Berkay Aydin

1. Challenges with Extreme Class-Imbalance and Temporal Coherence: A Study\n on Solar Flare Data
   2019/11/20 by Azim Ahmadzadeh, Ahmadzadeh, Azim, Maxwell Hostetter +11 · 4 citations
   Decision Sciences · Economics, Econometrics and Finance · Engineering · #Energy Load and Power Forecasting #FOS: Computer and information sciences #FOS: Physical sciences #Forecasting Techniques and Applications #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Market Dynamics and Volatility #Solar and Stellar Astrophysics (astro-ph.SR)
2. On the Prediction of >100 MeV Solar Energetic Particle Events Using GOES Satellite Data
   2017/12/11 by Soukaïna Filali Boubrahimi, Berkay Aydin, Boubrahimi, Soukaina Filali +5 · 2 citations
   Earth and Planetary Sciences · Physics and Astronomy · #Earthquake Detection and Analysis #FOS: Physical sciences #Solar and Space Plasma Dynamics #Solar and Stellar Astrophysics (astro-ph.SR)
3. Advancing Solar Flare Prediction using Deep Learning with Active Region Patches
   2024/06/16 by Chetraj Pandey, Temitope Adeyeha, Pandey, Chetraj +7 · 4 citations
   Computer Science · Physics and Astronomy · #Currency Recognition and Detection #Solar Radiation and Photovoltaics #Solar and Space Plasma Dynamics
4. Unveiling the Potential of Deep Learning Models for Solar Flare Prediction in Near-Limb Regions
   2023/09/25 by Chetraj Pandey, Pandey, Chetraj, Rafal A. Angryk +3 · 1 citation
   Physics and Astronomy · Computer Science · #Solar and Space Plasma Dynamics #Solar Radiation and Photovoltaics
5. Short-term Classification of Strong Solar Energetic Particle Events using Multivariate Time Series Classifiers
   2024/03/26 by Sumanth A. Rotti, Berkay Aydin, Rotti, Sumanth A. +3 · 1 citation
   Computer Science · #Currency Recognition and Detection #FOS: Physical sciences #Solar Radiation and Photovoltaics #Solar and Stellar Astrophysics (astro-ph.SR)
6. Towards Interpretable Solar Flare Prediction with Attention-based Deep Neural Networks
   2023/09/08 by Chetraj Pandey, Anli Ji, Pandey, Chetraj +5 · 2 citations
   Computer Science · Physics and Astronomy · #Solar Radiation and Photovoltaics #Solar and Space Plasma Dynamics
7. Surya: Foundation Model for Heliophysics
   2025/08/18 by Sujit Roy, Johannes Schmude, Roy, Sujit +62 · 2 citations
   Earth and Planetary Sciences · Physics and Astronomy · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Instrumentation and Methods for Astrophysics (astro-ph.IM) #Ionosphere and magnetosphere dynamics #Solar and Space Plasma Dynamics #Solar and Stellar Astrophysics (astro-ph.SR) #Tropical and Extratropical Cyclones Research