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.
Authors
- Dagang Liu (ORCID: https://orcid.org/0000-0002-7347-8019)
- Huihui Wang (ORCID: https://orcid.org/0000-0002-3344-5685)
- Laqun Liu (ORCID: https://orcid.org/0000-0002-9733-3797)
- Yulan Hu (ORCID: https://orcid.org/0000-0001-8414-3911)
Institutions
- University of Electronic Science and Technology of China (CN)
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
Funders
- National Natural Science Foundation of China