2 papers
physics.acc-ph2024
A General Bayesian Algorithm for the Autonomous Alignment of Beamlines
T. W. Morris, M. Rakitin, A. Islegen-Wojdyla +10
Autonomous methods to align beamlines can decrease the amount of time spent on diagnostics, and also uncover better global optima leading to better beam quality. The alignment of t…
physics.acc-ph2024
Dynamic Exclusion of Low-Fidelity Data in Bayesian Optimization for Autonomous Beamline Alignment
Megha R. Narayanan, Thomas W. Morris
Aligning beamlines at synchrotron light sources is a high-dimensional, expensive-to-sample optimization problem, as beams are focused using a series of dynamic optical components.…