2 papers
physics.acc-ph2026
Five-Dimensional Beam Sigma Matrix Determination in Transport Lines with Differentiable Simulation
Chenran Xu, Louis Emery, Osama Mohsen +4
Precise measurement of the beam sigma matrix is essential for matching the optics in transport lines and ensuring reliable accelerator operation. In this work, we present a method…
cs.LG2026
Domain Knowledge Guided Bayesian Optimization For Autonomous Alignment Of Complex Scientific Instruments
Aashwin Mishra, Matt Seaberg, Ryan Roussel +2
Bayesian Optimization (BO) is a powerful tool for optimizing complex non-linear systems. However, its performance degrades in high-dimensional problems with tightly coupled paramet…