2 papers
astro-ph.HE2025
Neural Networks for the Analysis of Traced Particles in Kinetic Plasma Simulations
Gabriel Torralba Paz, Artem Bohdan, Jacek Niemiec
Cosmic-ray acceleration processes in astrophysical plasmas are often investigated with fully-kinetic or hybrid kinetic numerical simulations, which enable us to describe a detailed…
astro-ph.HE2023
Prediction and Anomaly Detection of accelerated particles in PIC simulations using neural networks
Gabriel Torralba Paz, Artem Bohdan, Jacek Niemiec
Acceleration processes that occur in astrophysical plasmas produce cosmic rays that are observed on Earth. To study particle acceleration, fully-kinetic particle-in-cell (PIC) simu…