, P. C.; Suarez-Sola, I.; Tian, K.; Yoshimura, K. Bibcode: 2006AGUFMSM11C..05D Altcode: The Virtual Solar Observatory is just one of a growing number of virtual observatories that serve heliophysics data. We discuss the current capabilities of these virtual observatories, their roles in data archiving, discovery, quality assurance, assimilation, encouraging standards and in facilitating science. We also discuss the realistic goals virtual observatories should have, in fulfilling the demands of the current and near future heliophysics data environment. Title: Simulation of Hard X-ray Looptop Sources in Solar Flares Authors: Winter, H. D.; Martens, P. C. Bibcode: 2006AGUFMSH23A0332W Altcode: Many solar flares show a non-thermal X-ray emitting source at the apex of the post-flare loop. This behavior has been observed both by the Hard X-Ray telescope (HXT) on board the Japanese Yohkoh satellite and by NASA's Reuven Ramaty High Energy Solar Spectroscopic Imager (RHESSI). By combining thermal plasma and non-thermal particle numerical models we are able to simulate thermal and non-thermal flare emission under a variety of increasingly realistic solar conditions. We find that looptop sources can be generated by a combination of magnetic mirroring of non-thermal particles and heated chromospheric material flowing upward from both legs of the loop. In this work we inject non-thermal, energetic particles with varying pitch angle distributions and spectral indices into plasmas contained in loops defined by an analytical magnetic field model. We monitor the evolution of these loops over time as it would be seen by HXT and RHESSI and compare the simulated emission to observations of flare loops. This work is supported by NASA grant NAG5-12820. Title: The Virtual Solar Observatory and the Heliophysics Meta-Virtual Observatory Authors: Gurman, J. B.; Hourclé, J. A.; Bogart, R. S.; Tian, K.; Hill, F.; Suàrez-Sola, I.; Zarro, D. M.; Davey, A. R.; Martens, P. C.; Yoshimura, K.; Reardon, K. M. Bibcode: 2006AGUFMSM21A0246G Altcode: The Virtual Solar Observatory (VSO) has survived its infancy and provides metadata search and data identification for measurements from 45 instrument data sets held at 12 online archives, as well as flare and coronal mass ejection (CME) event lists. Like any toddler, the VSO is good at getting into anything and everything, and is now extending its grasp to more data sets, new missions, and new access methods using its application programming interface (API). We discuss and demonstrate recent changes, including developments for STEREO and SDO, and an IDL-callable interface for the VSO API. We urge the heliophysics community to help civilize this obstreperous youngster by providing input on ways to make the VSO even more useful for system science research in its role as part of the growing cluster of Heliophysics Virtual Observatories. Title: Stars as Suns: Unravelling Long-term Solar Variability by Stellar Dynamo Modeling Authors: Martens, P. C.; Nandi, D.; Munoz, A. Bibcode: 2006AGUFMSH21B..03M Altcode: We have developed a very time-efficient 2.5 D dynamo code to carry out simulations of stars that are very similar, but not identical to the Sun. The main goal is to better understand the nature and evolution of the solar dynamo by studying how its main characteristics (period, activity level) vary within the parameter space close to the observed or assumed input parameters and profiles that reproduce the solar dynamo, and by comparing these results with the periods, X-ray and Ca HK activity levels, that are known for many Sun-like stars. In particular we will carry out simulations for both the Babcock-Leighton (surface) and the mean field (convection zone) alpha-effect to determine which one better reproduces the dynamo periods and activity levels of Sun-like stars, and thereby is the more likely mechanism operating in stellar (and solar) dynamos. The relevance of this work is that a better understanding of the evolution of the dynamo mechanism will enable us to make more confident predictions for the Sun's variability spanning from solar cycle-like timescales to stellar evolutionary timescales. This will provide more reliable input for space weather and Earth's climate forecasters and increases our understanding of the long term evolution of the Sun's magnetic field and its subsequent effect on the Sun-Earth connection. Title: A Time Delay Model for Solar and Stellar Dynamos Authors: Wilmot-Smith, A. L.; Nandy, D.; Hornig, G.; Martens, P. C. H. Bibcode: 2006ApJ...652..696W Altcode: Magnetohydrodynamic dynamos operating in stellar interiors produce the diverse range of magnetic activity observed in solar-like stars. Sophisticated dynamo models including realistic physics of convection zone flows and flux tube dynamics have been built for the Sun, for which appropriate observations exist to constrain such models. Nevertheless, significant differences exist in the physics that the models invoke, the most important being the nature and location of the dynamo α-effect and whether it is spatially segregated from the location of the Ω-effect. Spatial segregation of these source layers necessitates a physical mechanism for communication between them, involving unavoidable time delays. We construct a physically motivated reduced dynamo model in which, through the use of time delays, we mimic the generation of field components in spatially segregated layers and the communication between them. The model can be adapted to examine the underlying structures of more complicated and spatially extended numerical dynamo models with diverse α-effect mechanisms. A variety of dynamic behaviors arise as a direct consequence of the introduction of time delays in the system. Various parameter regimes give rise to periodic and aperiodic oscillations. Amplitude modulation leads to episodes of reduced activity, such as that observed during the Maunder minima, the length and duration of which depend on the dynamo number. Regular activity is more easily excited in the flux transport-dominated regime (when the time delay is smaller than the dissipative timescale), whereas irregular activity characterizes solutions in the diffusion-dominated regime (when the time delay is larger than the dissipative timescale). Title: Unravelling Long-Term Solar Variability: The Stars As Suns Project Authors: Nandy, D.; Martens, P. C. H. Bibcode: 2006IAUJD...8E..13N Altcode: It is well known that solar variability influences the near-Earth Space environment at short timescales of days - an effect collectively termed as Space Weather. A lesser known and more subtle influence of solar variability at longer timescales, is however, just beginning to be appreciated. This long-term solar forcing, which is sometimes referred to as Space Climate, has important consequences for the formation and evolution of planetary atmospheres, evolution of life and global climate on Earth. Understanding the Sun's variability and its heliospheric influence at such scales stretching from millennia to stellar evolutionary timescales is therefore of fundamental importance. However, our understanding of this variability, which is partly due to the evolution of the solar magnetic dynamo, is limited by solar observations which exist only from early 17^th Century onwards. In this talk I will review the "Stars as Suns" project - in which we take a novel approach to unravelling long-term solar variability through theoretical modelling and magnetic activity observations of Sun-like stars, which are at various evolutionary phases relative to the Sun. The "Stars as Suns" project is funded by the NASA Living With a Star program through grant NNG05GE47G. Title: A Surprising New Take on Scaling Laws Authors: Martens, Petrus C. Bibcode: 2006SPD....37.1705M Altcode: 2006BAAS...38R.246M I have derived analytical solutions for the 1D energy equation for static solar coronal loops for a set of heating functions parametrized as power-laws. This formalism yields a large set of solutions including loops that are mainly heated at the footpoints, at the looptop, and uniformly. I found that the analytical solutions are indistinguishable from numerical solutions produced the MSU 1D hydro-code.I also find that there is very little difference between the temperature profiles for these very different heating functions. A surprising result is though that the constant of proportionality in the classic RTV scaling law (PL T^3) depends strongly on the heating function used, yielding a potential diagnostic for the type of heating function at work in the solar corona -- assuming most loops have the same heating profile. Loops heated at the base have a large constant of proportionality, leading to overdense loops compared to the case of uniform heating, and v.v. for loops heated at the top -- an effect that had already been noticed in numerical solutions but has been inaccurately been interpreted as a violation of the scaling law.This work is supported by NASA Grant NAS5-38099 for the Transition Region and Coronal Explorer, and NNG04EA00C for the Atmospheric Imaging Assembly through subcontracts with Lockheed-Martin Solar and Astrophysics Lab. Title: Implementation of an Exponential Propagation Method to Numerically Solving the 2.5 D Stellar Dynamo Equations Authors: Munoz, Andres; Martens, P. C.; Nandy, D. Bibcode: 2006SPD....37.1202M Altcode: 2006BAAS...38Q.240M Magnetic fields in stars such as the Sun originate via a MHD dynamo mechanism working in their interior. A complete understanding of the dynamo mechanism, which involves complex and non-linear interactions between plasma flows and magnetic fields, remains an elusive and outstanding problem in Astrophysics. As an integral step in a study of stellar dynamos, part of a new MSU project entitled "Stars as Suns: Unraveling Long-term Solar Variability by Stellar Dynamo Modeling", a numerical solution for the 2D dynamo equations is being developed that uses an exponential propagation method, in which, the exponential is approximated using a projection into a Krylov subspace. As has been found in other work, this kind of numerical scheme presents a promising alternative to explicit schemes, since it is not subject to the CFL condition, and to implicit methods, since an iteration using the projection onto a Krylov subspace converges faster than an equivalent solution of the implicit formulation. Here, we outline our preliminary efforts towards developing this new numerical scheme for addressing the stellar dynamo problem.This research is supported by NASA Grant NNGO5GE47G to MSU. Title: Testing the Methods Used to Determine Loop Temperature Profiles Authors: Neal, Kerry; Winter, H. D.; Martens, P. C. Bibcode: 2006SPD....37.0113N Altcode: 2006BAAS...38..217N Determining the heating profile of coronal loops is still a fundamental problem in solar physics. In order to determine the heating profile of three candidate loops we measure their temperature profiles by employing multiple techniques; filter ratios, line ratios, emission measure (EM) loci and differential emission measure (DEM) analysis. We find that the temperature responses are largely influenced by the method of analysis employed. We compare the accuracy of these methods by creating simulations of known heating profiles along loops and repeat the methods of analysis that were used on the observed loops. In the numerical models the line of sight and ionization non-equilibrium effects can be taken into account and their effects on temperature measurement demonstrated. Results from the upcoming Atmospheric Imaging Assembly are also simulated in preparation for the upcoming mission.This work was sponsored by NASA GSFC Contract NNG04EA00C for the Atmospheric Imaging Assembly and NSF REU grant ATM-0243923. Title: Coronal Loop Database Authors: Scott, Jason; Martens, P. Bibcode: 2006SPD....37.0120S Altcode: 2006BAAS...38R.218S We have created a database of all coronal loops for which we have been able to find measurements in the published open literature, from Skylab to TRACE. The loops and a set of their physical parameters are stored in the form of an IDL structure. The physical parameters considered are: the loop half length, the electron density of the loop, and the loop temperature. The studies that produced the physical parameters along with their observing instruments are recorded in the database as well. Correlations of pressure vs. temperature and heating rates vs. loop length are investigated. Instrumental selection effects are also considered. The loop parameters and correlations derived from the loop database are then compared to theoretical and numerical models for scaling laws and heating rates.This work is supported by NASA GSRP fellowship NNG05GK64H Title: The Hi-C Sounding Rocket Experiment Authors: Golub, Leon; Cirtain, J.; DeLuca, E.; Nystrom, G.; Kankelborg, C.; Klumpar, D.; Longcope, D.; Martens, P. Bibcode: 2006SPD....37.0605G Altcode: 2006BAAS...38R.226G The High-resolution Coronal Imager, Hi-C, is a pathfinder mission designed to place significant new limits on theories of coronal heating and dynamics by measuring the structures at size scales relevant to reconnection physics. The Hi-C instrument uses normal-incidence EUV multilayer technology, as developed in the NIXT and TRACE programs. A dual-channel long focal-length telescope and large format back-illuminated CCD camera provide spectroscopic imaging of the corona at 0.1 arcsec resolution.The main objective of the Hi-C investigation is to determine the geometric configuration and topology of the structures making up the inner corona. The secondary objective is to examine the dynamics of those structures, within the constraints of the 300-seconds of observing time available from a sounding rocket. The mission is designed to study the mechanisms for growth, diffusion and reconnection of magnetic fields, and to help understand the coupling of small-scale dynamic and eruptive processes to large-scale dynamics.Hi-C will benefit from a unique coordinated observation opportunity with investigations such as AIA on SDO, XRT on Solar-B, and STEREO. Hi-C will address basic plasma physics science goals of the SSSC by observing the small-scale processes that are ubiquitous in hot magnetized coronal plasma. The scientific objectives of Hi-C are central to the SSSC goal of understanding the Sun's activity and its effects on the terrestrial environment, by providing unique and unprecedented views of the dynamic activity in the solar atmosphere. Title: The Virtual Solar Observatory and the Heliophysics Meta-Virtual Observatory Authors: Gurman, Joseph B.; Bogart, R.; Tian, K.; Hill, F.; Suárez-Sola, I.; Martens, P. C.; Yoshimura, K.; Davey, A.; Dimitoglou, G.; Hourclé, J. Bibcode: 2006SPD....37.0305G Altcode: 2006BAAS...38..222G The Virtual Solar Observatory (VSO) is now able to search for solar data ranging from the radio to gamma rays, obtained from space and groundbased observatories, from 26 sources at 12 data providers, and from 1915 to the present. The solar physics community can use a Web interface or an Application Programming Interface (API) that allows integrating VSO searches into other software, including other Web services. Over the next few years, this integration will be especially obvious as the NASA Heliophysics division sponsors the development of a heliophysics-wide virtual observatory (VO), based on existing VO's in heliospheric, magnetospheric, and ionospheric physics as well as the VSO. We examine some of the challenges and potential of such a "meta-VO." Title: Multi-Instrument Simulations of Solar Flares Using Non-Thermal Particle Tracking Authors: Winter, Henry D., III; Martens, P. C. Bibcode: 2006SPD....37.1313W Altcode: 2006BAAS...38..242W We are combining thermal plasma and non-thermal particle numerical models in order to improve flare simulations. Non-thermal particle collision models provide heating and momentum deposition for the thermal plasma. The thermal plasma models in turn provide an evolving temperature and density structure for the non-thermal particles' target plasma. This allows us to simulate thermal and non-thermal flare emission under a variety of increasingly realistic solar conditions. In this work we inject non-thermal, energetic particles into plasmas contained in loops defined by three different analytic magnetic field models. We monitor the evolution of these loops over time as it would be seen by the Reuven Ramaty High Energy Solar Spectroscopic Imager (RHESSI), The Transition Region and Coronal Explorer (TRACE), the Soft X-ray Telescope (SXT) and the Hard X-ray Telescope (HXT) onboard the Yohkoh satellite as well as the upcoming X-Ray Telescope (XRT) onboard Solar-B and the Atmospheric Imaging Array (AIA) on the Solar Dynamics Observatory.This work is supported by NASA grant NAG5-12820. Title: The VSO at Two and a Half Authors: Gurman, J. B.; Hourclé, J. A.; Bogart, R. S.; Tian, K.; Hill, F.; Suarez-Sola, I.; Wampler, S.; Davey, A. R.; Martens, P. C.; Yoshimura, K.; Zarro, D. M. Bibcode: 2006AGUSMSM31B..03G Altcode: The Virtual Solar Observatory (VSO) has survived its infancy and provides metadata search and data identification for 26 data sets held at 12 online archives, as well as flare and coronal mass ejection (CME) event lists. Like any toddler, the VSO is good at getting into anything and everything, and is now extending its grasp to more data sets and providers, new missions, and new access methods using its application programming interface (API). We discuss recent changes, including developments for STEREO and SDO, and an IDL-callable interface for the VSO API. We urge the heliophysics community to help civilize this obstreperous youngster by providing input on ways to make the VSO even more useful for system science research. Title: The EUV Unresolved Corona Authors: Cirtain, Jonathan; Martens, P. C. H.; Acton, L. W.; Weber, Mark Bibcode: 2006SoPh..235..295C Altcode: The unresolved corona for three active regions (ARs) above the solar limb is investigated. Intensities measured for ions formed above 1 MK are presented as a function of height above the solar surface. The observed decrease in intensity with altitude is found to be best fit by an exponential. Furthermore, this exponential decrease is approximately the decrease in emission expected for a hydrostatic planar geometry atmosphere, where the scale height temperature is dependent on the dynamics of the AR. For two of the ARs analyzed, we have found that the best-fit temperature derived from the exponential fits is consistent with an isothermal hydrostatic unresolved corona. Title: Unraveling long-term solar variability and its impact on space climate: The stars as suns project Authors: Nandy, D.; Martens, P. C. H. Bibcode: 2006ilws.conf..158N Altcode: It is well-known that solar variability influences the near-Earth Space environment at short timescales of days - an effect collectively termed as Space Weather. A lesser known and more subtle influence of solar variability at longer timescales is however just beginning to be appreciated. This long-term solar forcing, which is sometimes referred to as Space Climate, has important consequences for the formation and evolution of planetary atmospheres and the evolution of life and global climate on Earth. Understanding the Sun's variability and its heliospheric influence at such scales stretching from millennia to stellar evolutionary timescales is therefore of fundamental importance and a very promising area of future research. However, our understanding of this variability, which is in part connected to the evolution of the solar magnetic dynamo, is limited by continuous sunspot observations, which exist only from the early 17th Century onwards. In this paper we review the "Stars as Suns" project - in which we take a radically new approach to unraveling long-term solar variability through theoretical modeling and magnetic activity observations of Sun-like stars, which are at various evolutionary phases relative to the Sun. Title: Multithermal Analysis of a SOHO/CDS Coronal Loop Authors: Schmelz, J. T.; Martens, P. C. H. Bibcode: 2006ApJ...636L..49S Altcode: 2005astro.ph.11487S The observations from 1998 April 20 taken with the Coronal Diagnostics Spectrometer (CDS) on the Solar and Heliospheric Observatory (SOHO) of a coronal loop on the limb have shown that the plasma was multithermal along each line of sight investigated, both before and after background subtraction. The latter result relied on emission measure (EM) loci plots, but in this Letter, we used a forward-folding technique to produce differential emission measure (DEM) curves. We also calculate DEM-weighted temperatures for the chosen pixels and find a gradient in temperature along the loop as a function of height that is not compatible with the flat profiles reported by numerous authors for loops observed with the EUV Imaging Telescope (EIT) on SOHO and the Transition Region and Coronal Explorer (TRACE). We also find discrepancies in excess of the mathematical expectation between some of the observed and predicted CDS line intensities. We demonstrate that these differences result from well-known limitations in our knowledge of the atomic data and are to be expected. We further show that the precision of the DEM is limited by the intrinsic width of the ion emissivity functions that are used to calculate the DEM, which for the EUV lines considered is of the order dlogT = 0.2-0.3. Hence, we conclude that peaks and valleys in the DEM, while in principle not impossible, cannot be confirmed from the data. Title: The virtual solar observatory Authors: Young, C. A.; Gurman, J. B.; Dimitoglou, G.; Hourcle, J.; Bogart, R. S.; Tian, K.; Hill, F.; Suarz-Sola, I.; Wampler, S.; Martens, P.; Yoshimura, S.; Davey, A. Bibcode: 2006ilws.conf..226Y Altcode: The recent explosion of data quantity and complexity has lead to the need for a new way to make data available, the virtual observatory. The Virtual Solar Observatory (VSO) provides a versatile means for solar physicists to discover and share the growing sources of data. We present the development of the VSO, show the system in action and discuss how data users and data providers can benefit from it. Title: TRACE and SXT Responses to Flare Simulations Using Combined Non-Thermal Particle and Hydrodynamic Modeling Authors: Winter, H. D.; Martens, P.; Rettenmayer, J. Bibcode: 2005AGUFMSH13A0296W Altcode: Thermal plasma and non-thermal particle numerical models are combined in order to improve flare simulations. The non-thermal particle collision models provide heating and momentum deposition for the thermal plasma. The thermal plasma models in turn provide an evolving temperature and density structure for the non-thermal particles target plasma. This allows for the simulation of thermal and non-thermal flare emission under a variety of increasingly realistic solar conditions. The model flare emission is then folded through the response functions of solar observatories in order to provide simulated data that can be compared to observational results. Using this technique, Transition Region and Coronal Explorer (TRACE) and Soft X-ray Telescope (SXT) simulations are made. This provides a means to verify the predictions of multiple flare models with observed flare behavior. This work is supported by NASA grant NAG5-12820 Title: Flare Prediction and the Unresolved Corona Authors: Weber, M.; Cirtain, J.; Martens, P. Bibcode: 2005AGUFMSH13A0280W Altcode: Discovery of the precursors to flare onset are paramount to the increased need for accurate space weather prediction. A potential indicator for flaring activity may be the temperature structure of the active region background emission. The active region background, or unresolved active region corona (UARC), can be modeled using a hydrostatic model for the density stratification as a function of altitude. Exponential decreases in the intensity of EUV emission above the limb and within active regions have been used to determine the scale-height temperature of the UARC. ``Quiescent'' active region data was examined, and the scale-height temperature determined was found to be constant in time and slowly decreasing with distance from the center of the active region. ``Flaring'' active region emission was found to be quite different. Prior to the onset of the flare, the estimated scale height temperature was nearly constant. Just before the peak in the GOES 8 x-ray flux, it was determined to be multithermal, varying by as much as 0.7 MK over the multiple spectral lines observed. The scale-height temperatures were all observed to increase before the flare and reached a maximum subsequent to the GOES 8 x-ray peak.This work is supported under the TRACE mission, NASA contract SP02H8201R. Title: REU program in Solar Physics at Montana State University Authors: Martens, P. C.; Canfield, R. C.; McKenzie, D. M. Bibcode: 2005AGUFMED31A1202M Altcode: I will present an overview of the REU program in Solar Physics and Space Weather that has existed since 1999 at Montana State University, since 2003 with NSF support. I will briefly describe the goals, organization, scientific contents and results, and present statistics on applications, participants, gender balance, and diversity. This will be concluded by an overview of our plans for the future, Title: The Amplitude of Stellar X-ray Cycles Authors: Martens, P. C. H.; Chattterjee, P.; Saar, S. H.; Acton, L. W. A. Bibcode: 2005AAS...20710405M Altcode: 2005BAAS...37R1334M A decade worth of data from the Soft X-ray Telescope onboard the Japan/US/UK mission Yohkoh shows that the Sun has a variation of non-flaring disk-integrated soft X-ray emission (0.4 - 2.4 keV) of about a factor 30 over its sunspot cycle. To date no cyclic variation of that magnitude has been observed in other late-type stars.

We show that this negative result is partly explained by the inclusion of EUV emission in stellar observations done with ROSAT: we calculated what the solar signal would be if observed in the ROSAT passband and found a cycle amplitude of a factor two to three. That leaves open the question of the cycle amplitude in soft X-rays for solar-type stars.

To adress this we analysed ROSAT data for the energy band above the C-K edge, but found no sufficiently frequent observations of individual stars. The next best approach is to compare the measured soft X-ray flux for singly observed stars with the average flux predicted from the star's Rossby number: if cycles with amplitudes as large as that of the Sun exist, the residual fluxes should be statistically significant. From a sample of about 15 single and cyclic late-type stars (as evidenced from Ca-K data) we find that with 99.6% certainty the residual fluxes are due to X-ray cycles that are similar to or greater than that of the Sun. Title: The Magnetic Activity of Solar-like Stars at Different Main-Sequence Ages Authors: Lakatos, S. L.; Nandy, D.; Martens, P. Bibcode: 2005AAS...20711104L Altcode: 2005BAAS...37.1342L We report on a study of modeling stellar magnetic activity inferred through CaII H+K and ROSAT X-ray emission. The purpose of this project is to create a subset of stars with similar properties to the Sun, but with a wide range of ages (0.6 - 10 Gyrs); to study the CaII H+K emission data and decipher how the stars' emission changes with age; and to compare the X-ray activity to the CaII H+K activity. The ultimate goal of this project is to determine and use the relationships between the stellar parameters to understand the evolution of the magnetic dynamo from an younger Sun to an older Sun. This research is supported by a NSF Research Experience for Undergraduates grant ATM-0243923 and a NASA Living With a Star grant NNG05GE47G to Montana State University. Title: Dynamics of Active Region Loops: Temperature Measurements as a function of Time Authors: Cirtain, J. J.; del Zanna, G.; Mason, H.; Deluca, E.; Martens, P. Bibcode: 2005AGUFMSH44A..03C Altcode: The combination of moderate resolution EUV spectroscopy and high resolution narrow band filter images provides the most accurate measure of temperature and density for coronal loops to date. We will demonstrate our technique for combining the data sets from the Coronal Diagnostic Spectrometer on SoHO and the Transition Region and Coronal Explorer. Background subtracted spectral intensities are used to determine the temperature of coronal loops and the TRACE images help determine the loop cross-section, temporal variability, and filling factor. The resulting temperature profiles for multiple positions along a loop leg are determined using the EM LOCI method, and a technique for determining whether a single temperature can characterize the plasma is also presented. We compare the results of our study to current models. Title: Low-order stellar dynamo models Authors: Wilmot-Smith, A. L.; Martens, P. C. H.; Nandy, D.; Priest, E. R.; Tobias, S. M. Bibcode: 2005MNRAS.363.1167W Altcode: 2005MNRAS.tmp..855W Stellar magnetic activity - which has been observed in a diverse set of stars including the Sun - originates via a magnetohydrodynamic dynamo mechanism working in stellar interiors. The full set of magnetohydrodynamic equations governing stellar dynamos is highly complex, and so direct numerical simulation is currently out of reach computationally. An understanding of the bifurcation structure, likely to be found in the partial differential equations governing such dynamos, is vital if we are to understand the activity of solar-like stars and its evolution with varying stellar parameters such as rotation rate. Low-order models are an important aid to this understanding, and can be derived either as approximations of the governing equations themselves or by using bifurcation theory to obtain systems with the desired structure. We use normal-form theory to derive a third-order model with robust behaviour. The model is able to reproduce many of the basic types of behaviour found in observations of solar-type stars. In the appropriate parameter regime, a chaotic modulation of the basic cycle is present, together with varying periods of low activity such as that observed during the solar Maunder minima. Title: Improving Flare Simulations by Combining Hydrodynamics Modeling with Stochastic Particle Transport Authors: Winter, H. T.; Martens, P. Bibcode: 2005AGUSMSP21A..11W Altcode: Currently flare models include heating due to non-thermal particle collisions as analytical, and often static, inputs to numerical hydrodynamics codes. While this has aided in our understanding of flare dynamics, it does not adequately represent the complexity of the interaction between thermal and non-thermal particles in a flaring region and cannot completely describe multi-wavelength observations of solar flares. In order to improve the current state-of-the-art flare simulations, we are combining thermal and stochastic non-thermal numerical modeling codes in order to simulate flare emission under a variety of theoretical and realistic solar conditions. The theoretical flare emission is then folded through the response functions of solar observatories in order to provide theoretical data that can be compared to observational results. This provides a means to test multiple flare models with observed flare behavior. This work was supported by NASA grant NAG5-12820 Title: CME Population Distributions: Science Facilitated by the VSO Authors: Davey, A.; Wills-Davey, M.; Gurman, J.; Bogart, R.; Dimitoglou, G.; Hill, F.; Hourcle, J.; Martens, P.; Suarez Sola, I.; Tian, K.; Wampler, S.; Yoshimura, K. Bibcode: 2005AGUSMSP23A..09D Altcode: The Virtual Solar Observatory (VSO) exists to simplify and unify access to Solar Physics data. It provides a single interface to a broad spectrum of data types and sources which previously would have required considerable effort to collect. Using this ability to combine data sources, we access the entire SOHO/LASCO CME catalog and compare it with GOES observations of X-ray flares. Because we consider these data in their entirety, we find several instances where the results of less extensive studies may show unintentional selection effects. As a subpopulation, we specifically consider LASCO-observed halo CMEs. In agreement with previous studies, we find halo CMEs are the bulk of the fastest events. This selection effect is consistent with randomly-distributed CMEs extending over wide angles (>120 degrees). We also examine the lack of slower halo CMEs; otherwise randomly-distributed events are rarely Earth-directed. While geometric and Thomson scattering issues make less-energetic halo CMEs hard to detect, this dearth of slow observations may represent an additional seeing threshold. The lack of low-energy detections may account for the disparity in LASCO.s prediction of Kp ≥ 6 vs. Kp ≥ 5 geomagnetic storms. Title: The Virtual Solar Observatory: Still a Small Box Authors: Gurman, J. B.; Bogart, R. S.; Davey, A. R.; Dimitoglou, G.; Hill, F.; Hourclé, J. A.; Martens, P. C.; Suárez-Sola, I.; Tian, K. Q.; Wampler, S.; Yoshimura, K. Bibcode: 2005AGUSMSH43B..03G Altcode: Two and a half years after a design study began, and a year and a half after development commenced, version 1.0 of the Virtual Solar Observatory (VSO) was released at the 2004 Fall AGU meeting. Although internal elements of the VSO have changed, the basic design has remained the same, reflecting the team's belief in the importance of a simple, robust mechanism for registering data provider holdings, initiating queries at the appropriate provider sites, aggregating the responses, allowing the user to iterate before making a final selection, and enabling the delivery of data directly from the providers. In order to make the VSO transparent, lightweight, and portable, the developers employed XML for the registry, SOAP for communication between a VSO instance and data services, and HTML for the graphic user interface (GUI's). We discuss the internal data model, the API, and user responses to various trial GUI's as typical design issues for any virtual observatory. We also discuss the role of the "small box" of data search, identification, and delivery services provided by the VSO in the larger, Sun-Solar System Connection virtual observatory (VxO) scheme. Title: Building a Virtual Solar Observatory: Lessons Learned Authors: Bogart, R. S.; Tian, K. Q.; Davey, A.; Dimitoglou, G.; Gurman, J. B.; Hill, F.; Hourclé, J.; Martens, P. C.; Suárez-Sola, I.; Wampler, S.; Yoshimura, K. Bibcode: 2005AGUSMSH51B..05B Altcode: Two years into its development, the VSO has emerged from a drawing board concept into a full-fledged data query and data delivery system serving the Solar Physics community. Throughout its development, the VSO has lived up to its `small box' motto and has built light-weight servers that can easily run on a desktop or laptop. The two basic functions of the VSO are data query and data delivery. For these functions, the VSO servers act like switchboards, dispatching query/data requests to relevant data providers. More important, these servers present an abstraction that integrates diverse data archives, thus reducing complexity. The design of the VSO has evolved during its implementation in response to difficulties and user feedback. We discuss the changes in areas such as the data model, user interface, and performance. These lessons should be of interest to people designing and building other virtual observatories. We also discuss challenges and opportunities we foresee as the VSO becomes a significant and enabling research tool. Title: EUV Observations of Active Region Dynamics Authors: Deluca, E. E.; Cirtain, J. W.; del Zanna, G.; Mason, H. E.; Martens, P. C.; Schmelz, J.; Golub, L. Bibcode: 2005AGUSMSP33A..03D Altcode: Data collected during SoHO JOP 146, in collaboration with TRACE, is used to investigate the physical characteristics of coronal active region loops as a function of time and position along and across loop structures. These data include TRACE images in all three EUV passbands, and simultaneous CDS spectroscopic observations. Preliminary measurements of the loop temperature both along the loop half-length and loop cross-section are presented as a function of time. We will show the temperature and density profiles of several structures as a function of position, show changes in temperature and density with time and characterize the coronal background emission. Questions raised by these results will be greatly advanced with the high resolution spectra available from the EIS on Solar-B. Title: An Hour in the Life of Coronal Loops Authors: Cirtain, J. W.; Scott, J. T.; Martens, P. C. H.; Winter, H. D. Bibcode: 2004AAS...205.1011C Altcode: 2004BAAS...36R1351C Application of a new physics-based background subtraction method has allowed for investigation of the physical properties of coronal loops with unprecedented accuracy. We determine the temperature, emission measure, and pressure along multiple EUV coronal loops as a function of time and space, as well as their cross-section. With these measures of physical observables we have calculated the rate of change of pressure for the loops. Title: Doing Science with the VSO: Signatures of CME Initiation Authors: Davey, A. R.; Wills-Davey, M.; Gurman, J. B.; Bogart, R.; Tian, K. Q.; Martens, P.; Yoshimura, K.; Hill, F.; Suarez-Sola, I.; Hourclé, J.; Dimitoglou, G.; Wampler, S. Bibcode: 2004AGUFMSH21B0414D Altcode: The Virtual Solar Observatory (VSO) was designed to simplify and unify access to solar physics data. It provides a single interface to a broad range of data types and sources which previously would have required considerable effort to collect one by one. By combining access to online data sources with published scientific catalogs, the VSO can facilitate new science. This study seeks to investigate whether signatures of coronal mass ejection (CME) initiation can be used to constrain CME initiation models. We selected events from the SOHO/LASCO CME catalog, generated a time window between the calculated CME ``start time" and the first observation of the CME in LASCO C2, and examined EIT ``CME Watch" and H-alpha observations identified by a VSO query as falling in the specified time windows. We prioritized the EUV data by selecting those events for which GOES data indicated a flare, and identified flare sites and dimming regions in the EUV data, with the aim of more precisely determining CME initiation locations and times. In addition, we used H-alpha data to investigate CME's associated with by filament eruptions. The results allow us to calculate minimum acceleration rates, and determine correlations between coronal structures, ejection events, and acceleration rates. We use these correlations in turn to identify viable CME initiation mechanisms. Title: Cosmological stabilization of moduli with steep potentials Authors: Brustein, R.; de Alwis, S. P.; Martens, P. Bibcode: 2004PhRvD..70l6012B Altcode: 2004hep.th....8160B A scenario which overcomes the well-known cosmological overshoot problem associated with stabilizing moduli with steep potentials in string theory is proposed. Our proposal relies on the fact that moduli potentials are very steep and that generically their kinetic energy quickly becomes dominant. However, moduli kinetic energy redshifts faster than other sources when the universe expands. So, if any additional sources are present, even in very small amounts, they will inevitably become dominant. We show that in this case cosmic friction allows the dissipation of the large amount of moduli kinetic energy that is required for the field to be able to find an extremely shallow minimum. We present the idea using analytic methods and verify with some numerical examples. Title: STEREO in the Virtual Solar Observatory Context Authors: Hourcle, J. A.; Bogart, R.; Davey, A.; Gurman, J. B.; Hill, F.; Martens, P.; Suarez-Sola, I.; Tian, K.; Yoshimura, K. Bibcode: 2004AGUFMSH21B0413H Altcode: The Virtual Solar Observatory (VSO) was designed with the goal that it handle heterogeneous data sets from multiple observatories. With its two spacecraft and multiple instruments, the STEREO mission provides an excellent example of solar physics research based on multiple data sets, and a good test of the abilities of the VSO. Here we will discuss how the VSO will meet the key challenges that STEREO presents. In particular, the wide range of data classes and the non-stationary viewpoints of the two spacecraft demand a flexible underlying data model of the VSO. Title: The Virtual Solar Observatory: status and initial operational experience Authors: Hill, Frank; Bogart, Richard S.; Davey, Alisdair; Dimitoglou, George; Gurman, Joseph B.; Hourcle, Joseph A.; Martens, Petrus C.; Suarez-Sola, Igor; Tian, Karen; Wampler, Steven; Yoshimura, Keiji Bibcode: 2004SPIE.5493..163H Altcode: The Virtual Solar Observatory (VSO) is a bottom-up grassroots approach to the development of a distributed data system for use by the solar physics community. The beta testing version of the VSO was released in December 2003. Since then it has been tested by approximately 50 solar physicists. In this paper we will present the status of the project, a summary of the community's experience with the tool, and an overview of the lessons learned. Title: On the Combination of TRACE and CDS data Authors: Scott, J. T.; Cirtain, J. W.; Martens, P. C. H.; Winter, H. D. Bibcode: 2004AAS...204.7307S Altcode: 2004BAAS...36..801S Data collected by the Transition Region and Coronal Explorer (TRACE) and the Coronal Diagnostic Spectrometer (CDS) of an Active Region above the limb is examined. We have developed a co-alignment routine which finds the limb in each image and uses a cross correlation feature tracking algorithm to produce co-spatial images that are accurate to within 4\arcsec. TRACE generated an image for every CDS exposure. We have taken these images and selected only the portion of the TRACE field of view which was co-temporal with each CDS exposure, in essence generating a high resolution TRACE snapshot for each of the CDS exposures. We compare this image to the CDS raster, a composite of all 40 exposures taken during the study. We were able to determine the number of TRACE resolved features within each CDS pixel in an effort to provide an accurate lower bound estimate for the CDS filling factor. We were also able to show that structures with the same apparent brightness in the TRACE images are not necessarily at the same temperature and density.

This research is supported by NASA TRACE grant 426960, NASA GSRP fellowship 425175, and NASA grant NAG5-12820 Title: The Diffuse EUV Corona Authors: Cirtain, J. W.; Martens, P. C. H.; Acton, L. W.; Scott, J. T. Bibcode: 2004AAS...204.7304C Altcode: 2004BAAS...36..800C Recent investigations have shown that the EUV corona could have two primary components; one at relatively static high temperature ( 2 MK) and another dynamic at a low temperature (below 1 MK). These two coronal constituents are within the temperature ranges observed by the Transition Region and Coronal Explorer (TRACE), and are easily resolved using the spectral capabilities of the Coronal Diagnostic Spectrometer (CDS) on SoHO. We analyze an Active Region above the limb and determine emission measure scaling laws for the high temperature components. We also provide an estimate of the physical properties of the cool loops observed during the study. Through the use of the scaling laws we have developed a method to subtract the static coronal component from TRACE images. We then use the resultant TRACE 173 Å images to determine the changes in temperature and density in these loops as a function of time. This allows us to calculate the heating rate for the dynamic cool structures.

This work is supported in part via NASA GSRP fellowship (425175) Title: Solar and Stellar X-ray Cycles Authors: Martens, P. C. H.; SADE Team Bibcode: 2004AAS...204.2103M Altcode: 2004BAAS...36Q.688M Stern et al. have shown that Yohkoh-SXT full disk X-ray irradiance shows an 11 year cycle with an max/min amplitude ratio of a factor 30. Similar cyclic X-ray variation in Sun-like stars observed by ROSAT and its predecessors is observed in only a few cases and limited to a factor two or three. We will show, by means of detailed bandpass comparisons, that this discrepancy cannot be ascribed to the differences in energy response between SXT and the stellar soft X-ray detectors. Is the Sun exceptional? After centuries of geocentric and heliocentric worldviews we find this a difficult proposition to entertain. But perhaps the Sun is a member of a small class of late-type stars with large amplitudes in their X-ray cycles. The stellar X-ray observations listed in the HEASARC catalog are too sparse to verify this hypothesis.

To resolve these and related questions we have proposed a small low-cost stellar X-ray spectroscopic imager originally called SADE to obtain regular time series from late and early-type stars and accretion disks. This instrument is complimentary to the much more advanced Chandra and XMM-Newton observatories, and allows them to focus on those sources that require their full spatial and spectral resolution. We will describe the basic design and spectroscopic capability of SADE and show it meets the mission requirements. Title: Implementation of the Virtual Solar Observatory Authors: Davey, A. R.; Bogart, R. S.; Gurman, J. B.; Hill, F.; Hourcle, J.; Martens, P. C.; Suarez-Sola, I.; Tian, K. Q.; Yoshimura, K. Bibcode: 2004AAS...204.7002D Altcode: 2004BAAS...36..796D The Virtual Solar Observatory (VSO) integrates diverse solar data archives into a virtual collection providing common search and delivery services. Having developed from a prototype installation involving four major archives, it is now in the process of expanding to include a larger variety of archives and data types. We are also refining and expanding its services and user interfaces and defining an API. We have defined a working extensible data model enabling us to provide more detailed and comprehensive search capabilities and to incorporate additional data products. The API will allow people to construct their own interfaces to the core VSO functionality and integrate with other web services and other virtual observatories. Here we describe the structure of VSO as currently implemented and what is required to incorporate additional archives. Title: The Virtual Solar Observatory -- the Why, What, How and Where Authors: Hill, F.; Bogart, R. S.; Davey, A.; Dimitoglou, G.; Gurman, J. B.; Martens, P. C.; Tian, K.; Wampler, S. Bibcode: 2003AGUFM.U22A0012H Altcode: Observational solar physics almost always involves the comparison of several data sets obtained by different instruments and stored in a variety of archives. Currently a researcher must laboriously locate the relevant archives, search them with idiosyncratic interfaces, and retrieve the data by a number of methods. The VSO is a tool to streamline this process by providing a single unified interface and search tool for solar archives. Eventually this will be supplemented by distributed computing tools which will enable queries based on data itself, in addition to standard queries on metadata. The VSO will enable a new class of solar research -- large-scale correlative statistical studies on many data sets, thereby facilitating space weather studies. An example of a use case is a helioseismic study of the subsurface structure of cornal hole boundaries and possible predictive links between the solar interior and the solar wind. An intital prototype has been built linking archives at GSFC, Stanford, MSU, and NSO. This prototype has been constructed using a combination of XML, SOAP, and Perl technologies, and a beta release is available now. The initial set of archives will soon be expanded to include archives at HAO, NGDC, and selected NOAA feature and event catalogues. In the next 2 years, additonal service providers will be added, the user interface will be fully developed, and distributed computing tools will be initiated. Title: The Effect of Background Subtraction on the Temperature of EIT Coronal Loops Authors: Schmelz, J. T.; Beene, J. E.; Nasraoui, K.; Blevins, H. T.; Martens, P. C. H.; Cirtain, J. W. Bibcode: 2003ApJ...599..604S Altcode: We have selected a sample of 10 coronal loops that were clearly visible in the 171 Å passband of the SOHO EIT, five on the limb and five on the disk. Our analysis was limited to 171/195/284 image ``triplets''-observations taken when the instrument cycles through the different passbands during routine operations. This cycle takes only a few minutes, so each of these nonflaring structures did not change significantly during the cycle. We chose five pixels along each loop and five carefully selected background pixels. Temperature analysis was done four different ways: (1) standard EIT analysis on the five loop pixels with no background subtraction; (2) constant background subtraction for each EIT image; (3) pixel pair background subtraction; and (4) radial background array subtraction (this method works only for loops observed above the limb). Each method produced two estimates of temperature for each loop pixel, one from the 171:195 ratio and the second for the 195:284 ratio. Both ratios produced loops with a uniform temperature, but each ratio results in a statistically different temperature value, perhaps indicating that the plasma along the line of sight was not isothermal. Background subtraction did not affect the EIT temperature analysis, i.e., the results were the same with and without background subtraction. The results for loops on the limb were ``cleaner'' i.e., had less scatter, than for loops on the disk. Finally, we did a similar temperature analysis with five randomly chosen pixels for each data set. The results were the same as for the loop pixels: two statistically different, uniform temperature ``structures.'' These findings indicate that EIT ratio analysis does not generate a physically meaningful value for the electron temperature. Title: Measurements of Flux Cancellation During Filament Formation Authors: Wood, Paul; Martens, Piet Bibcode: 2003SoPh..218..123W Altcode: We study the process of flux cancellation and filament formation in a nest of three decaying active regions, using data from SOHO MDI and EIT, and Hα images from Meudon and Big Bear. We find that there are no apparent EUV loops connecting the two poles of a cancelling feature prior to and during cancellation, suggesting an absence of coronal magnetic connectivity between these opposite polarity flux patches. We further find that the cancellation occurs at the ends of the Hα sections of the filament and is accompanied by a noticeable increase in Hα intensity and linkage of the Hα sections, but that the locations of the links remain the weakest in Hα absorption. We present our measurements of the amount of flux cancelled at each site and show it is in agreement with an estimate of the axial flux contained in the filament. We also observe two events of flux emergence, and find that they do not influence the filament formation in this case. We compare our results with similar measurements in recent papers and find agreement for the amounts of cancelled flux per patch, except for one case in a young emerging active region, for which we provide an alternative interpretation. We conclude that our measurements of flux cancellation are consistent with both the scenarios in which the filament is formed through ``head-to-tail" linkage, as well as the scenario in which filament flux tubes emerge as a whole from below the photosphere, but that only the former scenario is consistent with the apparent absence of coronal magnetic links between the cancelling magnetic patches. Title: Data Integration in the Virtual Solar Observatory Authors: Bogart, R. S.; Davey, A.; Dimitoglou, G.; Gurman, J. B.; Hill, F.; Martens, P. C.; Tian, K. Q.; Wampler, S. Bibcode: 2003AGUFMSH42A0503B Altcode: The aim of the Virtual Solar Observatory (VSO) is the integration of diverse data archives relevant to the study of Solar Physics into a virtual collection providing common search and delivery services. The back-end query services are implemented as Web Services and accessible via the Simple Object Access Protocol (SOAP). SOAP defines a remote procedure call mechanism that employs HTTP as its transport and encodes the client-server interactions in XML documents. In addition to its core function in identifying relevant datasets locally, a SOAP server at each data provider acts as a wrapper that maps descriptions in an abstract data model to those in the provider's specific model, and vice versa. Heterogeneous data search services can thereby be integrated with a common interface. This allows scientists to access multiple archives with differing data organizations at once, enhancing their ability to discover and and analyze correlative data from multiple sources. We have chosen two SOAP implementations for the VSO: SOAP::Lite and OpenSOAP. The former, written in Perl, is suitable for fast and flexible prototyping in data search applications. SOAP::Lite servers have been set up at each of the VSO archives, and can be readily installed at other servers. OpenSOAP, written in C with built-in support for service description and dispatch, may prove useful in transforming current computing utilities into Web Services. We report on initial experiments using OpenSOAP to provide additional services to the basic query functionality of VSO. Title: SADE: The starspot and dynamo explorer Authors: Martens, P. C. H.; Acton, L. W. A.; Klumpar, D.; Kankelborg, C.; Stern, R. A.; Peres, G.; Culhane, J. L. Bibcode: 2003AdSpR..32.1123M Altcode: We propose a mission called SADE, the Starspot And Dynamo Explorer, to study dynamo activity in nearby late-type stars. The onboard instruments will be a Ca-K telescope for magnetically dominated chromospheric emission, and an X-ray grazing incidence telescope to study coronal emission. We design the mission for a life-time of 15 years or longer to capture a full activity cycle for most solar-type stars. We aim to firmly establish the spectrum of the relation between chromospheric and corona' emission in late-type stars, and capture one or more stars going into or coming out of a Maunder type minimum. Operation costs will be kept to a minimum by automating mission operations to a maximum, and have the science operations be carried out by students at Montana State University. Title: Analysis of a coronal loop on the limb Authors: Cirtain, J. W.; Martens, P. C. H.; Winter, H. D. Bibcode: 2003AdSpR..32.1117C Altcode: The ability to accurately measure the temperature and density of the solar atmosphere is essential to understanding the physical nature of Coronal loops. After data has been corrected to account for cosmic ray incidents on the CCD and instrumental effects, there are additional sources of error that must also be addressed. We applied a correction to the intensities for spectral lines to account for line of sight effects. Having performed these procedures, the corrected intensities from the Coronal Diagnostic Spectrometer are then used to produce differential emission measure curves with much improved error estimates Title: Yohkoh-SXT Observations of reconnection Authors: Martens, P. C. H. Bibcode: 2003AdSpR..32..905M Altcode: In this paper I review the different strong indications for the occurrence of reconnection in the solar corona observed of with Yohkoh-SXT. I make a distinction between the unique indicator of reconnection, i.e. the change in connectivity in the magnetic field, and non-unique signatures of reconnection, that also can originate from other processes. I review five different types of Yohkoh-SXT observations that indicate reconnection in the solar corona: erupting plasmoids, X-ray jets, formation of sigmoids through "linkage", the existence of interconnecting loops, and the rigid rotation of coronal holes. I conclude that the presence of reconnection in the solar corona has been established with near certainty, but that higher resolution soft X-ray and EUV observations are needed to firmly establish the full physical picture for each of The phenomena described. Title: The Role of Magnetic Reconnection in the Formation of Transequatorial Loops Authors: Martens, P. C. H. Bibcode: 2003SPD....34.1002M Altcode: 2003BAAS...35..825M Transequatorial loops often bridge large regions of very small field strength in which no emergence other than that of tiny dipoles is observed. It is very unlikely on theoretical grounds, and has never been observed, that such loops emerge as pre-existing flux tubes from below the chromosphere. Moreover, of the two active regions that these loops connect one is usually demonstrably older than the other, so that a loop connecting them could not have emerged with the older one, because it would have had nowhere to connect to. Taken together this is nearly indisputable evidence of reconnection in the corona.

I will review a number of recently published observations that support the statements above, and consider the implications for dynamo models from the coronal formation of transequatorial loops Title: The Virtual Solar Observatory: The Best-Laid Schema Authors: Gurman, J. B.; Dimitoglou, G.; Hill, F.; Wampler, S.; Bogart, R. S.; Tian, K.; Martens, P.; Davey, A. Bibcode: 2003SPD....34.0203G Altcode: 2003BAAS...35..807G Work on a protoype Virtual Solar Observatory (VSO) is now under way. The prototype will offer access to data from online solar archives at Stanford, NSO, Montana State, and the SDAC. We discuss some of the features of the VSO for users, as well as the basic design and some of the technical aspects, including the use of XML schemas and SOAP to allow users a single access method for disparate data services. Title: TRACE and CDS: JOP 146 Data Analysis Part I Authors: Scott, J. T.; Cirtain, J. W.; Martens, P. C. H. Bibcode: 2003SPD....34.1705S Altcode: 2003BAAS...35..838S Joint Observing Program 146 was designed to collect data on coronal loops using the Coronal Diagnostic Spectrometer on SoHO and the Transition Region and Coronal Explorer. These two instruments collectively provide high spatial, temporal and temperature resolution. Calibration of the 171 Å filter on TRACE to spectral line intensities collected by CDS combines these qualities to produce the most detailed data currently available for the solar corona. We have determined an absolute value for the wavelengths of ions in data collected on September 18, 2001. This wavelength was then used to determine the Doppler shifts for many points along a coronal loop. The resulting values for velocity and intensity of Mg IX were then compared to the flux measured by the TRACE 171 Å filter. We find a appreciable correlation between the 171 Å filter and Mg IX. We use this determination to develop method of Differential Emission Measure analysis that provides a DEM for any pixel along a loop at nearly the same instant in time. This is uncharacteristic of DEM curves typically created from CDS data, as these curves are highly time dependant. Title: First Steps Towards a VSO Authors: Davey, A. R.; Bogart, R. S.; Dimitoglou, G.; Gurman, J. B.; Hill, F.; Martens, P. C.; Tian, K. Q.; Wampler, S. Bibcode: 2003SPD....34.0311D Altcode: 2003BAAS...35..810D Work has started on constructing the Virtual Solar Observatory. This poster describes some of the components of the VSO and the first steps that have been taken to implement these components. A description of the overall VSO structure is given, along with descriptions of data and meta-data models, methods by which these data model are used by the VSO, details of how VSO nodes are interconnected * and ideas on the likely format of the VSO API. As an example, the inclusion of Yohkoh-SXT data at MSU and the future inclusion of the Yohkoh-Galileo project data will be discussed.

* See also ``Data Integration Using SOAP in the VSO" by Tian et al. Title: SADE: Starspot and Dynamo Explorer Authors: Martens, P. C. H. Bibcode: 2003SPD....34.2003M Altcode: 2003BAAS...35..844M In soft X-rays the solar coronal radiance varies by a factor of 70 over the solar activity cycle. A similar variation in most stars in the existing X-ray database has not been found (Stern 2001); even stars which exhibit chromospheric activity cycles show only marginal evidence for X-ray cycles. This is rather puzzling as the time span and multiple coverage of the X-ray sky should reveal at least a hint of such a pronounced cyclical variation.

By the time of the meeting we will have submitted a SMEX proposal with the above acronym to determine the nature and amplitude of the variation in X-ray emission of nearby solar analogs that have a cyclic chromospheric Ca-K variability similar to that of the Sun. In doing so we aim to expand our knowledge of the parameter space of stellar dynamos, which will lead to a better understanding of the dynamo process in general -- an unresolved fundamental problem in astrophysics -- and the solar dynamo in particular. This is an investigation at the cross-section of the NASA themes ``Structure and Evolution of the Universe", and the ``Sun-Earth Connection".

In my presentation I will describe the SADE instrument design, observing strategy, and possible science results. SADE is proposed by a consortium led by MSU, including Swales, CfA, LMSAL, UCL, OAP, and Bangalore. Title: Building an On-line Catalog of Correlated Solar Prominence and Sigmoid Images Authors: Merriot, I. V.; Pevtsov, A.; Martens, P. Bibcode: 2003SPD....34.0310M Altcode: 2003BAAS...35R.809M Predicting solar weather is a complex endeavor. The correlation between X-ray sigmoids and coronal mass ejections (CMEs) has been established but the role of the prominence in association with the sigmoid and CME is not yet clear. This study catalogs the correlation between prominence behavior and sigmoids --before and after-- a CME takes place.

CME, sigmoid and filament occurrences were correlated using the Yashiro online catalog (SOHO), the SXT sigmoid catalog (Yohkoh) and archived H-alpha film from the flare patrol telscope (NSO/SP). When correlations were found, the H-alpha full disk images were digitized to embrace time periods of 2-3 hours before and after the CME event where changes in filament were notable. The culmination of this study will be a web-based catalog of data in text and images showing filament dynamics when sigmoids leading to CMEs are present.

This study is funded, in part, by the Murdoch Foundation. Title: Data Integration Using SOAP in the VSO Authors: Tian, K. Q.; Bogart, R. S.; Davey, A.; Dimitoglou, G.; Gurman, J. B.; Hill, F.; Martens, P. C.; Wampler, S. Bibcode: 2003SPD....34.0312T Altcode: 2003BAAS...35..810T The Virtual Solar Observatory (VSO) project has implemented a time interval search for all four participating data archives. The back-end query services are implemented as web services, and are accessible via SOAP. SOAP (Simple Object Access Protocol) defines an RPC (Remote Procedure Call) mechanism that employs HTTP as its transport and encodes the client-server interactions (request and response messages) in XML (eXtensible Markup Language) documents.

In addition to its core function of identifying relevant datasets in the local archive, the SOAP server at each data provider acts as a "wrapper" that maps descriptions in an abstract data model to those in the provider-specific data model, and vice versa. It is in this way that VSO integrates heterogeneous data services and allows access to them using a common interface. Our experience with SOAP has been fruitful. It has proven to be a better alternative to traditional web access methods, namely POST and GET, because of its flexibility and interoperability. Title: Strawman Concept for A Virtual Solar Observatory Authors: Martens, P. C. H.; Gurman, J. B.; Hill, F.; Bogart, R. S.; Davey, A.; Dimitoglou, G.; Tian, K.; Wampler, S. Bibcode: 2002AAS...20114103M Altcode: 2003BAAS...35..567M We propose here an architecture and feature set for a prototype Virtual Solar Observatory (VSO). The prototype will not include all the features that might eventually become part of the VSO, nor even all the features that are concurrently under development elsewhere that should become parts of the VSO's functionality. It is possible to approach the design of such a system in at least two different ways. In one (top-down), all possible features and uses of a system are studied, and the best solution for as many as possible is proposed. This is the approach taken by the European Grid of Solar Observations (EGSO). Alternately, one can approach a system design from the bottom up, and ask what the essential element or elements of the design have to be in order to have a functioning and useful system.

The VSO study group decided, after examining different approaches to abstracting the procedures for solar data identification and access, to build the “smallest box” possible around that problem, rather than attempting to draw a box around all possible aspects of a VSO. This design will be presented in the poster. Title: The Right Amount of Glue: Technologies and Standards Relevant to a Future Solar-Terrestrial Data Environment Authors: Gurman, J. B.; Dimitoglou, G.; Bogart, R. S.; Tian, K. Q.; Hill, F.; Wampler, S.; Martens, P. C.; Davey, A. Bibcode: 2002AGUFMSH52C..03G Altcode: In order to meet the challenge of developing a new system science, we will need to employ technology that enables researchers to access data from fields with which they are at least initially unfamiliar as well as from sources they use more regularly. At the same time, the quantity of data to be obtained by missions such as the Solar Dynamics Observatory demands ease and simplicity of data access. These competing demands must in turn fit within severely constrained funding for data analysis in such projects. \p Based on experience in only a single discipline but with a diversity of data types and sources, we will give examples of technology that have made a significant difference in the way people do science. Similarly, we will show how adoption of a well-dcoumented data format has made it easier for one community to search, reduce, and analyze data. We will also describe a community-supported data reduction and analysis software tree with useful features.\p We will attempt to generalize the lessons learned in these instances to features the broader, solar-terrestrial community might find compelling, while avoiding overdesign of a common data environment.\p Title: The Inadequacy of Temperature Measurements in the Solar Corona through Narrowband Filter and Line Ratios Authors: Martens, P. C. H.; Cirtain, J. W.; Schmelz, J. T. Bibcode: 2002ApJ...577L.115M Altcode: We analyze the determination of coronal line-of-sight temperatures with the technique of narrowband filter ratios that is currently employed for data obtained with the Transition Region and Coronal Explorer and the EUV Imaging Telescope on board the Solar and Heliospheric Observatory. We demonstrate that the simple fact that the observed differential emission measure curves in coronal loops have a broad plateau everywhere along the length of the loop leads to the finding of isothermal loops with different temperatures for each pair of filters. We show that none of the temperatures thus obtained correctly describe the state of the loop plasma, which instead must be characterized by the full differential emission measure per pixel. We conclude that the recent discovery of a new class of isothermal loops is probably a mere artifact of the narrowband filter ratio method and show that the shift in the location of the plateau in the differential emission measure along the loop indicates significant heating near the loop tops. Title: Methods of Temperature and Emission Measure Determination of Coronal Loops Authors: Cirtain, J. W.; Schmelz, J. T.; Martens, P. C. H. Bibcode: 2002AAS...200.1605C Altcode: 2002BAAS...34..667C Recent observational results from both SOHO-EIT and TRACE indicate that coronal loops are isothermal along their length (axially). These results are obtained from a narrowband filter ratio method that assumes that the plasma is isothermal along the line of sight (radially). However, these temperatures vary greatly from those derived from differential emission measure (DEM) curves produced from spectral lines recorded by SOHO-CDS. The DEM results indicate that the loops are neither axially nor radially isothermal. This discrepancy was investigated by Schmelz et al. (2001). They chose pairs of iron lines from the same CDS data set to mimic the EIT and TRACE loop results. Ratios of different lines gave different temperatures, indicating that the plasma was not radially isothermal. In addition the results indicated that the loop was axially isothermal, even though the DEM analysis of the same data showed this result to be false. Here we have analyzed the EIT data for the CDS loop published by Schmelz et al. (2001). We took the ratios of the 171-to-195 and 195-to-284 filter data, and made temperature maps of the loop. The results indicate that the loop is axially isothermal, but different temperatures were found for each pair of filters. Both ratio techniques force the resultant temperature to lie within the range where the response functions (for filters) or the emissivity functions (for lines) overlap; isothermal loops are therefore a byproduct of the analysis. This conclusion strengthens support for the idea that temperature and emission measure results from filter ratio methods may be misleading or even drastically wrong. This research was funded in part by the NASA/TRACE MODA grant for Montana State University. Solar physics research at the University of Memphis is supported by NASA grant NAG5-9783. Title: The Point Spread Function of the Yohkoh Soft X-ray Telescope Authors: McKenzie, D. E.; Gburek, S.; Acton, L. W.; Martens, P. C. Bibcode: 2002AAS...200.5502M Altcode: 2002BAAS...34Q.732M The point spread function (PSF) of the Yohkoh solar observatory's Soft X-ray Telescope has two primary components, a sharply defined core and a diffuse wing due to photon scattering. Because the extent of the PSF is significantly wider than a single pixel, its characterization is useful for improvement of the quality of the SXT images. We will present results from analyses of the two PSF components, and demonstrate our best model of the core and scattering wing of the SXT point spread function. An example of PSF deconvolution to remove the effects of photon scattering will be given. Title: How to `Subtract' Spectrally Determined Intensities from a Coronal Loop on the Limb Authors: Martens, P. C. H.; Cirtain, J. W.; Schmelz, J. T. Bibcode: 2002AAS...200.0206M Altcode: 2002BAAS...34..640M There are two main problems in the determination of plasma emissions within a coronal loop. First, the line of sight adds the ambient background to the measurement. Second, scattering elevates the intensity for pixels close to a structure (i.e. a loop) by counting photons that actually are emitted from that structure. Here we have a possible solution for these two problems. We show that the intensities for the spectral lines are shown to have scale height dependence when the plasma is not confined to a structure. Accordingly, at any distance greater than its scale height, the ion will not have a statistically significant contribution to the measure of intensity. Additionally, an isolated coronal structure will have a maximum intensity value along an exposure and within a range of pixels that effectively slice a leg of the loop. The maximum is the location of the pixel that is most likely the one containing the loop. All other pixels are considered scatter until the point spread function can deconvolve the true value for intensity per pixel. The resulting values for intensity have then been reduced to approximate the value for intensity for the plasma within the loop. Now the intensity has been reduced to the intensity of the ion within the loop and the analysis of an accurate DEM is now possible. This research was funded in part by the NASA/TRACE MODA grant for Montana State University. Solar physics research at the University of Memphis is supported by NASA grant NAG5-9783. Title: Building a Virtual Solar Observatory: I Look Around and There's a Petabyte Following Me Authors: Gurman, J. B.; Bogart, R.; Hill, F.; Martens, P. Bibcode: 2002AAS...200.5805G Altcode: 2002BAAS...34..740G The 2001 July NASA Senior Review of Sun-Earth Connections missions and data centers directed the Solar Data Analysis Center (SDAC) to proceed in studying and implementing a Virtual Solar Observatory (VSO) to ease the identification of and access to distributed archives of solar data. Any such design (cf. the National Virtual Observatory and NASA's Planetary Data System) consists of three elements: the distributed archives, a "broker" facility that translates metadata from all partner archives into a single standard for searches, and a user interface to allow searching, browsing, and download of data. Three groups are now engaged in a six-month study that will produce a candidate design and implementation roadmap for the VSO. We hope to proceed with the construction of a prototype VSO in US fiscal year 2003, with fuller deployment dependent on community reaction to and use of the capability. We therefore invite as broad as possible public comment and involvement, and invite interested parties to a `birds of a feather' session at this meeting. VSO is partnered with the European Grid of Solar Observations (EGSO), and if successful, we hope to be able to offer the VSO as the basis for the solar component of a Living With a Star data system. Title: Differential Emission Measure Error Analysis Authors: Winter, H. D.; Martens, P. C. H. Bibcode: 2002AAS...200.0205W Altcode: 2002BAAS...34..640W While line ratio techniques are still the dominant method for making measurements of solar coronal plasma parameters, such as mean electron density and electron temperature, the isothermal approximation on which these methods rely is a poor assumption for many solar features. Differential emission measure (DEM) analysis eliminates the isothermal assumption. The inverse problem that one must solve to generate DEM curves is ill-posed, yielding multiple solutions that fit the observed data. Forward modeling improves the situation but still does not allow one to derive a unique solution that properly models the observed plasma. For DEM curves to have scientific meaning an estimate of the error must be included. We generated DEM curves for several observed solar coronal features and determined the error in each solution from photon statistics. This allows us to use statistical methods to derive the best DEM fit to the data with the smallest number of free parameters. The possible implications for the physics derived from DEM analysis are significant. This work was supported by the MSU NASA/TRACE MO&DA contract. Title: SADE, the Student Astrophysical Dynamo Explorer Authors: Martens, P.; Acton, L.; Klumpar, D.; Stern, R.; Peres, G.; Culhane, L. Bibcode: 2002cosp...34E1298M Altcode: 2002cosp.meetE1298M In soft x-rays the solar coronal radiance varies by a factor of 10-30 over the solar activity cycle. A similar variation in most stars in the existing x-ray database has not been found (Stern 2001); even stars which exhibit chromospheric activity cycles show only marginal evidence for X-ray cycles. This is rather puzzling as the time span and multiple coverage of the x-ray sky should reveal at least a hint of such a pronounced cyclical variation. We propose a mission called the Student Astrophysical Dynamo Explorer to measure the x-ray brightness of about 75 stars once every 5 days for up to 15 years. Selection of prime stars takes into account location (avoid eclipse), rotation rate, Ca-K observations, and magnetic field strength, to focus on the best candidates for dynamo studies. We baseline a nested 4-5 mirror system with 200 cm^2 geometric area, with a 1.5 to 2 meter focal length, 15 arcsec on-axis resolution, and Au or Ni coatings. The strawman detector is a back-illuminated CCD of 512x512 pixels, with pixels that can be large as a 15 arcseconds. Available exposure time per star per visit is about an hour and a half. We are exploring the option of adding a visible light detector for astroseismology. To minimize operations cost for this long duration mission we envisage tracking and commanding from a simple ground station at Montana State University, operated by students under the auspices of MSU's Space Science and Engineering Lab (SSEL). Title: Preface Authors: Martens, P. C. H.; Cauffman, D. P. Bibcode: 2002mwoc.confD...5M Altcode: No abstract at ADS Title: The Origin of Prominences and Their Hemispheric Preference for the Skew of Overlying X-ray Loops Authors: Martens, P. C. H. Bibcode: 2002mwoc.conf..135M Altcode: I present a ``head-to-tail'' inkage model for the formation, evolution, and eruption of solar filaments. The magnetic field structure of the model is based upon the observation that filaments form exclusively in filament channels with no apparent magnetic connections above the polarity inversion line. The formation of a filament in this configuration is driven by flux convergence and cancellation, which produces loop-like filaments segments with a half-turn. Filament segments of like chirality may connect and form long quiescent filaments. I demonstrate that the combined workings of Hale's polarity law, Joy's law, and differential rotation introduce a strong hemispheric preference in the chirality of filaments formed poleward of the sunspot belt, in agreement with observations. I analyze the magnetic fine structure of filaments formed through the model and find consistency with the observed hemispheric preference for the skew of overlying X-ray emitting loops observed by Yohkoh-SXT, contrary to what would be expected from differential rotation. Finally I show that every cancellation event that generates a filament obeying the hemispheric chirality preference, injects a flux tube below the surface with a poloidal field opposite to that of the ongoing cycle. I suggest that this pattern of submergence of flux represents the specific mechanism for the reversal of the poloidal flux in a Babcock-Leighton-Durney type model for the solar dynamo. Title: Analysis of a coronal loop on the limb Authors: Cirtain, J.; Martens, P. Bibcode: 2002cosp...34E1294C Altcode: 2002cosp.meetE1294C The determination of line of sight temperature and density for coronal loops has been an elusive process. The need for the ability to accurately measure these plasma characteristics is key to the understanding of their physical nature. Accordingly, we have been testing procedures to determine our best approach to this problem. We have concluded that spectroscopically determined Differential Emission Measures, DEMs, provide the most precise measure available with current instrumentation. Of course there is the problem of the addition of values for intensities from ions emitting outside the structure, yet along the line of sight. We have also been able to show that ion production in the quite corona follows predictions of density scaling laws and accordingly, values for the intensity at distance greater than the scale height are structure dependant and any line of sight effects become negligible. Furthermore, through the use of narrow filter images taken by TRACE, the time component of the DEM can be constrained in a way that allows for comparison of emission from the filter to emission from ions that are formed at approximately the same temperature. This allows us to produce DEM curves for all points along a loop at each time an image from TRACE exists. This allows us to track the evolution of a loop through its lifetime in both temperature and density. Accordingly, if the injection of energy into a loop is discrete in within the loop, the DEM curves will provide evidence of this process. Title: Blind Deconvolution of the SXT PSF Core Part Authors: Gburek, S.; Sylwester, J.; Martens, P. C. H. Bibcode: 2002mwoc.conf..417G Altcode: The performance and speed of blind deconvolution algorithms for restoration of SXT images depend on good initial guess for PSF function shape. From the analysis of several compact flare kernels we came to conclusion that a good guess for PSF can be provided directly from images of X-ray compact structures observed by SXT. Recently, we conducted extensive mission-long searches for compact structures through entire database of SXT full resolution frames. The searches returned plenty compact structures which my serve to construct initial approximation of the PSF for BID restoration method. We show a selection of the most compact structures found and its location on SXT CCD detector. Using observation for this selected set of structures we construct constraints for Al12 PSF shrouds and compare them with ground calibration data. Title: Multi-Wavelength Observations of Coronal Structure and Dynamics Authors: Martens, P. C. H.; Cauffman, D. Bibcode: 2002mwoc.conf.....M Altcode: Yohkoh, a mission of Japan's Institute of Space and Astronautical Sciences with the cooperation of the United States and United Kingdom was launched a decade ago on 30 August 1991. This scientific meeting has been organized in celebration of ten years of successful scientific operation of Yohkoh. We will review the many and varied advances in our understanding of the dynamic solar atmosphere in the past 10 years of observations by Yohkoh in collaboration with SoHO, TRACE, Ulysses, and, soon, HESSI. The meeting will focus on the conceptual and theoretical advances that coordinated multi- mission and ground based observations of the Sun have enabled in the last decade, and examine the role that continued observations by Yohkoh will play within the context of the programs of the current decade, such as HESSI, Solar-B, STEREO, and the Solar Dynamics Observatory. Title: Science objectives of the EUV spectral imager for Solar Orbiter Authors: Martens, Petrus C.; Kankelborg, Charles C. Bibcode: 2001ESASP.493..293M Altcode: 2001sefs.work..293M No abstract at ADS Title: Simultaneous EUV imaging and spectroscopy Authors: Kankelborg, Charles C.; Martens, Petrus C.; Thomas, Roger J. Bibcode: 2001ESASP.493..257K Altcode: 2001sefs.work..257K No abstract at ADS Title: Chromospheric Damping of Alfvén Waves Authors: De Pontieu, B.; Martens, P. C. H.; Hudson, H. S. Bibcode: 2001ApJ...558..859D Altcode: We analytically study the damping of Alfvén mode oscillations in the chromosphere and in coronal loops. In the partially ionized chromosphere the dominant damping process of Alfvén waves is due to collisions between ions and neutrals. We calculate the damping time for Alfvén waves of a given frequency, propagating through model chromospheres of various solar structures such as active region plage, quiet sun, and the penumbra and umbra of sunspots. For a given wave frequency, the maximum damping always occurs at temperature minimum heights and in the coldest structure(s), i.e., the umbra of sunspots. Energy dissipation due to ion-neutral damping of Alfvén waves with an energy flux of 107 ergs cm-3 s- 1 can play a considerable role in the energy balance of umbrae, quiet sun, and plage for Alfvén wave periods of the order, respectively, 50, 5, and 0.5 s. We also consider Alfvén waves in coronal loops and the leakage of wave energy through the footpoints. We assume a three-layer model of coronal loops with constant Alfvén speed vA (and no damping) in the corona, vA varying exponentially with height in the dissipative chromosphere, and vA again constant in the photosphere at the end of the loop. We find an exact analytical solution in the chromospheric part. Using these solutions, we estimate the leakage of wave energy from the coronal volume through the footpoint regions of the loop and find that the presence of a moderate amount of chromospheric damping can enhance the footpoint leakage. We apply this result to determine the damping time of standing waves in coronal loops. The enhanced footpoint leakage also has implications for theories of coronal heating based on resonant absorption. Finally, we find exact expressions for the damping of Alfvén waves launched in the photosphere and upward propagating through the chromosphere and into the corona. The partially ionized chromosphere presents an effective barrier for upward propagating Alfvén waves with periods less than a few seconds. Title: Origin and Evolution of Filament-Prominence Systems Authors: Martens, Petrus C.; Zwaan, Cornelis Bibcode: 2001ApJ...558..872M Altcode: We present a ``head-to-tail'' linkage model for the formation, evolution, and eruption of solar filaments. The magnetic field structure of our model is based on the observation that filaments form exclusively in filament channels with no apparent magnetic connections above the polarity inversion line. The formation of a filament in this configuration is driven by flux convergence and cancellation, which produces looplike filament segments with a half-turn. Filament segments of like chirality may connect and form long quiescent filaments. Such filaments are stabilized through footpoint anchoring until further cancellation at the footpoints causes their eruption. The eruption restores the original filament channel so that filament formation may resume immediately. We then demonstrate that the combined workings of Hale's polarity law, Joy's law, and differential rotation introduce a strong hemispheric preference in the chirality of filaments formed poleward of the sunspot belt, which is in agreement with observations. We analyze the magnetic fine structure of filaments formed through our model and find consistency with the observed hemispheric preference for barb orientation and a simple explanation for barb formation. Finally, we consider the flux tubes retracted below the surface in the process of filament formation. We show that every cancellation event that generates a filament obeying the hemispheric chirality preference injects a flux tube below the surface with a poloidal field opposite that of the ongoing cycle. We suggest that this pattern of submergence of flux represents the specific mechanism for the reversal of the poloidal flux in a Babcock-Leighton-Durney-type model for the solar dynamo. Title: The Origin of Prominences and Their Hemispheric Preferences Authors: Martens, P. C. Bibcode: 2001AGUSM..SH42A01M Altcode: We present a ``head-to-tail" linkage model for the formation, evolution, and eruption of solar filaments. The magnetic field structure of our model is based upon the observation that filaments form exclusively in filament channels with no apparent magnetic connections above the polarity inversion line. The formation of a filament in this configuration is driven by flux convergence and cancellation, which produces loop-like filaments segments with a half-turn. Filament segments of like chirality may connect and form long quiescent filaments. Such filaments are stabilized through footpoint anchoring until further cancellation at the footpoints causes their eruption. The eruption restores the original filament channel so that filament formation may resume immediately. We demonstrate that the combined workings of Hale's polarity law, Joy's law, and differential rotation introduce a strong hemispheric preference in the chirality of filaments formed poleward of the sunspot belt, in agreement with observations. We analyze the magnetic fine structure of filaments formed through our model and find consistency with the observed hemispheric preference for barb orientation and a simple explanation for barb formation. Finally we show that every cancellation event that generates a filament obeying the hemispheric chirality preference, injects a flux tube below the surface with a poloidal field opposite to that of the ongoing cycle. We suggest that this pattern of submergence of flux represents the specific mechanism for the reversal of the poloidal flux in a Babcock-Leighton-Durney type model for the solar dynamo. Title: SOHO (Solar and Heliospheric Observatory) Authors: Martens, P. Bibcode: 2000eaa..bookE1978M Altcode: The Solar and Heliospheric Observatory (SOHO) is a project of international cooperation between ESA (the EUROPEAN SPACE AGENCY) and NASA to study the Sun, from its deep core to the outer corona, and the solar wind. SOHO was launched on 2 December 1995, on top of an Atlas/Centaur combination, from Cape Canaveral Air-Force Base in Florida. It reached its operating orbit around the L1 Sun-Earth Lagr... Title: Solar Flares: Preflare Phase Authors: Martens, P. Bibcode: 2000eaa..bookE2288M Altcode: Solar flares are believed to be the result of a sudden conversion of a large amount of free magnetic energy, previously stored in the solar CORONA. The release takes place in a matter of minutes to half an hour, and the amount of energy involved can be up to 1026 J (1033 erg).... Title: Solar Plumbing? Constraints on the 3D geometry of constant-width coronal loops. Authors: Martens, P. C. H.; Kankelborg, C. C. Bibcode: 2000SPD....31.0144M Altcode: 2000BAAS...32R1289M Coronal loops are observed to have nearly constant apparent width (Klimchuk, 1999; Watko & Klimchuk, 1999). We will show that only one basic geometry is possible for constant-width coronal loops in a force free magnetic field. In particular, the loop must describe a helix. Furthermore, the torsion of the loop is determined solely by the value of the force free parameter, alpha = (curl B) / B. Title: On the Nature of the ``Moss'' Observed by TRACE Authors: Martens, P. C. H.; Kankelborg, C. C.; Berger, T. E. Bibcode: 2000ApJ...537..471M Altcode: ``Moss'' is the name given to low-lying (~3000 km), hot (~1 MK) solar coronal plasma that has been observed recently by the Transition Region and Coronal Explorer (TRACE). This paper investigates two hypotheses regarding the nature of the moss: (1) emission from small, million degree loops; (2) emission from the legs of 3-10 million degree loops. We update the coronal radiative loss curve, using the most recent results for coronal abundances, and use an analytical loop model to find that the first hypothesis requires a filling factor close to unity to reproduce the observed emission measure, while the second hypothesis results in a filling factor of about 0.1, in agreement with other independent multiwavelength analyses of moss. We find that the vertical extent and the height of the moss layer above the limb are also very well reproduced with the second hypothesis. We further show that the observed brightness of the moss scales linearly with the loop pressure and filling factor, independent of the loop length, and we derive a general expression for the conversion factor. Title: Time Variability of the ``Quiet'' Sun Observed with TRACE. II. Physical Parameters, Temperature Evolution, and Energetics of Extreme-Ultraviolet Nanoflares Authors: Aschwanden, Markus J.; Tarbell, Ted D.; Nightingale, Richard W.; Schrijver, Carolus J.; Title, Alan; Kankelborg, Charles C.; Martens, Piet; Warren, Harry P. Bibcode: 2000ApJ...535.1047A Altcode: We present a detailed analysis of the geometric and physical parameters of 281 EUV nanoflares, simultaneously detected with the TRACE telescope in the 171 and 195 Å wavelengths. The detection and discrimination of these flarelike events is detailed in the first paper in this series. We determine the loop length l, loop width w, emission measure EM, the evolution of the electron density ne(t) and temperature Te(t), the flare decay time τdecay, and calculate the radiative loss time τloss, the conductive loss time τcond, and the thermal energy Eth. The findings are as follows: (1) EUV nanoflares in the energy range of 1024-1026 ergs represent miniature versions of larger flares observed in soft X-rays (SXR) and hard X-rays (HXR), scaled to lower temperatures (Te<~2 MK), lower densities (ne<~109 cm-3), and somewhat smaller spatial scales (l~2-20 Mm). (2) The cooling time τdecay is compatible with the radiative cooling time τrad, but the conductive cooling timescale τcond is about an order of magnitude shorter, suggesting repetitive heating cycles in time intervals of a few minutes. (3) The frequency distribution of thermal energies of EUV nanoflares, N(E)~10-46(E/1024)-1.8 (s-1 cm-2 ergs-1) matches that of SXR microflares in the energy range of 1026-1029, and exceeds that of nonthermal energies of larger flares observed in HXR by a factor of 3-10 (in the energy range of 1029-1032 ergs). Discrepancies of the power-law slope with other studies, which report higher values in the range of a=2.0-2.6 (Krucker & Benz; Parnell & Jupp), are attributed to methodical differences in the detection and discrimination of EUV microflares, as well as to different model assumptions in the calculation of the electron density. Besides the insufficient power of nanoflares to heat the corona, we find also other physical limits for nanoflares at energies <~1024 ergs, such as the area coverage limit, the heating temperature limit, the lower coronal density limit, and the chromospheric loop height limit. Based on these quantitative physical limitations, it appears that coronal heating requires other energy carriers that are not luminous in EUV, SXR, and HXR. Title: The Scaling of Solar Flare Hard X-ray Emission to Other Flaring Objects in the Universe Authors: Martens, P. C. H. Bibcode: 2000IAUS..195..133M Altcode: Fletcher & Martens have successfully modeled solar hard X-ray sources observed at the top and footpoints of flaring magnetic loops with a Fokker-Planck type particle transport code. I show here that there are invariances in the Fokker-Planck equations that make these results applicable to environments with vastly different physical parameters, such as hard X-ray flares in accretion disks in active galactic nuclei, and in RS CVn and ALGOL type binaries. Title: Having Our Cake and Eating it, Too: Fast Imaging Spectroscopy With a Multi-Order Slitless Spectrograph Authors: Kankelborg, C. C.; Longcope, D. W.; Martens, P. C. H. Bibcode: 2000SPD....3102101K Altcode: 2000BAAS...32..829K We describe a new type of EUV imaging spectrograph that combines high spectral, spatial and temporal resolution. The instrument consists of a slitless spectrograph with cameras placed at several diffraction orders. The unique information derived from simultaneous imaging at multiple orders allows the deconvolution of spectral and spatial information, thus overcoming the limitations of a traditional slitless spectrograph. Title: Highly Energetic Physical Processes and Mechanisms for Emission from Astrophysical Plasmas Authors: Martens, P. C. H.; Tsuruta, S.; Weber, M. A. Bibcode: 2000IAUS..195.....M Altcode: No abstract at ADS Title: Chromospheric Damping of Alfvén Waves Authors: De Pontieu, B.; Martens, P. C. H.; Hudson, H. S. Bibcode: 2000SPD....31.0131D Altcode: 2000BAAS...32..806D We study the damping of Alfvén mode oscillations on coronal loops and in the chromosphere. First we consider damping of standing waves on coronal loops, such as those observed in the aftermath of a flare with the Transition Region and Coronal Explorer (TRACE). We calculate the leakage of wave energy from the coronal volume through the footpoints of a coronal loop, assuming constant Alfvén speed vA in the corona and vA varying exponentially with height in the photosphere/chromosphere at both ends of the loop. We study analytically the influence of chromospheric damping of standing waves on a coronal loop and find that, for a moderate amount of chromospheric damping, the footpoint leakage can be enhanced. The damping in the partially ionized chromosphere is mostly due to collisions between ions and neutrals. In a second part we calculate the damping time for Alfvén waves of a given frequency, propagating through (model) chromospheres of various solar structures such as active region plage, quiet sun and the penumbra and umbra of sunspots. For a given wave frequency, the maximum damping always occurs at temperature minimum heights and in the coldest structure(s), i.e. the umbra of a sunspot. Energy dissipation due to ion-neutral damping of Alfvén waves could play a considerable role in the energy balance of umbrae, quiet sun and plage for wave periods of the order, respectively, 100, 10 and 1 s. Title: Dynamics in Restructuring Active Regions Observed During Soho/Yohkoh/Gbo Campaigns Authors: Schmieder, B.; Deng, Y.; Mandrini, C. H.; Rudawy, P.; Nitta, N.; Mason, H.; Fletcher, L.; Martens, P.; Brynildsen, N. Bibcode: 2000AdSpR..25.1879S Altcode: JOP17 and JOP 33 are SOHO Joint Observing Programs in collaboration with Yohkoh/SXT and ground based observatories (GBO's), dedicated to observe dynamical events through the atmosphere. During runs of these programs we observed in restructuring active regions (ARs), surges, subflares, bright knots, but not large flares and jets. From these observations we have been able to derive some of the responses of the coronal and chromospheric plasma to the evolution of the photospheric magnetic field. Emerging flux in an AR led to the formation of Arch Filament Systems in the chromosphere, hot loops and knots in the transition region, and X-ray loops. Frequent surges have been observed in relation to parasitic or mixed polarities, but coronal jets have not yet been found. We discuss the possible mechanisms acting during the restructuring of the active regions (reconnection or ``sea-serpent'' geometries) Title: Coronal Heating by Resonant Absorption: The Effects of Chromospheric Coupling Authors: Beliën, A. J. C.; Martens, P. C. H.; Keppens, R. Bibcode: 1999ApJ...526..478B Altcode: We present the first 2.5 dimensional numerical model calculations of the nonlinear wave dynamics and heating by resonant absorption in coronal loops with thermal structuring of the transition region and higher chromosphere. The numerical calculations were done with the Versatile Advection Code. The transition region can move freely and is transparent for mass motions from chromosphere to corona. The loops are excited at the chromospheric level by linearly polarized monochromatic Alfvén waves. We find that the efficiency of resonant absorption can be much lower than in equivalent line-tied coronal loop models. The inefficiency is due to the fast rate at which slow magnetosonic waves are nonlinearly generated in the chromosphere and transition region. This leads to considerable transfer of energy from the Alfvén wave to the magnetosonic waves. Consequently, only a relatively small fraction of the Poynting flux that is injected into the loop system at the chromospheric level is available at the coronal level. Cavity leakage and detuning also have a negative impact on the efficiency, but less so than the nonlinear energy transfer. Inclusion of radiative and conductive losses improves the efficiency of resonant absorption. While the efficiency of resonant absorption heating is low, our results indicate that heating by compression and dissipation of the slow magnetosonic waves and shocks can easily lead to a temperature rise of a few percent, and for larger driver amplitudes even to a rise over 10%. Hence, our results support the idea of indirect coronal heating through the nonlinear generation of magnetosonic waves that was put forward more than 20 yr ago. Furthermore, the large transition region and coronal density oscillations that are associated with the slow magnetosonic waves provide an explanation for some observed coronal and transition region loop extreme-ultraviolet intensity variations. Title: The Dynamical Influence Of The Transition Region And Chromosphere On The Heating Of Coronal Loops By Resonant Absorption Of Alfvén Waves Authors: Belien, A. J. C.; Martens, P. C. H.; Keppens, R. Bibcode: 1999ESASP.446..167B Altcode: 1999soho....8..167B We present a numerical MHD study of coronal heating by resonant absorption of Alfvén waves using models that include an extended chromosphere and dynamical transition region. The calculations are done with the Versatile Advection Code (VAC) and assume axisymmetric loop configurations. Linear polarized, monochromatic Alfvén waves are launched at the bottom of our extended chromosphere. The efficiency of heating by resonant absorption of these waves in the corona is measured by the ratio of Ohmic dissipation over the incoming Poyting flux at the bottom of our chromosphere (averaged over a driving period). The efficiency turns out to be much smaller than in loop models that do not take the chromospheric and transition region coupling into account. For our model, the efficiency is typically of the order of 10% in contrast with values over 90% in models without the coupling taken into account. The difference can be described in terms of efficient nonlinear generation of compressive motions in the chromosphere and transition region, the change of the coronal cavity length as a consequence of the continuous motion of the transition region (due to the the Alfvén wave pressure and compressive motions), and coronal cavity leakage due to a finite Alfvén speed ratio between corona and chromosphere. The compressive waves and motions lead to density variations that should be observable. To proove that, our model results are used to simulate some coronal and transition region CDS EUV line observations as well as broad band EIT observations. The results are used to give an explanation of EUV coronal brightenings in terms of mass motions. Title: Wave Heating and Nonlinear Dynamics of Coronal Loops Authors: Beliën, A. J. C.; Martens, P. C. H.; Keppens, R.; Tóth, G. Bibcode: 1999ASPC..184..248B Altcode: We present the first results of 2.5D nonlinear magnetohydrodynamic wave heating simulations of solar coronal loops with inclusion of the modeling of the coupling to the transition region and chromosphere. Magnetic flux tubes with fixed lengths are considered but the coronal extent of the loops as situated in between the two transition regions can vary dynamically. The numerical simulations were carried out with the Versatile Advection Code. The loops are excited with linearly polarized Alfvén waves at the chromospheric base. The main finding is that resonant absorption is not efficient since most of the Poynting flux that enters the loop will be used to support all the nonlinearly generated magnetoacoustic motions and the corresponding compression of coronal plasma. Title: On the Nature of the "Moss" Observed by TRACE Authors: Martens, P. C. H.; Kankelborg, C. C. Bibcode: 1999AAS...194.7903M Altcode: 1999BAAS...31..963M Moss is the name given to low lying ( 2 Mm), hot ( 1 MK) plasma that has recently been observed by the Transition Region and Coronal Explorer (TRACE). The moss occurs over some but not all magnetic plage. We investigate two hypotheses regarding the nature of the moss: (1) emission from small, million degree loops; (2) emission from the legs of 2-5 million degree loops. An analytical loop model is used to demonstrate that only the second hypothesis is consistent with the observations. It is shown that the observed brightness of the moss should scale as the third power of the loop maximum temperature. Title: Can Streamer Blobs Prevent the Buildup of the Interplanetary Magnetic Field? Authors: van Aalst, M. K.; Martens, P. C. H.; Beliën, A. J. C. Bibcode: 1999ApJ...511L.125V Altcode: 1998astro.ph.12099V Coronal mass ejections continuously drag closed magnetic field lines away from the Sun, adding new flux to the interplanetary magnetic field (IMF). We propose that the outward-moving blobs that have been observed in helmet streamers are evidence of ongoing, small-scale reconnection in streamer current sheets, which may play an important role in the prevention of an indefinite buildup of the IMF. Reconnection between two open field lines from both sides of a streamer current sheet creates a new closed field line, which becomes part of the helmet, and a disconnected field line, which moves outward. The blobs are formed by plasma from the streamer that is swept up in the trough of the outward-moving field line. We show that this mechanism is supported by observations from Solar and Heliospheric Observatory (SOHO)/Large Angle and Spectrometric Coronagraph. Additionally, we propose a thorough statistical study to quantify the contribution of blob formation to the reduction of the IMF and indicate how this mechanism may be verified by observations with SOHO/Ultraviolet Coronagraph Spectrometer and the proposed NASA Solar Terrestrial Relations Observatory and ESA Polar Orbiter missions. Title: Scientific highlights from the Solar and Heliospheric Observatory Authors: Martens, P. C. H.; Muglach, K. Bibcode: 1999ASSL..243..325M Altcode: 1999sopo.conf..325M No abstract at ADS Title: Energy and momentum deposition in coronal holes. Solar coronal hole simulations compared with interpretations of YOHKOH SXT observations Authors: Tziotziou, K.; Martens, P. C. H.; Hearn, A. G. Bibcode: 1998A&A...340..203T Altcode: A grid of 74 coronal models with parameterized heating distribution, representing a wide range of physical parameters, has been calculated. We find that three of these models reproduce the recent observations made by Hara et al. (\cite{hara:tsun}) with the soft X-ray telescope aboard the Japanese satellite Yohkoh, which indicate a temperature of 1.8 ~ 2.4 x es 10(6) { K with an emission measure of 10(25.5) to 10(26.2) cm^{-5}, while other solutions reproduce the more standard Yohkoh and Skylab observations, which have a temperature of about 1.4 x es 10(6) { K The best fit for the coronal temperature and emission measure gives a velocity at the Earth's orbit of only 10 {km s^{-1}. A model including acceleration by Alfven waves gives a final velocity of 630 km s^{-1} which is in agreement with the observations. The mechanical heating flux at the transition region is 2.1 x es 10(5) ergcms with a weighted average dissipation scale length of 0.1 R_{\odot}. The flux of Alfven waves is 1 x es 10(5) ergcms . In our models the velocity of the solar wind from coronal holes is completely determined by the Alfven wave acceleration, in contrast to previous models in which the Alfven wave acceleration increased the velocity of the purely thermal model only by a factor 2. Observations of the non thermal broadening of the coronal red and green lines are consistent with this model. Title: Reconnection, Particle Acceleration, and Hard X-ray Emission in Eruptive Solar Flares Authors: Martens, Petrus C. Bibcode: 1998APS..DPP.C2M04M Altcode: The frequent occurrence of Hard X-ray emission from the top of flaring loops was one of the discoveries by the Hard X-ray telescope on board the Japanese Yohkoh satellite. I will show how the combined effect of magnetic field convergence and pitch- angle scattering of non-thermal electrons injected at the top of the loop results in the generation of looptop sources with properties akin to those observed by Yohkoh. In addition it is shown that the injection of proton beams in the loop legs, expected from theory, reproduces the observed high temperature ``ridges" in the loop legs by mirroring and energy loss through collisions. I will interpret these numerical results as supporting the now widely accepted model of an erupting magnetic flux tube generating a reconnecting current sheet in its wake, where most of the energy release takes place. The strong similarity with the reconnection observed in the MRX experiment in Princeton will be analyzed in detail. Title: A Model for Hard X-Ray Emission from the Top of Flaring Loops Authors: Fletcher, L.; Martens, P. C. H. Bibcode: 1998ApJ...505..418F Altcode: The frequent occurrence of hard X-ray emission from the top of flaring loops was one of the discoveries by the Hard X-Ray Telescope on board the Japanese Yohkoh satellite. In this paper we take a flare current-sheet geometry and show how the combined effect of magnetic field convergence and pitch-angle scattering of nonthermal electrons injected at the top of the loop results in the generation of a looptop source with properties akin to those observed by Yohkoh. We demonstrate that a looptop source can be produced in both impulsive and gradual phase loops. We further present a possible mechanism for the generation of high-temperature ``ridges'' in the loop legs. Title: An approximate self-consistent theory of the magnetic field of fluted penumbrae Authors: Neukirch, T.; Martens, P. C. H. Bibcode: 1998A&A...332.1075N Altcode: 1997astro.ph.11351N A self-consistent mathematical description of the magnetic field of fluted sunspot penumbrae is presented. This description is based on an expansion of the nonlinear force-free magnetohydrostatic equations written in cylindrical coordinates. The lowest order solutions are mathematically equivalent %similar to laminated force-free equilibria in Cartesian geometry. The lowest order solutions have no toroidal component of the magnetic field and the magnetic pressure does not vary with azimuth but the solutions allow arbitrary variations of the magnetic field components with azimuth. Explicit solutions are presented which have a realistic radial profile of the magnetic field strength and reproduce the basic features of the observations. Title: SOHO - YOHKOH Science Collaboration Authors: Martens, P. C. Bibcode: 1998ASSL..229..217M Altcode: 1998opaf.conf..217M No abstract at ADS Title: Hard X-Ray Emission from a Mirror Trap at the Top of Reconnecting Loops Authors: Martens, P. C. H.; Fletcher, L. Bibcode: 1998ASSL..229..269M Altcode: 1998opaf.conf..269M No abstract at ADS Title: MHD and Plasma Interpretation of a Prominence Eruption Observed by SOHO (Review) Authors: Martens, P. C. H. Bibcode: 1998ASPC..150..294M Altcode: 1998IAUCo.167..294M; 1998npsp.conf..294M No abstract at ADS Title: Filament Disparition Brusque and CME - September 25-26, 1996 Event Authors: van Driel-Gesztelyi, L.; Schmieder, B.; Aulanier, G.; Demoulin, P.; Martens, P. C. H.; Zarro, D.; Deforest, C.; Thompson, B.; St. Cyr, C.; Kucera, T.; Burkepile, J. T.; White, O. R.; Hanaoka, Y.; Nitta, N. Bibcode: 1998ASPC..150..366V Altcode: 1998IAUCo.167..366V; 1998npsp.conf..366V No abstract at ADS Title: Surges and filaments in active regions during SOHO campaigns Authors: Schmieder, B.; Deng, Y.; Rudawy, P.; Nitta, N.; Mandrini, C. H.; Fletcher, L.; Martens, P.; Innes, D.; Young, P.; Mason, H. Bibcode: 1998ESASP.421..323S Altcode: 1998sjcp.conf..323S No abstract at ADS Title: Foreword Authors: Koutchmy, S.; Martens, P.; Shibata, K. Bibcode: 1998ESASP.421...14K Altcode: 1998sjcp.conf...14K No abstract at ADS Title: Coordinated Eclipse and SOHO Observations on 26 February 1998 Authors: Muglach, B. Foing K.; Beaufort, T.; Orlando, S.; Martens, P.; Desteve, C. Bibcode: 1998ESASP.417..337M Altcode: 1998cesh.conf..337M No abstract at ADS Title: A SOHO User Manual Authors: Martens, Petrus C. Bibcode: 1998LNP...507..263M Altcode: 1998sspt.conf..263M This paper is intended to serve as the first version of the "SOHO User Manual", a "how to" guide for those interested in analyzing existing SOHO data, or proposing new SOHO observations. Questions addressed are, how to use the SOHO catalogs, where to find the appropriate data analysis software, how to request permission to use proprietary data, how to propose and prepare SOHO observing programs. Title: Solar Coronal Heating: AC versus DC Authors: Milano, Leonardo J.; Gómez, Daniel O.; Martens, Petrus C. H. Bibcode: 1997ApJ...490..442M Altcode: The heating of the plasma confined in active regions of the solar corona is caused by the dissipation of magnetic stresses induced by the photospheric motions of the loop footpoints. The aim of the present paper is to analyze whether solar coronal heating is dominated by slow (DC) or rapid (AC) photospheric driving motions. We describe the dynamics of a coronal loop through the reduced magnetohydrodynamic equations and assume a fully turbulent state in the coronal plasma. The boundary condition for these equations is the subphotospheric velocity field that stresses the magnetic field lines, thus replenishing the magnetic energy that is continuously being dissipated inside the corona. In a turbulent scenario, energy is efficiently transferred by a direct cascade to the microscale, where viscous and Joule dissipation take place. Therefore, for the macroscopic dynamics of the fields, the net effect of turbulence is to produce a dramatic enhancement of the dissipation rate. This effect of the microscale on the macroscale is modeled through effective dissipation coefficients much larger than the molecular ones. We consistently integrate the large-scale evolution of a coronal loop and compute the effective dissipation coefficients by applying a closure model (the eddy-damped, quasi-normal Markovian approximation). For broadband power-law photospheric power spectra, the heating of coronal loops is DC dominated. Nonetheless, a better knowledge of the photospheric power spectrum as a function of both frequency and wavenumber will allow for more accurate predictions of the heating rate from this simple model. Title: The Solar and Heliospheric Observatory (SOHO) in 1996. Authors: Domingo, V.; Fleck, B.; Martens, P.; Sanchez, L. Bibcode: 1997joso.proc....4D Altcode: This report gives a brief overview of SOHO's scientific production in its first year of operation. Title: An Analytical Model for Fluted Sunspots and a New Interpretation of Evershed Flow and X-Ray Anemones Authors: Martens, Petrus C. H.; Hurlburt, Neal E.; Title, Alan M.; Acton, Loren W. Bibcode: 1996ApJ...463..372M Altcode: We present a force-free constant-α model for the magnetic field in and above so-called "fluted" sunspots. This model is motivated by recent high-resolution observations of Title et al. at the Swedish Solar Observatory in La Palma. They observed that the inclination angle of the magnetic field in the penumbra of sunspots oscillates rapidly with azimuth, with a period of about 60 and an amplitude of about 18°. They further find that there is little variation in the radial direction and in absolute field strength. The resulting phenomenon of interlocking high- and low-inclination field lines was called "flutedness.

In our model, the parameters are chosen to reproduce the La Palma magnetograms, and an analytical expression is obtained for the three-dimensional magnetic field emanating from the sunspot's umbra and penumbra. The model correctly reproduces the azimuthal variation in inclination angle, as well as the mean constancy of the magnetic field strength, and the appearance of a highly corrugated neutral line on the limb side of off-center sunspots. We find that the "flutedness" results in a highly complex topology in a boundary layer extending from the photo sphere into the chromosphere, while the coronal field is uniform.

Title et al. demonstrated that the Evershed flow occurs in regions of nearly horizontal magnetic field, and tacitly assumed, as is done in most of the literature, that the dark filaments in which the flow is observed form individual magnetic flux tubes. Our magnetic field solution suggests that the regions of nearly horizontal field at the photo spheric boundary may not form individual magnetic flux tubes, but rather a series of short horizontal loops bridging a neutral line that is stretched in the radial direction along the penumbra, up to the outer penumbral boundary. Hence, the Evershed flow could not be a simple siphon flow in the radial direction, but would consist of phase-coordinated flows along the many short loops bridging the neutral line. However, the assumption of a force-free field breaks down in this region of the atmosphere, and the topology suggested by it may not materialize in reality.

We further demonstrate that there are large variations in the photospheric cross sections of coronal loops, due to the complexity of the field near their photospheric footpoints. Under the assumption of constant energy input per unit surface area into these loops, the variation in cross section is qualitatively consistent with the variation in X-ray brightness of loops in penumbral "anemones" observed by Yohkoh. Title: High resolution Lyalpha images obtained with the transition region camera (TRC): a comparison with Hα observations Authors: Wiik, J. E.; Foing, B. H.; Martens, P.; Fleck, B.; Schmieder, B. Bibcode: 1996AdSpR..17d.105W Altcode: 1996AdSpR..17..105W Comparing high spatial resolution (~ 1'') images observed in Lyalpha with the Transition Region Camera (TRC) and in Hα at Sacramento Peak and Meudon Observatories, we notice that some structures are well correlated in the two lines (plages), while others are less correlated (chromospheric network, filaments). This is an indication of the inhomogeneous distribution of physical parameters in these structures. Title: On Small Coronal Particle Acceleration Sites with Widespread Magnetic Connections Authors: Aurass, H.; Klein, K. -L.; Martens, P. C. H. Bibcode: 1996ASPC..111..194A Altcode: 1997ASPC..111..194A For the 25 October 1994 flare in NOAA AR 7792, the authors present radio spectral, radio imaging and Yohkoh SXT observations revealing features of reconnection and energy release in coronal structures. Title: SOHO Ground Segment, Science Operations, and Data Products Authors: St. Cyr, O. C.; Sánchez-Duarte, L.; Martens, P. C. H.; Gurman, J. B.; Larduinat, E. Bibcode: 1995SoPh..162...39S Altcode: We describe the ground segment, pre-launch operations concepts, and data products supporting the SOHO mission. Our goal is threefold: first, we provide a historical view of the design and development of the systems described here, as a background perspective to those who will use the system and those who may build such systems for future missions. Second, because we hope that many researchers from the solar and space physics communities will visit these facilities during the mission, we provide an overview for the benefit of the end-user. We anticipate that visitors to GSFC may plan observations for one or more of SOHO's complement of instruments, and such researchers may use the facilities to analyze data gathered by the SOHO instruments. Third, we present the working plan for investigators with groundbased or other spacebased instruments to collaborate with SOHO. Title: The point spread function of the soft X-ray telescope aboard Yohkoh Authors: Martens, Petrus C.; Acton, Loren W.; Lemen, James R. Bibcode: 1995SoPh..157..141M Altcode: The point spread function of the SXT telescope aboardYohkoh has been measured in flight configuration in three different X-ray lines at White Sands Missile Range. We have fitted these data with an elliptical generalization of the Moffat function. Our fitting method consists of χ2 minimizationin Fourier space, especially designed for matching of sharply peaked functions. We find excellent fits with a reduced χ2 of order unity or less for single exposure point spread functions over most of the CCD. Near the edges of the CCD the fits are less accurate due to vignetting. From fitting results with summation of multiple exposures we find a systematic error in the fitting function of the order of 3% near the peak of the point spread function, which is close to the photon noise for typical SXT images in orbit. We find that the full width to half maximum and fitting parameters vary significantly with CCD location. However, we also find that point spread functions measured at the same location are consistent to one another within the limit determined by photon noise. A `best' analytical fit to the PSF as function of position on the CCD is derived for use in SXT image enhancement routines. As an aside result we have found that SXT can determine the location of point sources to about a quarter of a 2.54 arc sec pixel. Title: Preparing for SOHO: results from the transition region camera Authors: Wiik, J. E.; Foing, B. H.; Schmieder, B.; Martens, P.; Fleck, B. Bibcode: 1994ESASP.373..433W Altcode: 1994soho....3..433W No abstract at ADS Title: First Detection of Correlated Electron Beams and Plasma Jets in Radio and Soft X-Ray Data Authors: Aurass, H.; Klein, K. -L.; Martens, P. C. H. Bibcode: 1994SoPh..155..203A Altcode: From a common analysis of solar radio spectral and imaging data of a fast drift burst of type U(N) together with Yohkoh soft X-ray images it is shown that the radio emission is compatible with electron beams injected and reflected in extended loops. The electron beam production coincides with the injection of hot matter, visible as a jetlike soft X-ray feature in the underlying loop system. Title: Material Ejection Authors: Webb, David F.; Forbes, Terry G.; Aurass, Henry; Chen, James; Martens, Piet; Rompolt, Bogdan; Rusin, Vojtech; Martin, Sara F. Bibcode: 1994SoPh..153...73W Altcode: This paper reviews the major discussions and conclusions of the Flares 22 Workshop concerning the physical processes involved in mass ejecta events, with an emphasis on large-scale phenomena, especially Coronal Mass Ejections (CMEs). New insights have been gained from recent data obtained from the SMM andYohkoh spacecraft and from several new ground-based radio and optical instruments, as well as from theoretical advances concerning the origins, driving mechanisms and long-term evolution of CMEs. Title: Possible detection of a stellar flare-generated particle beam in polarized light Authors: Saar, S. H.; Martens, P. C. H.; Huovelin, J.; Linnaluoto, S. Bibcode: 1994A&A...286..194S Altcode: We present broadband linear polarization measurements of the active dK5e flare star, BD +26 730, which show a rapid change in polarization amplitude and direction over a two hour period. We conclude that impact polarization resulting from flare-generated particle beams is the most likely cause of the polarization variations. If this interpretation is correct, this event represents the most direct evidence to date for flare-generated particle beams in a star other than the Sun. With proton beams as the most probable source, energy fluxes of the order of 10^9-10^ erg/cm2/s are required to power the observed polarization changes. Using the non-flare polarization level (likely produced by stellar magnetic regions) and simple models, we estimate a lower limit of 7% for the inhomogeneous component of the magnetic region area filling factor. We compare our results with solar flares and suggest future observational and theoretical efforts. Title: Electric Currents and Coronal Heating in NOAA Active Region 6952 Authors: Metcalf, T. R.; Canfield, R. C.; Hudson, H. S.; Mickey, D. L.; Wulser, J. -P.; Martens, P. C. H.; Tsuneta, S. Bibcode: 1994ApJ...428..860M Altcode: We examine the spatial and temporal relationship between coronal structures observed with the soft X-ray telescope (SXT) on board the Yohkoh spacecraft and the vertical electric current density derived from photospheric vector magnetograms obtained using the Stokes Polarimeter at the Mees Solar Observatory. We focus on a single active region: AR 6952 which we observed on 7 days during 1991 December. For 11 independent maps of the vertical electric current density co-aligned with non-flaring X-ray images, we search for a morphological relationship between sites of high vertical current density in the photosphere and enhanced X-ray emission in the overlying corona. We find no compelling spatial or temporal correlation between the sites of vertical current and the bright X-ray structures in this active region. Title: An Analytical Model for Fluted Sunspots and its Relation with Evershed Flow and X-Ray Anemone Authors: Hurlburt, Neal E.; Martens, Petrus C.; Title, Alan M.; Acton, Loren Bibcode: 1994ASPC...68..300H Altcode: 1994sare.conf..300H No abstract at ADS Title: Volume Reconstruction of Magnetic Fields using Solar Imagery Authors: Hurlburt, Neal E.; Martens, Petrus C. H.; Slater, Gregory L.; Jaffey, Steven M. Bibcode: 1994ASPC...68...30H Altcode: 1994sare.conf...30H No abstract at ADS Title: A Simple Circuit Model for the December 2 1991 Flare Authors: Martens, P. C. H.; Tsuneta, S. Bibcode: 1994xspy.conf..327M Altcode: No abstract at ADS Title: Morphological Evolution of the Post-Flare Loops of June 25-26, 1992 Authors: Anwar, B.; Hiei, E.; Hudson, H. S.; Acton, L. W.; Metacalf, T.; Lemen, J.; Martens, P. Bibcode: 1994xspy.conf..121A Altcode: No abstract at ADS Title: An analytical model for fluted sunspots and a new interpretation of Evershed flow Authors: Martens, P. C.; Hurlburt, N.; Title, A. M.; Acton, L. A. Bibcode: 1994ASIC..433..237M Altcode: No abstract at ADS Title: Electric Currents and Coronal Structures in NOAA Active Region 6952 Authors: Metcalf, T. R.; Canfield, R. C.; Hudson, H. S.; Mickey, D. L.; Martens, P. C. H.; Tsuneta, S. Bibcode: 1993BAAS...25.1179M Altcode: No abstract at ADS Title: A Force-Free Model for Fluted Sunspots Authors: Martens, P. C. H.; Hurlburt, N.; Title, A. M. Bibcode: 1993BAAS...25R1218M Altcode: No abstract at ADS Title: Computed Tomographic Reconstruction of the Soft X-ray Corona Authors: Hurlburt, N. E.; Martens, P. C. H.; Jaffey, S. M.; Slater, G. L. Bibcode: 1993BAAS...25.1188H Altcode: No abstract at ADS Title: Normal Incidence X-Ray Telescope Power Spectra of X-Ray Emission from Solar Active Regions. I. Observations Authors: Gomez, Daniel O.; Martens, Petrus C. H.; Golub, Leon Bibcode: 1993ApJ...405..767G Altcode: Fourier analysis is applied to very high resolution image of coronal active regions obtained by the Normal Incidence X-Ray Telescope is used to find a broad isotropic power-law spectrum of the spatial distribution of soft X-ray intensities. Magnetic structures of all sizes are present down to the resolution limit of the instrument. Power spectra for the X-ray intensities of a sample of topologically different active regions are found which fall off with increasing wavenumber as 1/k-cubed. A model is presented that relates the basic features of coronal magnetic fluctuations to the subphotospheric hydrodynamic turbulence that generates them. The model is used to find a theoretical power spectrum for the X-ray intensity which falls off with increasing wavenumber as 1/k-cubed. The implications of a turbulent regime in active regions are discussed. Title: Normal Incidence X-Ray Telescope Power Spectra of X-Ray Emission from Solar Active Regions. II. Theory Authors: Gomez, Daniel O.; Martens, Petrus C. H.; Golub, Leon Bibcode: 1993ApJ...405..773G Altcode: In a previous paper, we used the very high resolution images of coronal active regions obtained by the Normal Incidence X-Ray Telescope to study the size distribution of X-ray-emitting structures. A Fourier analysis of these images showed a broad-band, isotropic, power-law spectrum for the spatial distribution of soft X-ray intensities. The presence of a broad-band spectrum indicates that magnetic structures of all sizes are 3" present, at least down to the resolution limit of the instrument, which is about ¾".

In the present paper, we present a model that relates the basic features of coronal magnetic fluctuations to the subphotospheric hydrodynamic turbulence that generates them. The main result of this paper is that from this model we obtain a theoretical power spectrum for the X-ray intensity, which falls off with increasing wavenumber as k-3, fitting remarkably well the observed spectra that we obtained from a sample of topologically different active regions.

We speculate that the nonlinear interactions of these externally driven fluctuations will contribute to establish a magnetohydrodynamic turbulent regime in the corona. We suggest that the bulk of the energy delivered to the corona from footpoint motions directly cascades down to very microscopic length scales, where it efficiently dissipates and heats the plasma. However, since the wavenumber range associated with the cascade and dissipation regions are still beyond present-day spatial resolution limits, the presence of a turbulent regime cannot be observationally confirmed. Title: Book Review: Applying Fractals in Astronomy Authors: Martens, P. C.; Kleczek, Josip; Heinzel, P. Bibcode: 1993SoPh..143..401M Altcode: No abstract at ADS Title: Book-Review: Applying Fractals in Astronomy Authors: Heck, A.; Perdang, J. M.; Martens, P. C. Bibcode: 1993SoPh..143..401H Altcode: No abstract at ADS Title: Yohkoh/SXT Observations and Models For an Eruptive Flare Authors: Martens, P. C. H.; Tsuneta, S. Bibcode: 1992AAS...181.5502M Altcode: 1992BAAS...24.1211M On Dec. 2, 1991 Yohkoh/SXT obtained a unique sequence of high quality X-ray images of what appeared to be a plasmoid ejection and two-ribbon flare, viewed in cross-section on the Solar limb. We will show a movie displaying the preflare plasmoid formation, the eruption of the plasmoid followed by the onset of the flare, and finally what appears to be the formation of postflare loops in a quadrupole type field configuration. We have modelled this sequence of events with a simple Martens-Kuin circuit approach, approximating the plasmoid/filament as a line current, added to a background field consisting of three line-dipoles. Overlays of the X-ray movie with the calculated magnetic field morphology show excellent agreement, and thus lend further credibility to the two-ribbon flare scenario developed by Carmichael, Sturrock, Hirayama and many others thereafter. Title: Erratum - Spatial Power Spectra from YOHKOH Soft X-Ray Images Authors: Martens, P. C. H.; Gomez, D. O. Bibcode: 1992PASJ...44..691M Altcode: No abstract at ADS Title: Spatial Power-Spectra from YOHKOH Soft X-Ray Images Authors: Martens, Petrus C. H.; Gomez, Daniel O. Bibcode: 1992PASJ...44L.187M Altcode: We analyze three sequences of images from active regions, and a full disk image obtained by Yohkoh's Soft X-ray Telescope. Two sequences are from a region at center disk observed through different filters, and one sequence is from the limb. After Fourier-transforming the X-ray intensity of the images we find nearly isotropic power-spectra with an azimuthally integrated slope of -2.1 for the center disk, and -2.8 for the limb images. The full-disk picture yields a spectrum of -2.4. These results are different from the active region spectra obtained with the Normal Incidence X-ray Telescope which have a slope of the order of -3.0, and we ascribe this to the difference in temperature response between the instruments. However, both the SXT and NIXT results are consistent with coronal heating as the endresult of a downward quasistatic cascade (in lengthscales) of free magnetic energy in the corona, driven by footpoint motions in the photosphere. Title: Magnetohydrodynamic Non-Equilibrium - a Numerical Experiment Authors: Martens, P.; Sun, M. T.; Wu, S. T. Bibcode: 1992LNP...399...65M Altcode: 1992esf..coll...65M; 1992IAUCo.133...65M No abstract at ADS Title: Spectra of MHD turbulence in the solar corona Authors: Gomez, D.; Martens, P. C. H. Bibcode: 1992MmSAI..63..755G Altcode: A theoretical model is presented which relates the basic features of coronal MHD turbulence with the subphotospheric HD turbulence that drives it. By performing a Kolmogorov-type dimensional analysis, the observed power law spectrum was reproduced. The power law was found to be independent of the exact subphotospheric power distribution. Title: Coronal heating through lack of MHD equilibrium Authors: Martens, P. C. H.; Sun, M. T.; Wu, S. T. Bibcode: 1992AIPC..267..111M Altcode: 1992ecsa.work..111M We present an analytical example of a series of magnetostatic equilibria with an endpoint. Numerical simulation demonstrates that oscillatory behavior sets in at the endpoint, with a typical amplitude of 50 km/sec. We suggest this in situ wave generation is an energy source for coronal heating. Title: Can Yohkoh/SXT observe coronal MHD turbulence? Authors: Martens, P. C. H.; Gomez, D. Bibcode: 1992MmSAI..63..759M Altcode: The question of whether the Yokoh Soft-X-ray Telescope (SXT) would be sufficiently spatially resolved for observing power spectra of the distribution of X-ray intensity was investigated. SXT soft X-ray images were simulated by artificially degrading the resolution of the digitized Normal Incidence X-ray Telescope X-ray images analyzed by Gomez and Martens (1992) were analyzed. Results of spectral analysis of the resulting images demonstrate that the Yohkoh SXT will be able to observe power spectra over a sufficient range of spatial scales. Title: Shear-induced instability and arch filament eruption: A magnetohydrodynamic (MHD) numerical simulation Authors: Wu, S. T.; Song, M. T.; Martens, P. C. H.; Dryer, M. Bibcode: 1991SoPh..134..353W Altcode: We investigate, via a two-dimensional (nonplanar) MHD simulation, a situation wherein a bipolar magnetic field embedded in a stratified solar atmosphere (i.e., arch-filament-like structure) undergoes symmetrical shear motion at the footpoints. It was found that the vertical plasma flow velocities grow exponentially leading to a new type of global MHD-instability that could be characterized as a `Dynamic Shearing Instability', with a growth rate of about √8{ovV}Aa, where {ovV}A is the average Alfvén speed and a−1 is the characteristic length scale. The growth rate grows almost linearly until it reaches the same order of magnitude as the Alfvén speed. Then a nonlinear MHD instability occurs beyond this point. This simulation indicates the following physical consequences: the central loops are pinched by opposing Lorentz forces, and the outer closed loops stretch upward with the vertically-rising mass flow. This instability may apply to arch filament eruptions (AFE) and coronal mass ejections (CMEs). Title: A Numerical Experiment on the Origin of MHD Non-Equilibrium Authors: Martens, P. C. H.; Sun, M. T.; Wu, S. T. Bibcode: 1991BAAS...23.1035M Altcode: No abstract at ADS Title: Spectra of MHD Turbulence in the Solar Corona Authors: Gómez, D.; Martens, P. C. H. Bibcode: 1991BAAS...23.1062G Altcode: No abstract at ADS Title: Spectra of MHD Turbulence in Coronal Active Regions (With 3 Figures) Authors: Gomez, D.; Martens, P.; Herant, M.; Pardo, F.; Golub, L. Bibcode: 1991mcch.conf..124G Altcode: No abstract at ADS Title: SXT Observations of MHD Turbulance in Active Regions Authors: Martens, P. C. H.; Gómez, D. O.; Slater, G.; Golub, L. Bibcode: 1991LNP...387..291M Altcode: 1991fpsa.conf..291M The recent discovery from NIXT images that the Fourier transform of the X-ray intensity in active regions is a power-law, is consistent with 2D MHD turbulence theory. We briefly discuss this theory and its application to the heating of the solar corona. Then we demonstrate that SXT will be capable of observing similar spectra, even in compressed data-transfer mode between flare observations. Finally we discuss observing plans for verification of the hypothesis of coronal heating through turbulent MHD cascades. Title: Magnetic Fields in Quiescent Prominences Authors: van Ballegooijen, A. A.; Martens, P. C. H. Bibcode: 1990ApJ...361..283V Altcode: The origin of the axial fields in high-latitude quiescent prominences is considered. The fact that almost all quiescent prominences obey the same hemisphere-dependent rule strongly suggests that the solar differential rotation plays an important role in producing the axial fields. However, the observations are inconsistent with the hypothesis that the axial fields are produced by differential rotation acting on an existing coronal magnetic field. Several possible explanations for this discrepancy are considered. The possibility that the sign of the axial field depends on the topology of the magnetic field in which the prominence is embedded is examined, as is the possibility that the neutral line is tilted with respect to the east-west direction, so that differential rotation causes the neutral line also to rotate with time. The possibility that the axial fields of quiescent prominences have their origin below the solar surface is also considered. Title: Neutral Beams in Two-Ribbon Flares and in the Geomagnetic Tail Authors: Martens, P. C. H.; Young, A. Bibcode: 1990ApJS...73..333M Altcode: The current sheet created in the wake of an erupting filament during a two-ribbon flare is studied. A comparison with the geomagnetic tail shows that the physics of these systems is very similar, and therefore the existence of super Dreicer fields and the generation of netural beams traveling down the postflare loops with small pitch angles may be expected. The observational evidence for neutral beams in flares is reviewed and found to be generally supportive, while contracting the widely held hypothesis of electron beams. A dimensional analysis further demonstrates that the results for self-consistent numerical simulations of the current sheet in the geomagnetic tail can directly be scaled to the coronal current sheet, and the scaling parameters are derived. Title: Diagnostics for Low Energy Proton Beams in Solar Flares Authors: Martens, P. C. H. Bibcode: 1990BAAS...22R.825M Altcode: No abstract at ADS Title: Observational Evidence for Heating through MHD Turbulence in Coronal Active Regions Authors: Gomez, D.; Martens, P. C. H.; Herant, M.; Golub, L. Bibcode: 1990BAAS...22Q.796G Altcode: No abstract at ADS Title: A Numerical Experiment on the Critical Shear in Relation to the Non-equilibrium of a Force-free Magnetic Field Evolution Authors: Sun, M. T.; Wu, S. T.; Martens, P. C. H. Bibcode: 1990BAAS...22..854S Altcode: No abstract at ADS Title: A self-consistent model for beam generation in two-ribbon flares. Authors: Martens, P. C. H. Bibcode: 1990ppsa.conf..259M Altcode: The equations governing the evolution of the current sheet created in a solar two-ribbon flare are derived. The finite gyroradius of the protons is explicitly accounted for. It is demonstrated that in the dimensionless form of these equations the parameters are similar to those for the geomagnetic tail. Consequently one can expect a similar type of evolution. Title: Helical flux ropes in solar prominences Authors: Martens, P. C. H.; van Ballegooijen, A. A. Bibcode: 1990GMS....58..337M Altcode: The present numerical method for the computation of force-free, cancelling magnetic structures shows that flux cancellation at the neutral line in a sheared magnetic arcade generates helical field lines that can support a prominence's plasma. With increasing flux cancellation, the axis of the helical fields moves to greater heights; this is suggestive of a prominence eruption. Two alternative scenarios are proposed for the formation of polar crown prominences which yield the correct axial magnetic field sign. Both models are noted to retain the formation of helical flux tubes through flux cancellation as their key feature. Title: NIXT Observations of the June 23 1988 Flare and their Theoretical Interpretation Authors: Martens, P. C. H.; Golub, L.; Herant, M. Bibcode: 1990ppsa.conf..153M Altcode: No abstract at ADS Title: A Self Consistent Model for Beam Generation in Two-Ribbon Flares. Authors: Martens, P. C. H. Bibcode: 1990ppsa.conf..257M Altcode: No abstract at ADS Title: Time-dependent corona models : scaling laws. Authors: Korevaar, P.; Martens, P. C. H. Bibcode: 1989A&A...226..203K Altcode: Scaling laws are derived for the one-dimensional time-dependent Euler equations that describe the evolution of a spherically symmetric stellar atmosphere. With these scaling laws the results of the time-dependent calculations by Korevaar (1989) obtained for one star are applicable over the whole Hertzsprung-Russell diagram and even to elliptic galaxies. The scaling is exact for stars with the same M/R-ratio and a good approximation for stars with a different M/R-ratio. The global relaxation oscillation found by Korevaar (1989) is scaled to main sequence stars, a solar coronal hole, cool giants and elliptic galaxies. Title: A Circuit Model for Filament Eruptions and Two-Ribbon Flares Authors: Martens, P. C. H.; Kuin, N. P. M. Bibcode: 1989SoPh..122..263M Altcode: We derive a circuit model for solar filament eruptions and two-ribbon flares which reproduces the slow energy build up and eruption of the filament, and the energy dissipation in a current sheet at the top of post-flare loops during the two-ribbon flare. In our model the free magnetic energy is concentrated in a current through the filament, another current through an underlying current sheet, and surface return currents. The magnetic field configuration, generated by these currents and a general photospheric background field, has a topology similar to the field topology derived from observations. Title: First Evidence for Particle Beams in a Stellar Flare Authors: Saar, S. H.; Martens, P.; Huovelin, J. Bibcode: 1989BAAS...21.1192S Altcode: No abstract at ADS Title: A Study of Dissipative Structures in the Solar Corona with High-Resolution NIXT Images Authors: Gomez, D.; Martens, P. C. H.; Golub, L. Bibcode: 1989BAAS...21R1150G Altcode: No abstract at ADS Title: Numerical Simulation of Well Observed Filament Eruptions Authors: Martens, P. C. H.; Huang, G. Bibcode: 1989BAAS...21.1186M Altcode: No abstract at ADS Title: Formation and Eruption of Solar Prominences Authors: van Ballegooijen, A. A.; Martens, P. C. H. Bibcode: 1989ApJ...343..971V Altcode: A model for the magnetic field associated with solar prominences is considered. It is shown that flux cancellation at the neutral line of a sheared magnetic arcade leads to the formation of helical field lines which are capable, in principle, of supporting prominence plasma. A numerical method for the computation of force-free, canceling magnetic structures is presented. Starting from an initial potential field we prescribe the motions of magnetic footpoints at the photosphere, with reconnection occurring only at the neutral line. As more and more flux cancels, magnetic flux is transferred from the arcade field to the helical field. Results for a particular model of the photospheric motions are presented. The magnetic structure is found to be stable: the arcade field keeps the helical field tied down at the photosphere. The axis of the helical field moves to larger and larger height, suggestive of prominence eruption. These results suggest that prominence eruptions may be trigered by flux cancellation. Title: Theretical Analysis of the June 23 1988 Flare Authors: Martens, P. C. H. Bibcode: 1989BAAS...21..851M Altcode: No abstract at ADS Title: Proton Acceleration in Solar Flares and in the Geomagnetic Tail:A Comparison. Authors: Martens, P. C. H.; Young, A. Bibcode: 1989npvp.conf..381M Altcode: No abstract at ADS Title: Preflare activity. Authors: Priest, E. R.; Gaizauskas, V.; Hagyard, M. J.; Schmahl, E. J.; Webb, D. F.; Cargill, P.; Forbes, T. G.; Hood, A. W.; Steinolfson, R. S.; Chapman, G. A.; Deloach, A. C.; Gary, G. A.; Jones, H. P.; Karpen, J. T.; Martres, M. -J.; Porter, J. G.; Schmieder, B.; Smith, J. B., Jr.; Toomre, J.; Woodgate, B.; Waggett, P.; Bentley, R.; Hurford, G.; Schadee, A.; Schrijver, J.; Harrison, R.; Martens, P. Bibcode: 1989epos.conf....1P Altcode: Contents: 1. Introduction. 2. Magnetohydrodynamic instability. 3. Preflare magnetic and velocity fields. 4. Coronal manifestations of preflare activity. Title: The Generation of Neutral Beams in Two-Ribbon Flares Authors: Young, A.; Martens, P. C. H. Bibcode: 1988BAAS...20..977Y Altcode: No abstract at ADS Title: The Generation of Proton Beams in Two-Ribbon Flares Authors: Martens, P. C. H. Bibcode: 1988ApJ...330L.131M Altcode: It is shown that, in the current sheet at the top of the arcade of postflare loops in a two-ribbon solar flare, particle beams are generated by direct electric-field acceleration. The acceleration process is completely collisionless and is limited only by the gyromotion along the component of the magnetic field perpendicular to the sheet. This mechanism is similar to the particle acceleration in the geomagnetic tail. Neutral beams emanate from the sheet with almost zero pitch angle, making protons the main carriers of the beam energy. Approximately 10 to the 35th protons/sec are generated with a typical energy of 200 keV. Their energy distribution is a single power law, with an upper and lower energy cut-off. Such a population is capable of simultaneously generating the observed impulsive-phase hard X-rays and the gamma rays. Title: The generation of proton beams in two-ribbon flares. Authors: Martens, P. C. H. Bibcode: 1988sscd.conf..501M Altcode: It is shown that in the current sheet at the top of the arcade of postflare loops in a two-ribbon flare, high energy particle beams are generated by direct electric field acceleration. The plasma beams in the current sheet are completely collisionless, and the acceleration of the protons and electrons is limited only by the gyration along the small component of the magnetic field perpendicular to the sheet. This process is identical with the particle acceleration in the geomagnetic tail. Title: Direct Electric Field Acceleration in Two-Ribbon Flares Authors: Martens, P. C. H.; Slater, G. L. Bibcode: 1987BAAS...19..919M Altcode: No abstract at ADS Title: The thermal stability of coronal loops by nonlinear diffusion asymptotics Authors: Pakkert, J. W.; Verhulst, F.; Martens, P. C. H. Bibcode: 1987A&A...179..285P Altcode: The thermal structure of the plasma in coronal loops is re-investigated. The authors assume that the plasma is confined to move along the field lines because of the high plasma β and study the time variability of the temperature structure of the plasma along a field line. With the supposition that the evolution of the plasma takes place on the thermal timescale, which is much larger than the dynamical timescale, they derive a nonlinear reaction-diffusion equation (and some additional constraints) that describes the time-dependent behaviour of the temperature structure. This equation is studied with the use of nonlinear diffusion asymptotics, in particular singular perturbation techniques. Title: Energy conversion in the coronal plasma. Authors: Martens, P. C. H. Bibcode: 1986NASCP2442..407M Altcode: 1986copp.nasa..407M Solar and stellar X-ray emission are the observed waste products of the interplay between magnetic fields and the motion of stellar plasma. Theoretical understanding of the process of coronal heating is of utmost importance, since the high temperature is what defines the corona in the first place. Most of the research described deals with the aspects of the several rivalling theories for coronal heating. The rest of the papers deal with processes of energy conversion related to flares. Title: A coordinate free description of magnetohydrostatic equilibria. Authors: Martens, P. C. H. Bibcode: 1986NASCP2442..431M Altcode: 1986copp.nasa..431M The question what geometrical restrictions are imposed on static magnetic fields by the magnetohydrostatic (MHS) equation is addressed. The general mathematical problem is therefore to determine the solutions of the MHS equations in the corona subject to an arbitrary normal component of the magnetic field at the boundary and arbitrary connectivity. What constraints the MHS equations impose on the geometry of the solutions, expressed in metric tensors, will be determined. Title: Coronal manifestations of preflare activity Authors: Schmahl, E. J.; Webb, D. F.; Woodgate, B.; Waggett, P.; Bentley, R.; Hurford, G.; Schadee, A.; Schrijver, J.; Harrison, R.; Martens, P. Bibcode: 1986epos.conf.1.48S Altcode: 1986epos.confA..48S A variety of coronal manifestations of precursors or preheating for flares are discussed. Researchers found that almost everyone with a telescope sees something before flares. Whether an all-encompassing scenario will ever be developed is not at all clear at present. The clearest example of preflare activity appears to be activated filaments and their manifestations, which presumably are signatures of a changing magnetic field. But researchers have seen two similar eruptions, one without any evidence of emerging flux (Kundu et al., 1985) and the other with colliding poles (Simon et al., 1984). While the reconnection of flux is generally agreed to be required to energize a flare, the emergence of flux from below (at least on short timescales and in compact regions) does not appear to be a necessary condition. In some cases the cancelling of magnetic flux (Martin, 1984) by horizontal motions instead may provide the trigger (Priest, 1985) Researchers found similarities and some differences between these and previous observations. The similarities, besides the frequent involvement of filaments, include compact, multiple precursors which can occur both at and near (not at) the flare site, and the association between coronal sources and activity lower in the atmosphere (i.e., transition zone and chromosphere). Title: A dynamic model of filament eruptions and two ribbon flares. Authors: Paul, N.; Kuin, M.; Martens, P. C. H. Bibcode: 1986NASCP2442..241P Altcode: In this model not only the force balance, but also the energy balance of the filament is taken into account. Thus a fully closed system of equations is obtained, that describes the evolution of the filament, first in force equilibrium during the current build-up phase, then in the non-equilibrium phase before the eruption, and the eruption itself. A neutral point appears above the photospheric surface in the non-equilibrium phase, but long before the eruption. The authors find that although the filament itself may be in non-equilibrium, the evolution may still be slow up to the height where the eruption takes place. The eruption of the filament itself causes a large induced electric field at the neutral point which leads to the observed flare phenomena. Title: A dynamic model of filament eruptions and two ribbon flares Authors: Kuin, N. Paul M.; Martens, Piet C. H. Bibcode: 1986NASCP2442..241K Altcode: 1986copp.nasa..241K Two basically different models for the filament equilibrium by Kippenhahn and Schluter (1957) and Kuperus and Raadu (1974) have appeared in the literature. A further analyses by van Tend and Kuperus (1978) added the force due to the horizontal component of the background field to the Kuperus and Raadu model. In order to obtain a better model which actually describes these phenomena, the evolution of the filament has to be considered in detail. A first attempt was recently presented by Kaastra. Kaastra did not formulate the precise energy balance equations for the problem, as is done in the present work. In the present model not only the force balance, but also the energy balance of the filament is taken into account. Thus a fully closed system of equations is obtained, that describes the evolution of the filament, first in force equilibrium during the current build-up phase, then in the non-equilibrium phase before the eruption, and the eruption itself. A neutral point appears above the photospheric surface in the non-equilibrium phase, but long before the eruption. It was found that although the filament itself may be in non-equilibrium, the evolution may still be slow up to the height where the eruption takes place. The eruption of the filament itself causes a large induced electric field at the neutral point which leads to the observed flare phenomena. Title: An Electrical Circuit Model for Two-Ribbon Flares Authors: Martens, P. C. H.; Kuin, N. P. M. Bibcode: 1986BAAS...18..699M Altcode: No abstract at ADS Title: Preflare energy build-up in a filament circuit. Authors: Martens, P. C. H. Bibcode: 1986SoPh..107...95M Altcode: 1987SoPh..107...95M The two-dimensional Van Tend and Kuperus (1978) scenario for pre-flare energy build-up is extended to a fully three-dimensional model and applied to the 16 May, 1981 flare observed at Debrecen. It is shown that there is plenty of free energy (1033 erg) available to explain the ensuing large two-ribbon flare. This estimate is an order of magnitude larger than the simple estimate made by Van Tend, as a result of the three-dimensional character of the present model. It is further confirmed that the global form of the preflare circuit is decisive for determining the amount of energy stored in the preflare configuration, while the internal structure of the filament is of little importance. This is in accordance with the similar claims of Alfvén and Van Tend and Kuperus. Title: Preflare activity. Authors: Priest, E. R.; Gaizauskas, V.; Hagyard, M. J.; Schmahl, E. J.; Webb, D. F.; Cargill, P.; Forbes, T. G.; Hood, A. W.; Steinolfson, R. S.; Chapman, G. A.; Deloach, A. C.; Gary, G. A.; Jones, H. P.; Karpen, J. T.; Martres, M. -J.; Porter, J. G.; Schmieder, B.; Smith, J. B., Jr.; Toomre, J.; Woodgate, B.; Waggett, P.; Bentley, R.; Hurford, G.; Schadee, A.; Schrijver, J.; Harrison, R.; Martens, P. Bibcode: 1986NASCP2439....1P Altcode: Contents: 1. Introduction: the preflare state - a review of previous results. 2. Magnetohydrodynamic instability: magnetic reconnection, nonlinear tearing, nonlinear reconnection experiments, emerging flux and moving satellite sunspots, main phase reconnection in two-ribbon flares, magnetic instability responsible for filament eruption in two-ribbon flares. 3. Preflare magnetic and velocity fields: general morphology of the preflare magnetic field, magnetic field shear, electric currents in the preflare active region, characterization of the preflare velocity field, emerging flux. 4. Coronal manifestations of preflare activity: defining the preflare regime, specific illustrative events, comparison of preflare X-rays and ultraviolet, preflare microwave intensity and polarization changes, non-thermal precursors, precursors of coronal mass ejections, short-lived and long-lived HXIS sources as possible precursors. Title: Absence of MHS-Equilibrium in Plasmas Authors: Martens, P. C. H. Bibcode: 1986mrt..conf...79M Altcode: No abstract at ADS Title: Book-Review - Magnetic Fields in Astrophysics Authors: Zeldovich, Y. B.; Ruzmaikin, A. A.; Sokoloff, D. D.; Martens, P. C. H. Bibcode: 1985SoPh...98..195Z Altcode: No abstract at ADS Title: Book reviews Authors: Schrijver, J.; Martens, P. C. H. Bibcode: 1985SoPh...98..195S Altcode: No abstract at ADS Title: Observations of Steady Anomalous Magnetic Heating in Thin Current Sheets Authors: Martens, P. C. H.; van den Oord, G. H. J.; Hoyng, P. Bibcode: 1985SoPh...96..253M Altcode: A faint steadily emitting loop-like structure has been observed by HXIS in its low energy channels (3.5-8.0 keV) on November 5/6, 1980. These HXIS observations have permitted us to follow the thermal evolution of this loop for a period of about 15 hr and from this study we conclude that only a fraction of 0.1% of the volume of the loop is steadily heated at the rather large rate of 0.6 erg cm-3 s-1. We interpret this heating as the dissipation of magnetic fields in thin current sheets and we find that the dissipation with classical resistivity is very unlikely, while ion-kinetic tearing, as proposed by Galeev et al. (1981), suits the observations very well. The enhancement of the resistivity over the classical resistivity then turns out to be a factor 4 × 104. Dissipation in extremely thin sheets via the ion-acoustic instability (Duijveman et al., 1981) cannot be completely excluded when the cross-field heat conductivity is anomalously enhanced by a factor 400. Title: Filament Evolution: Energy Build-Up, Eruption and Oscillations Authors: Martens, P. C. H.; Kuin, N. P. M. Bibcode: 1985BAAS...17..592M Altcode: No abstract at ADS Title: New instabilities in line driven winds. Authors: Martens, P. C. H. Bibcode: 1985NASCP2358..226M Altcode: 1985onhm.rept..226M The author proposes a general three-dimensional treatment of the stability problem of line-driven stellar winds, which leads to the general dispersion equation. From this dispersion equation a new instability in stellar winds is derived: the 'thermal drift instability'. It is related to changes in absorption of radiation caused by temperature perturbations. This mechanism results in growing, inwardly propagating sound waves. Title: Applications of non-linear methods in astronomy Authors: Martens, P. C. H. Bibcode: 1984PhR...115..315M Altcode: In this review I discuss catastrophes, bifurcations and strange attractors in a non-mathematical manner by giving very simple examples that st ill contain the essence of the phenomenon. The salientresults of the applications of these non-linear methods in astrophysics are reviewed and include such diverse phenomena as solar flares and loop brightenings (catastrophes), formation of binaries and cyclic stellar winds (bifurcations) and the solar cycle and galactic dynamics (strange attractors). Emphasis is laid on the unifying concept of non-linearity in (simple) differential equatio ns that can be the framework for understanding and predicting such diverse phenomena as mentioned above. Finally there is a discussion on the concept of intrinsic unpredictability (as a result on non-linearity), the limit it sets to the use of numerical models and the way it contradicts our intuiti ve notions on deterministic systems.

From October 1, 1984: Laboratory for Astronomy and Solar Physics, Code 682, NASA, Goddard Space Flight Center, Greenbelt, MD 20771, U.S.A. Title: Summary of the Workshop, Conclusions - Discussion Authors: La Dous, C.; Lago, T.; Kuin, P.; Martens, P.; Ramella, M.; Company), The Bibcode: 1984evml.conf..219L Altcode: No abstract at ADS Title: Book-Review: Solar Magnetohydrodynamics Authors: Priest, E. R.; Martens, P. C. H. Bibcode: 1984Ruimt..33..119P Altcode: No abstract at ADS Title: Relaxation oscillations and double temperature structures in stellar coronae. Authors: Hearn, A. G.; Kuin, N. P. M.; Martens, P. C. H. Bibcode: 1983A&A...125...69H Altcode: Further work using the iterative method of Hearn and Vardavas (1981) for calculating stationary models for stellar coronae has shown that the coronae of small extent obtained with large fluxes of mechanical energy are not stable. It is suggested that the corona undergoes a relaxation oscillation in which a single extended corona collapses to a double corona which in turn builds up to a single extended corona again. Such a coronal relaxation oscillation may be an explanation for the observed variations of mass loss from late B and early A type supergiants and perhaps from Be stars. The inclusion of radiative forces resulting from the absorption of photospheric radiation by resonance lines should increase the period of the oscillation. If these radiative forces are sufficiently strong they should stabilize the oscillation giving a double corona structure. Such a model could in principle explain the observed soft X-ray emission of OB supergiants and the discrepancy between mass loss rates deduced from the ultraviolet and radio measurements. Title: The thermal evolution of resonantly heated coronal loops Authors: Martens, P. C. H.; Kuin, N. P. M. Bibcode: 1983A&A...123..216M Altcode: The time-dependent model of Kuin and Martens (1982) for the thermal structure of the plasma in a coronal loop is extended to account for the mechanism of resonant electrodynamic heating (Ionson, 1982). It is found that, just as in the models of constant heating of Kuin and Martens, the static thermal equilibrium for the loops is unstable and that the time dependent solutions for the plasma in a loop are cyclic, consisting of a short cool phase and a long hot phase. This last phase is almost identical to the static solution and this explains the static appearance of a loop. In addition to this cyclic behaviour catastrophic transitions in the X-ray emission of a loop may occur, as a result of a gradual change in the loop length or the magnetic field strength. Finally a comparison is made with the numerical solutions for the evolution of the plasma in coronal loops by other authors. Title: Nonlinearity and Instability in Stellar Coronae Authors: Martens, P. C. H. Bibcode: 1983PhDT.......138M Altcode: This thesis consists of three parts. Chapter 2, the first part, reviews applications of nonlinear methods in astronomy, in particular in stellar coronae. Chapters 3, 4, and 5, the second part, deal with various aspects of the acceleration and thermal stability of stellar winds, while chapters 6 through 9 consider the thermal structure and stability of the plasma in closed coronal loops, such as observed on the Sun. All chapters have been published as papers in refereed journals. Title: Nonlinearity and instability in stellar coronae Authors: Martens, Petrus Cornelis Hendrik Piet Bibcode: 1983PhDT.......170M Altcode: No abstract at ADS Title: A thermal catastrophe in a resonantly heated coronal loop Authors: Martens, P. C. H.; Kuperus, M. Bibcode: 1983IAUS..102..397M Altcode: A theory for the thermal stability of hot coronal loops is presented, which is based on the resonant electrodynamic heating theory of Ionson (1982) and the evaporation/condensation scenario of Krall and Antiochos (1980). The theory predicts that gradual changes in the length of a loops or in its magnetic field strength can trigger catastrophic changes in the X-ray visibility of the loop, without the need for a change in the magnetic field topology. A natural explanation is thereby given for the observations of X-ray brightenings in loops and loop evacuations with coronal rain. Title: Resonant electrodynamic heating and the thermal stability of coronal loops Authors: Martens, P. C. H.; Kuperus, M. Bibcode: 1982A&A...113..324M Altcode: The resonant electrodynamic heating theory of Ionson (1982) and the evaporation/condensation scenario of Krall and Antiochos (1980) are invoked by a theory of hot coronal loop thermal stability. The theory predicts that gradual changes in loop length or magnetic field strength can trigger catastrophic X-ray visibility changes in the loop without accompanying changes in magnetic field topology. This is judged to constitute a natural explanation for observed X-ray brightening in loops, as well as loop evacuations with coronal rain. Title: On cool coronal loops Authors: Martens, P. C. H.; Kuin, N. P. M. Bibcode: 1982A&A...112..366M Altcode: Analytical model calculations and physical arguments are used to examine cool equilibria in coronal loops. Static loop model assumptions include a one-dimensional energy equation, a constant cross-sectional area, and a loop symmetric top. It is shown, in contradiction to Hood and Priest (1979) results, that cool loop maximum height has a minimal dependence on the heating mechanism and the radiation losses, and does not depend on constants of proportionality. In addition, thermal catastrophe occurs not only as a result of loop length variations, but also as a result of heating or pressure variations. It is also concluded that for a given heating mechanism, thermal catastrophe occurs at only one loop length. Title: On the thermal stability of hot coronal loops - The coupling between chromosphere and corona Authors: Kuin, N. P. M.; Martens, P. C. H. Bibcode: 1982A&A...108L...1K Altcode: We consider the interaction of the hot plasma in coronal loops with the underlying chromospheric plasma, and find stable static equilibria if the coupling between corona and chromosphere is sufficiently strong. However, for typical coronal loop conditions the interaction is not strong enough for perfect stabilisation and an oscillatory solution is found with a period of about a day. The latter solution is very similar to the static solution during most of the time and is relatively cool only during a short while. We tentatively identify this cyclic behaviour with the observed up-flows and downflows in the solar corona. Title: An analytical model for stellar coronae Authors: Martens, P. C. H. Bibcode: 1981A&A...102..156M Altcode: A semianalytical model based on the assumption of an isothermal corona and a transition region of constant pressure is developed for stationary stellar coronae. It is shown that the temperature structure of the transition region can be described by a one-parameter differential equation, leading to a one-parameter set of solutions for the transition region temperature structure. A comparison is also made of the results obtained by assuming, first, acoustic heating, and then replacing it by constant heating up to an arbitrary height. In the first case, it is shown that the period and flux of the sound waves that heat the corona are the only external parameters needed to describe the corona and transiton region. The second case demonstrates that only the heating function needs to be specified in order to obtain a full solution. Title: Line driven sound waves in early type stars. Authors: Martens, P. C. H. Bibcode: 1979A&A....75L...7M Altcode: The existence of rapidly growing sound waves in the expanding atmospheres of hot stars is demonstrated. The sound waves are amplified by the velocity dependence of the radiative forces associated with the impurity ion resonance lines. Strong sound waves with a period of 15 minutes to several hours may be expected. The estimated acoustic flux produced by this mechanism is 8 billion erg/sq cm per sec for Zeta Puppis (O4ef) and 700 million erg/sq cm per sec for Epsilon Orionis (B0 Ia). This energy may be sufficient to heat a corona.