Bayesian Optimization of a Free-Electron Laser

A Differentiable Physics Engine for Deep Learning in Robotics

(2019) Jonas Degrave et al.   Frontiers in Neurorobotics

Model-independent tuning for maximizing free electron laser pulse energy

(2019) Alexander Scheinker et al.   Physical Review Accelerators and Beams

A Kriging-Based Approach to Autonomous Experimentation with Applications to X-Ray Scattering

(2019) Marcus M. Noack et al.   Scientific Reports

Minimization of Betatron Oscillations of Electron Beam Injected Into a Time-Varying Lattice via Extremum Seeking

(2018) Alexander Scheinker et al.   IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY

Robust simplex algorithm for online optimization

(2018) Xiaobiao Huang   Physical Review Accelerators and Beams

Taking the Human Out of the Loop: A Review of Bayesian Optimization

(2016) Bobak Shahriari et al.   PROCEEDINGS OF THE IEEE

Online optimization of storage ring nonlinear beam dynamics

(2015) Xiaobiao Huang et al.   PHYSICAL REVIEW SPECIAL TOPICS-ACCELERATORS AND BEAMS

Model-independent particle accelerator tuning

(2013) Alexander Scheinker et al.   PHYSICAL REVIEW SPECIAL TOPICS-ACCELERATORS AND BEAMS

Information-Theoretic Regret Bounds for Gaussian Process Optimization in the Bandit Setting

(2012) Niranjan Srinivas et al.   IEEE TRANSACTIONS ON INFORMATION THEORY

First lasing and operation of an ångstrom-wavelength free-electron laser

(2010) P. Emma et al.   Nature Photonics

A Bayesian exploration-exploitation approach for optimal online sensing and planning with a visually guided mobile robot

(2009) Ruben Martinez-Cantin et al.   AUTONOMOUS ROBOTS

Commissioning the Linac Coherent Light Source injector

(2008) R. Akre et al.   PHYSICAL REVIEW SPECIAL TOPICS-ACCELERATORS AND BEAMS