no code implementations • 10 Sep 2022 • Sara A. Miskovich, Willie Neiswanger, William Colocho, Claudio Emma, Jacqueline Garrahan, Timothy Maxwell, Christopher Mayes, Stefano Ermon, Auralee Edelen, Daniel Ratner
Traditional black-box optimizers such as Bayesian optimization are slow and inefficient when dealing with such objectives as they must acquire the full series of measurements, but return only the emittance, with each query.
no code implementations • 14 Mar 2022 • Auralee Edelen, Christopher Mayes
CSR is one of the major drivers of growth in the beam emittance, which is a key metric of beam quality that is critical in many applications.
no code implementations • 31 Oct 2019 • Faya Wang, Minghao Song, Auralee Edelen, Xiaobiao Huang
A novel approach to expedite design optimization of nonlinear beam dynamics in storage rings is proposed and demonstrated in this study.