A Deep Learning Framework for Predicting Solar EUV Irradiance During Significant Flares

arXiv:2607.19597 · astro-ph.SR, astro-ph.IM, cs.LG · Submitted 2026-07-21 · Read on arXiv

Sathvik Soman, Jason T. L. Wang, Haimin Wang, Haodi Jiang

astro-ph.SR, astro-ph.IM, cs.LG

Submitted: 2026-07-21

Comments: 8 pages, 9 figures

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Attention Mechanism — 7× in this paper · explained in 3 episodes
• Generalization — 7× in this paper · explained in 13 episodes
• Ablation — 5× in this paper · explained in 1 episode
• Solar Dynamics Observatory — 5× in this paper
• Mean Absolute Error — 4× in this paper
• Multimodal Fusion — 4× in this paper · explained in 3 episodes
• Ablation study — 3× in this paper · explained in 1 episode
• Atmospheric Imaging Assembly — 3× in this paper
• AdamW Optimizer — 2× in this paper · explained in 1 episode
• Adaptation — 2× in this paper · explained in 1 episode
• Benchmark — 2× in this paper · explained in 2 episodes
• Clustering — 2× in this paper · explained in 2 episodes
• Consistency — 2× in this paper · explained in 3 episodes
• Helioseismic and Magnetic Imager — 2× in this paper
• Pearson Correlation Coefficient — 2× in this paper
• Regularization — 2× in this paper · explained in 3 episodes
• Active Regions — 1× in this paper · explained in 1 episode
• Adaptive Reweighting — 1× in this paper · explained in 1 episode
• Architectural Adaptation — 1× in this paper · explained in 1 episode
• Calibration — 1× in this paper · explained in 7 episodes
• Computational overhead — 1× in this paper · explained in 2 episodes
• Conference on Computer Vision and Pattern Recognition — 1× in this paper
• Data Augmentation — 1× in this paper · explained in 7 episodes
• Evaluation Dimensions — 1× in this paper · explained in 3 episodes
• Feature Extraction — 1× in this paper · explained in 2 episodes
• Interpretability — 1× in this paper · explained in 15 episodes
• Joint Science Operations Center — 1× in this paper
• Loss Function — 1× in this paper · explained in 2 episodes
• Temporal consistency — 1× in this paper · explained in 2 episodes
• Transfer Learning — 1× in this paper · explained in 10 episodes

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