Berkay Aydin

Georgia State University — United States

Physics and Astronomy · Physical Sciences

16h-index979citations125works1.82yr avg
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Research Topics

Solar and Space Plasma Dynamics(47), Solar Radiation and Photovoltaics(36), Data Management and Algorithms(31), Data Mining Algorithms and Applications(25), Time Series Analysis and Forecasting(19)

Publications125 total

Ordinal Encoding as a Regularizer in Binary Loss for Solar Flare Prediction
arXiv (Cornell University)·2025Open Access
SuryaBench: Benchmark Dataset for Advancing Machine Learning in Heliophysics and Space Weather Prediction
arXiv (Cornell University)·2025Open Access
Operational and Exploration Requirements and Research Capabilities for SEP Environment Monitoring and Forecasting
2025Open Access
Operational and Exploration Requirements and Research Capabilities for SEP Environment Monitoring and Forecasting
arXiv (Cornell University)·2025Open Access
Integration of solar flare and coronal mass ejection event data
Data in Brief·2025· 1 citedOpen Access
Enhancing Solar Flare Prediction with Integrated Multi-Wavelength Imagery and Conformal Prediction
2025Open Access
TAMAG: A python library for Transformation and Augmentation of solar Magnetograms
SoftwareX·2025Open Access
Towards Reliable Deep Learning Models for Solar Flare Prediction
2024Open Access
Large Scale Evaluation of Deep Learning-based Explainable Solar Flare Forecasting Models with Attribution-based Proximity Analysis
2024
Large Scale Evaluation of Deep Learning-based Explainable Solar Flare Forecasting Models with Attribution-based Proximity Analysis
arXiv (Cornell University)·2024Open Access
Building an Extensible Data Ecosystem for Solar Magnetic Polarity Inversion Lines
2024
Embedding Ordinality to Binary Loss Function for Improving Solar Flare Forecasting
2024· 1 cited
Precise and Accurate Short-term Forecasting of Solar Energetic Particle Events with Multivariate Time-series Classifiers
The Astrophysical Journal·2024· 2 citedOpen Access
Embedding Ordinality to Binary Loss Function for Improving Solar Flare Forecasting
arXiv (Cornell University)·2024Open Access
Precise and Accurate Short-term Forecasting of Solar Energetic Particle Events with Multivariate Time Series Classifiers
arXiv (Cornell University)·2024Open Access
Advancing Solar Flare Prediction using Deep Learning with Active Region Patches
arXiv (Cornell University)·2024Open Access
Short-term Classification of Strong Solar Energetic Particle Events Using Multivariate Time-series Classifiers
The Astrophysical Journal·2024· 2 citedOpen Access
Short-term Classification of Strong Solar Energetic Particle Events using Multivariate Time Series Classifiers
arXiv (Cornell University)·2024Open Access
Active Region-based Flare Forecasting with Sliding Window Multivariate Time Series Forest Classifiers
arXiv (Cornell University)·2024· 1 citedOpen Access
Prediction of solar energetic events impacting space weather conditions
Advances in Space Research·2024· 33 citedOpen Access
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Frequent Co-authors

Rafal A. Angryk(47), Manolis K. Georgoulis(15), Dustin Kempton(14), Soukaïna Filali Boubrahimi(11), Anli Ji(11), P. C. H. Martens(10), Chetraj Pandey(10), Azim Ahmadzadeh(7), Xumin Cai(6), Shah Muhammad Hamdi(6), Karthik Ganesan Pillai(5), Sushant S. Mahajan(4), Vijay Akkineni(4), Michael A. Schuh(3), Irina Kitiashvili(3), Viacheslav M. Sadykov(3), Ruizhe Ma(3), Ayşegül Küçük(3), Sunitha Basodi(2), Kathryn Whitman(2)