Optimized design of a relativistic diffraction generator based on POD/PSO method

When designing devices for high-frequency bands and high-power, it is inevitable to use overmoded structures. This paper proposes a proper orthogonal decomposition (POD) and a particle swarm optimization (PSO) collaborative algorithm based on particle-in-cell (PIC) simulation, which enables mode control and efficiency enhancement in overmoded high-power microwave sources. The algorithm is based on the orthogonality principle of electromagnetic eigenmodes, utilizing the field distributions of eigenmodes as basis functions to analyze the time-varying electromagnetic fields in three-dimensional PIC simulations. Furthermore, the objective function is designed to achieve co-optimization of both mode characteristics and efficiency performance. Combined with the PSO algorithm, an automatic optimization design is carried out for a Ka-band relativistic diffraction generator. The research results show that the POD/PSO collaborative optimization algorithm based on the particle-in-cell simulation method can converge to the global optimum and effectively improve the device efficiency. After optimization, the device efficiency (structure 1) with TM01 as the dominant mode is 26.7%; the device efficiency (structure 2) with TM11 as the dominant mode is 21.5%; the device efficiency (structure 3) under the joint dominance of TM03 and TM02 modes is 37.7%; and the device efficiency (structure 4) under the collaborative operation of TM02, TM03, and TM01 modes can be increased to 41%. Finally, compared with the independent PSO algorithm without mode analysis capability, the POD/PSO algorithm has better global search ability and converges to the optimal solution.

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Publication Details

Journal
Journal of Applied Physics
Published
2025-08-22
DOI
https://doi.org/10.1063/5.0273625
Primary Topic
Gyrotron and Vacuum Electronics Research
Type
article
Field-Weighted Citation Impact
0.00

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article

Optimized design of a relativistic diffraction generator based on POD/PSO method

Dagang Liu, Huihui Wang, Laqun Liu, Yulan Hu
Journal of Applied Physics
Gyrotron and Vacuum Electronics Research
article

Optimized design of a relativistic diffraction generator based on POD/PSO method

Dagang Liu, Huihui Wang, Laqun Liu, Yulan Hu
article en

Abstract

When designing devices for high-frequency bands and high-power, it is inevitable to use overmoded structures. This paper proposes a proper orthogonal decomposition (POD) and a particle swarm optimization (PSO) collaborative algorithm based on particle-in-cell (PIC) simulation, which enables mode control and efficiency enhancement in overmoded high-power microwave sources. The algorithm is based on the orthogonality principle of electromagnetic eigenmodes, utilizing the field distributions of eigenmodes as basis functions to analyze the time-varying electromagnetic fields in three-dimensional PIC simulations. Furthermore, the objective function is designed to achieve co-optimization of both mode characteristics and efficiency performance. Combined with the PSO algorithm, an automatic optimization design is carried out for a Ka-band relativistic diffraction generator. The research results show that the POD/PSO collaborative optimization algorithm based on the particle-in-cell simulation method can converge to the global optimum and effectively improve the device efficiency. After optimization, the device efficiency (structure 1) with TM01 as the dominant mode is 26.7%; the device efficiency (structure 2) with TM11 as the dominant mode is 21.5%; the device efficiency (structure 3) under the joint dominance of TM03 and TM02 modes is 37.7%; and the device efficiency (structure 4) under the collaborative operation of TM02, TM03, and TM01 modes can be increased to 41%. Finally, compared with the independent PSO algorithm without mode analysis capability, the POD/PSO algorithm has better global search ability and converges to the optimal solution.

Journal of Applied PhysicsVol. 138(8)
University of Electronic Science and Technology of China (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 84%
Gyrotron and Vacuum Electronics Research
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Optimized design of a relativistic diffraction generator based on POD/PSO method — Dagang Liu, Huihui Wang, et al. · Journal of Applied Physics (2025) | TGRS Research Map | TGRS