2 papers
hep-ex2022
Generative Surrogates for Fast Simulation: TPC Case
Fedor Ratnikov, Artem Maevskiy, Alexander Zinchenko +3
Simulation of High Energy Physics experiments is widely used, necessary for both detector and physics studies. Detailed Monte-Carlo simulation algorithms are often limited due to t…
physics.ins-det2022
Generative Adversarial Networks for the fast simulation of the Time Projection Chamber responses at the MPD detector
A. Maevskiy, F. Ratnikov, A. Zinchenko +3
The detailed detector simulation models are vital for the successful operation of modern high-energy physics experiments. In most cases, such detailed models require a significant…