3 papers
hep-ex2024
DeepMuon: Accelerating Cosmic-Ray Muon Simulation Based on Optimal Transport
Ao-Bo Wang, Chu-Cheng Pan, Xiang Dong +5
Cosmic muon imaging technology is increasingly being applied in various fields. However, simulating cosmic muons typically requires the rapid generation of a large number of muons…
physics.data-an2024
SwdFold:A Reweighting and Unfolding method based on Optimal Transport Theory
Chu-Cheng Pan, Xiang Dong, Yu-Chang Sun +4
High-energy physics experiments rely heavily on precise measurements of energy and momentum, yet face significant challenges due to detector limitations, calibration errors, and th…
physics.comp-ph2023
Event generation and consistency tests with sliced Wasserstein distance in high-energy physics
Chu-Cheng Pan, Xiang Dong, Yu-Chang Sun +4
In the field of modern high-energy physics research, there is a growing emphasis on utilizing deep learning techniques to optimize event simulation, thereby expanding the statistic…