Sample-efficient reinforcement learning for CERN accelerator control

Bayesian Optimization of a Free-Electron Laser

(2020) J. Duris et al.   PHYSICAL REVIEW LETTERS

Online multi-objective particle accelerator optimization of the AWAKE electron beam line for simultaneous emittance and orbit control

(2020) Alexander Scheinker et al.   AIP Advances

Machine learning for orders of magnitude speedup in multiobjective optimization of particle accelerator systems

(2020) Auralee Edelen et al.   Physical Review Accelerators and Beams

Basic Reinforcement Learning Techniques to Control the Intensity of a Seeded Free-Electron Laser

(2020) Niky Bruchon et al.   Electronics

Acceleration of electrons in the plasma wakefield of a proton bunch

(2018) E. Adli et al.   NATURE

Human-level control through deep reinforcement learning

(2015) Volodymyr Mnih et al.   NATURE