Forecasting Solar Flares Using Magnetogram-based Predictors and Machine Learning

Probing the sparse tails of redshift distributions with Voronoi tessellations

(2017) B.R. Granett   Astronomy and Computing

Neural networks: An overview of early research, current frameworks and new challenges

(2016) Alberto Prieto et al.   NEUROCOMPUTING

An automated classification approach to ranking photospheric proxies of magnetic energy build-up

(2015) A. Al-Ghraibah et al.   ASTRONOMY & ASTROPHYSICS

An automated classification approach to ranking photospheric proxies of magnetic energy build-up

(2015) A. Al-Ghraibah et al.   ASTRONOMY & ASTROPHYSICS

The overlooked potential of Generalized Linear Models in astronomy, I: Binomial regression

(2015) R.S. de Souza et al.   Astronomy and Computing

Solar image parameter data from the SDO: Long-term curation and data mining

(2015) M.A. Schuh et al.   Astronomy and Computing

Spatio-Temporal Scaling of Turbulent Photospheric Line-of-Sight Magnetic Field in Active Region NOAA 11158

(2014) J. A. Guerra et al.   SOLAR PHYSICS

The Helioseismic and Magnetic Imager (HMI) Vector Magnetic Field Pipeline: SHARPs – Space-Weather HMI Active Region Patches

(2014) M. G. Bobra et al.   SOLAR PHYSICS

MAG4 versus alternative techniques for forecasting active region flare productivity

(2014) David A. Falconer et al.   SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS

A machine learning approach to Cepheid variable star classification using data alignment and maximum likelihood

(2013) Ricardo Vilalta et al.   Astronomy and Computing

PRIOR FLARING AS A COMPLEMENT TO FREE MAGNETIC ENERGY FOR FORECASTING SOLAR ERUPTIONS

(2012) David A. Falconer et al.   ASTROPHYSICAL JOURNAL

BUILDUP OF MAGNETIC SHEAR AND FREE ENERGY DURING FLUX EMERGENCE AND CANCELLATION

(2012) Fang Fang et al.   ASTROPHYSICAL JOURNAL

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Solar Flare Prediction Using Advanced Feature Extraction, Machine Learning, and Feature Selection

(2011) Omar W. Ahmed et al.   SOLAR PHYSICS

The Solar Dynamics Observatory (SDO)

(2011) W. Dean Pesnell et al.   SOLAR PHYSICS

An Observational Overview of Solar Flares

(2011) L. Fletcher et al.   SPACE SCIENCE REVIEWS

A tool for empirical forecasting of major flares, coronal mass ejections, and solar particle events from a proxy of active-region free magnetic energy

(2011) David Falconer et al.   SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS

Automated flare forecasting using a statistical learning technique

(2010) Yuan Yuan et al.   Research in Astronomy and Astrophysics

A new technique for the calculation and 3D visualisation of magnetic complexities on solar satellite images

(2010) O. W. Ahmed et al.   VISUAL COMPUTER

Short-Term Solar Flare Prediction Using a Sequential Supervised Learning Method

(2009) Daren Yu et al.   SOLAR PHYSICS

Automated Solar Activity Prediction: A hybrid computer platform using machine learning and solar imaging for automated prediction of solar flares

(2009) T. Colak et al.   SPACE WEATHER-THE INTERNATIONAL JOURNAL OF RESEARCH AND APPLICATIONS

Application of support vector machine combined with K-nearest neighbors in solar flare and solar proton events forecasting

(2008) Rong Li et al.   ADVANCES IN SPACE RESEARCH

Magnetogram Measures of Total Nonpotentiality for Prediction of Solar Coronal Mass Ejections from Active Regions of Any Degree of Magnetic Complexity

(2008) D. A. Falconer et al.   ASTROPHYSICAL JOURNAL

Statistical Assessment of Photospheric Magnetic Features in Imminent Solar Flare Predictions

(2008) Hui Song et al.   SOLAR PHYSICS

Solar flare forecasting model supported with artificial neural network techniques

(2007) H.N. Wang et al.   ADVANCES IN SPACE RESEARCH