Berkay Aydin on Muck Rack

Berkay Aydin

As seen in: Medium, Nature
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Articles

SuryaBench: Benchmark Dataset for Advancing Machine Learning in Heliophysics and Space Weather Prediction - Scientific Data

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By Sujit Roy, Johannes Schmude, Rohit Lal, Vishal Gaur, Amy Lin, Talwinder Singh, Andres Munoz-Jaramillo, Chetraj Pandey, Jinsu Hong, Berkay Aydin, Ryan McGranaghan, Spiridon Kasapis, Vishal Upendran, Shah Mohammad Bahauddin, Daniel Da Silva, Marcus Freitag, Iksha Gurung, Nikolai V. Pogorelov, Campbell Watson, Manil Maskey, Juan Bernabé-Moreno, Rahul Ramachandran, Dinesha V. Hegde, Kshitiz Mandal
| Nature Verified
Abstract This paper introduces a high resolution, machine learning-ready heliophysics dataset derived from NASA’s Solar Dynamics Observatory (SDO), specifically designed to advance machine learning (ML) applications in solar physics and space weather forecasting. The dataset includes processed imagery from the Atmospheric Imaging Assembly (AIA) and Helioseismic and Magnetic Imager (HMI), spanning a solar cycle from May 2010 to December 2024.
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[2411.18070] Large Scale Evaluation of Deep Learning-based Explainable Solar Flare Forecasting Models with Attribution-based Proximity Analysis

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By Berkay Aydin, Chetraj Pandey
| arxiv.org
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[2402.03474] Active Region-based Flare Forecasting with Sliding Window Multivariate Time Series Forest Classifiers

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By Berkay Aydin
| arxiv.org
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