Storage ring nonlinear dynamics optimization with multi-objective multi-generation Gaussian process optimizer

Song, Minghao; Huang, Xiaobiao; Spentzouris, Linda; Zhang, Zhe

doi:10.1016/j.nima.2020.164273

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Storage ring nonlinear dynamics optimization with multi-objective multi-generation Gaussian process optimizer

Song, Minghao·Huang, Xiaobiao·Spentzouris, Linda·Zhang, Zhe

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Abstract

Nonlinear beam dynamics optimization is essential in a low emittance storage ring design. Multi-objective optimization algorithms are needed in order to simultaneously optimize the dynamic aperture and the momentum aperture. In this study we demonstrate the application of a highly efficient stochastic optimization algorithm, the multi-generation Gaussian process optimizer (MG-GPO), to storage ring nonlinear dynamics optimization by successfully applying the method to the SPEAR3 upgrade lattice. It is shown that the new method, owing to its capability of selecting high rank candidates from a large number of trial solutions, converges significantly faster than the commonly used traditional algorithms, multi-objective genetic algorithms (MOGA) and particle swarm optimization (PSO).

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Song, Minghao, Huang, Xiaobiao, Spentzouris, Linda, Zhang, Zhe. 2020-10-01. Storage ring nonlinear dynamics optimization with multi-objective multi-generation Gaussian process optimizer. https://doi.org/10.1016/j.nima.2020.164273

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