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astro-ph.IM2026
Radio signal generation in milliseconds: enabling multi-parameter reconstruction of ultra-high-energy cosmic rays
Arsène Ferrière
In recent years, radio detection of ultra-high-energy cosmic rays (UHECRs), with energies above eV, has become an established technique. The radio emissions can be simula…
astro-ph.IM2026
Reconstruction of cosmic-ray direction and energy in radio arrays using deep ensemble graph neural networks
Arsène Ferrière, Aurélien Benoit-Lévy, Olivier Martineau-Huynh +1
Using advanced machine learning techniques, we developed a method to reconstruct the arrival direction and energy of ultra-high-energy cosmic rays from the voltage traces they indu…
hep-ex2026
Deep-Learning Denoising of Radio Signals for Ultra-High-Energy Cosmic-Ray Detection
Zhisen Lai, Oscar Macias, Aurélien Benoit-Lévy +2
Extensive air showers initiated by ultra-high-energy cosmic rays (UHECRs) produce broadband radio pulses detectable over large areas, but Galactic and instrumental backgrounds limi…