Research on optimizing the controller configuration for high-power supply control system in nuclear fusion based on hybrid algorithm WOA-IAPSO
文献类型:期刊论文
作者 | Zhang, Ling1,2![]() ![]() ![]() |
刊名 | FUSION ENGINEERING AND DESIGN
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出版日期 | 2024-08-01 |
卷号 | 205 |
关键词 | Nuclear fusion High power supply Control system configuration WOA-IAPSO hybrid algorithm Reliability |
ISSN号 | 0920-3796 |
DOI | 10.1016/j.fusengdes.2024.114554 |
通讯作者 | Jiang, Li(jiangli@ipp.ac.cn) |
英文摘要 | With the development of nuclear fusion technology, the high power supply control system plays a crucial role in the operation of nuclear fusion, and the PID controller is widely used in the field of power supply control. In this research, a novel hybrid algorithm is proposed that combines whale optimization algorithm (WOA) and the improved adaptive particle swarm optimization (IAPSO) to tune PID parameters in high-power supply. This organically combines the two methods into a new optimization strategy that is different from the simple weighted average method. By comparing the performance of WOA, IAPSO,SA,GA,SVM, and the hybrid WOAIAPSO in step response under different working conditions, the simulation results show that the proposed algorithm can achieve more sensitive, stable and efficient response in high-power operation. This research is not only of great significance for the further development nuclear fusion technology, but also provides a useful reference for the application of adaptive optimization methods in other fields. |
资助项目 | Anhui Natural Science Foundation Project[228085ME142] ; Comprehensive Research Facility for Fusion Technology Program of China[2018 - 000052 - 73 - 01 - 001228] |
WOS研究方向 | Nuclear Science & Technology |
语种 | 英语 |
WOS记录号 | WOS:001261940100001 |
出版者 | ELSEVIER SCIENCE SA |
资助机构 | Anhui Natural Science Foundation Project ; Comprehensive Research Facility for Fusion Technology Program of China |
源URL | [http://ir.hfcas.ac.cn:8080/handle/334002/136729] ![]() |
专题 | 中国科学院合肥物质科学研究院 |
通讯作者 | Jiang, Li |
作者单位 | 1.Chinese Acad Sci, Inst Plasma Phys, Hefei Inst Phys Sci, Hefei 230031, Peoples R China 2.Univ Sci & Technol China, Hefei 230026, Peoples R China |
推荐引用方式 GB/T 7714 | Zhang, Ling,Jiang, Li,Gao, Ge. Research on optimizing the controller configuration for high-power supply control system in nuclear fusion based on hybrid algorithm WOA-IAPSO[J]. FUSION ENGINEERING AND DESIGN,2024,205. |
APA | Zhang, Ling,Jiang, Li,&Gao, Ge.(2024).Research on optimizing the controller configuration for high-power supply control system in nuclear fusion based on hybrid algorithm WOA-IAPSO.FUSION ENGINEERING AND DESIGN,205. |
MLA | Zhang, Ling,et al."Research on optimizing the controller configuration for high-power supply control system in nuclear fusion based on hybrid algorithm WOA-IAPSO".FUSION ENGINEERING AND DESIGN 205(2024). |
入库方式: OAI收割
来源:合肥物质科学研究院
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