activity
20062023
most citedPhysics-informed Gaussian Process for Online Optimization of Particle Accelerators

41 citations · 202 across the 19 of their papers we have counts for

collaborators

19 papers

physics.acc-ph2023★ 4 cited

Bayesian Optimization Algorithms for Accelerator Physics

Ryan Roussel, Auralee L. Edelen, Tobias Boltz +23

Accelerator physics relies on numerical algorithms to solve optimization problems in online accelerator control and tasks such as experimental design and model calibration in simul…

physics.acc-ph2023

Advanced storage ring lattice options based on hybrid six-bend achromat for Stanford Synchrotron Radiation Lightsource upgrade

Pantaleo Raimondi, Xiaobiao Huang, Jaehyun Kim +2

Three storage ring lattices have been designed as options for a future upgrade of the Stanford synchrotron radiation lightsource (SSRL). The three options differ in circumference a…

physics.acc-ph2023★ 5 cited

Correction of storage ring optics with an improved closed-orbit modulation method

Xiaobiao Huang, Xi Yang

We improved a previously proposed method of using closed-orbit modulation for linear optics correction. Instead of fitting individual closed orbits, the improved method decomposes…

physics.acc-ph2022★ 4 cited

An optimization method to compensate accelerator performance drifts

Zhe Zhang, Minghao Song, Xiaobiao Huang

Accelerator performance often deteriorates with time during a long period of operation due to secular changes in the machine components or the surrounding environment. In many case…

physics.acc-ph2022

Simultaneous beam based alignment measurement for multiple magnets

Xiaobiao Huang

We propose a method to simultaneously determine the magnetic centers of multiple quadrupoles in a transport line or a storage ring. The method finds the magnet centers by correctin…

physics.comp-ph2020★ 41 cited

Physics-informed Gaussian Process for Online Optimization of Particle Accelerators

Adi Hanuka, X. Huang, J. Shtalenkova +5

High-dimensional optimization is a critical challenge for operating large-scale scientific facilities. We apply a physics-informed Gaussian process (GP) optimizer to tune a complex…

physics.acc-ph2019★ 3 cited

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

A. Hanuka, J. Duris, J. Shtalenkova +4

Operating large-scale scientific facilities often requires fast tuning and robust control in a high dimensional space. In this paper we introduce a new physics-informed optimizatio…

physics.acc-ph2019★ 5 cited

Machine learning for design optimization of storage ring nonlinear dynamics

Faya Wang, Minghao Song, Auralee Edelen +1

A novel approach to expedite design optimization of nonlinear beam dynamics in storage rings is proposed and demonstrated in this study. At each iteration, a neural network surroga…

cs.NE2019★ 10 cited

Multi-objective multi-generation Gaussian process optimizer for design optimization

Xiaobiao Huang, Minghao Song, Zhe Zhang

We present a multi-objective evolutionary optimization algorithm that uses Gaussian process (GP) regression-based models to select trial solutions in a multi-generation iterative p…

physics.acc-ph2018★ 4 cited

Numerical optimization of a low emittance lattice cell

Tong Zhang, Xiaobiao Huang

In the lattice designs for the next generation storage ring light sources, longitudinal gradient bending magnets and anti-bending magnets have been adopted. A logical question rais…

physics.acc-ph2015★ 12 cited

Simultaneous linear optics and coupling correction for storage rings with turn-by-turn beam position monitor data

Xi Yang, Xiaobiao Huang

We propose a method to simultaneously correct linear optics errors and linear coupling for storage rings using turn-by-turn (TbT) beam position monitor (BPM) data. The independent…

physics.acc-ph2015

A practical approach to extract symplectic transfer maps numerically for arbitrary magnetic elements

Yongjun Li, Xiaobiao Huang

We introduce a practical approach to extract the symplectic transfer maps for arbitrary magnetic beam-line elements. Beam motion in particle accelerators depends on linear and nonl…

physics.acc-ph2015★ 9 cited

Coupled beam motion in a storage ring with crab cavities

Xiaobiao Huang

We studied the coupled beam motion in a storage ring between the transverse and longitudinal directions introduced by crab cavities. Analytic form of the linear decoupling transfor…

physics.acc-ph2015★ 6 cited

Feasibility study of online tuning of the luminosity in a circular collider with the robust conjugate direction search method

Hong-Fei Ji, Yi Jiao, Sheng Wang +4

The robust conjugate direction search (RCDS) method has high tolerance to noise in beam experiments. It has been demonstrated that this method can be used to optimize the machine p…

physics.acc-ph2015★ 40 cited

Online optimization of storage ring nonlinear beam dynamics

Xiaobiao Huang, James Safranek

We propose to optimize the nonlinear beam dynamics of existing and future storage rings with direct online optimization techniques. This approach may have crucial importance for th…

physics.acc-ph2014★ 5 cited

An ultimate storage ring lattice with vertical emittance generated by damping wigglers

Xiaobiao Huang

We discuss the approach of generating round beams for ultimate storage rings using vertical damping wigglers (with horizontal magnetic field). The vertical damping wigglers provide…

physics.acc-ph2014

A Multi-length Bunches Design for Electron Storage Rings with Odd Buckets

Liangjing Zhu, Dao Xiang, Lin Wang +2

A scheme with two superconducting RF cavities (sc-cavities) is designed to upgrade electron storage rings with odd buckets into multi-length bunches. In this paper, Hefei Light Sou…

physics.acc-ph2014★ 41 cited

Accelerator-based Single-shot Ultrafast Transmission Electron Microscope with Picosecond Temporal Resolution and Nanometer Spatial Resolution

D. Xiang, F. Fu, J. Zhang +4

We present feasibility study of an accelerator-based ultrafast transmission electron microscope (u-TEM) capable of producing a full field image in a single-shot with simultaneous p…

physics.atm-clus2006★ 13 cited

Matrix formalism of synchrobetatron coupling

Xiaobiao Huang

In this paper we present a complete linear synchrobetatron coupling formalism by studying the transfer matrix which describes linear horizontal and longitudinal motions. With the t…