A parallel variable population multi-objective optimizer for accelerator beam dynamics optimization

Qiang, Ji

doi:10.1016/j.nima.2023.168402

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A parallel variable population multi-objective optimizer for accelerator beam dynamics optimization

Qiang, Ji

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Abstract

The simultaneous optimization of multiple objective functions is needed in many particle accelerator applications. In this paper, we present a parallel evolution based multi-objective optimizer that uses a variable population from generation to generation and an external storage to save good solutions. Two heuristic optimization methods, one uses the unified differential evolution and the other uses the real-coded genetic algorithm, are included in the optimizer to generate next generation candidate solutions, and are compared in the test examples. Finally, as an application, we applied this optimizer to the beam dynamics design optimization of a photoinjector and attained the optimal front solutions after 200 generations with the unified differential evolution offspring production scheme.

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46 INSTRUMENTATION RELATED TO NUCLEAR SCIENCE AND TECHNOLOGY beam dynamics differential evolution genetic algorithm multi-objective optimization particle accelerator

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Qiang, Ji. 2023-06-06. A parallel variable population multi-objective optimizer for accelerator beam dynamics optimization. https://doi.org/10.1016/j.nima.2023.168402

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