Physics-informed Gaussian Process for Online Optimization of Particle Accelerators

no code implementations • 8 Sep 2020 • Adi Hanuka, X. Huang, J. Shtalenkova, D. Kennedy, A. Edelen, V. R. Lalchand, D. Ratner, J. Duris

High-dimensional optimization is a critical challenge for operating large-scale scientific facilities.

Online tuning and light source control using a physics-informed Gaussian process Adi

no code implementations • 4 Nov 2019 • A. Hanuka, J. Duris, J. Shtalenkova, D. Kennedy, A. Edelen, D. Ratner, X. Huang

Operating large-scale scientific facilities often requires fast tuning and robust control in a high dimensional space.

regression