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astro-ph.SR2026
JW-FD: A 15-Year Multimodal Dataset for Solar Flare Forecasting
Shao Mingfu, Lin Jiaben, Wang Hui +4
Solar flares drive severe space weather hazards, and forecasting their occurrence remains a central challenge for both heliophysics and operational space weather services. Data dri…
astro-ph.SR2026
Deep Learning with Magnetic Parameter Constraints for Short-Term Prediction of Solar Active Region Vector Magnetic Fields
Yuqing Zhou, Hui Liu, Zhenyu Jin +5
Forecasting the dynamic evolution of solar magnetic fields is a critical technique for enabling space weather warnings. Addressing the limitations of existing methods in predicting…