Harsh Der: 4D Phase Space Reconstruction based on Neural Networks and Differentiable Simulations

Session

Focus report

29 Jul 2025, 10:45

WBGB/021 (https://psich.zoom.us/j/69587113050?pwd=25zTbPviOesBQvCqLEYVMGTZkkcpUD.1)

3. 4D Phase Space Reconstruction based on Neural Networks and Differentiable Simulations

Harsh Der

29/07/2025, 10:45

A neural network-based framework enables precise reconstruction of the four-dimensional phase space of electron beams in particle accelerators. Utilizing a Transformer based Neural Network architecture and differentiable simulations, this approach captures complex features in beam distributions directly from experimental screen images which cannot be captured by measurement techniques used at...