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Solar Flare Prediction

Solar flare prediction in heliophysics

Papers

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Showing 1–25 of 27 papers

TitleStatusHype
Enhancing Multivariate Time Series-based Solar Flare Prediction with Multifaceted Preprocessing and Contrastive LearningCode0
EXCON: Extreme Instance-based Contrastive Representation Learning of Severely Imbalanced Multivariate Time Series for Solar Flare PredictionCode0
Predicting Solar Flares Using a Long Short-Term Memory NetworkCode0
Explainable Deep Learning-based Solar Flare Prediction with post hoc Attention for Operational ForecastingCode0
Explaining Full-disk Deep Learning Model for Solar Flare Prediction using Attribution MethodsCode0
Shapelet-Based Counterfactual Explanations for Multivariate Time SeriesCode0
Exploring Deep Learning for Full-disk Solar Flare Prediction with Empirical Insights from Guided Grad-CAM ExplanationsCode0
Solar Flare Forecast: A Comparative Analysis of Machine Learning Algorithms for Solar Flare Class PredictionCode0
DeepSun: Machine-Learning-as-a-Service for Solar Flare PredictionCode0
Towards Coupling Full-disk and Active Region-based Flare Prediction for Operational Space Weather ForecastingCode0
Towards Interpretable Solar Flare Prediction with Attention-based Deep Neural NetworksCode0
Embedding Ordinality to Binary Loss Function for Improving Solar Flare ForecastingCode0
Using Multiple Instance Learning for Explainable Solar Flare PredictionCode0
Unveiling the Potential of Deep Learning Models for Solar Flare Prediction in Near-Limb Regions—0
Improving Solar Flare Prediction by Time Series Outlier Detection—0
Advancing Solar Flare Prediction using Deep Learning with Active Region Patches—0
A hybrid supervised/unsupervised machine learning approach to solar flare prediction—0
Class-Based Time Series Data Augmentation to Mitigate Extreme Class Imbalance for Solar Flare Prediction—0
Contrastive Representation Learning for Predicting Solar Flares from Extremely Imbalanced Multivariate Time Series Data—0
Extreme Solar Flare Prediction Using Residual Networks with HMI Magnetograms and Intensitygrams—0
Active Region-based Flare Forecasting with Sliding Window Multivariate Time Series Forest Classifiers—0
Incorporating Polar Field Data for Improved Solar Flare Prediction—0
Large Scale Evaluation of Deep Learning-based Explainable Solar Flare Forecasting Models with Attribution-based Proximity Analysis—0
Predicting Solar Flares with Remote Sensing and Machine Learning—0
Shape-based Feature Engineering for Solar Flare Prediction—0
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