Open-Switch Fault Diagnosis of Three-Phase PWM Converter Systems for Magnet Power Supply on EAST
Deng, Xi1,2; Wan, Chenguang1,2; Jiang, Li1; Gao, Ge1; Huang, Ya1
刊名IEEE TRANSACTIONS ON POWER ELECTRONICS
2023
卷号38
关键词Fault diagnosis inception open circuit pulsewidth modulation (PWM)
ISSN号0885-8993
DOI10.1109/TPEL.2022.3194113
通讯作者Jiang, Li(jiangli@ipp.ac.cn)
英文摘要The three-phase two-level pulsewidth modulation (PWM) converter operates in rectification state or active inverter state according to the corresponding experimental requirements of Experimental Advanced Superconducting Tokamak. However, the current fault diagnosis methods proposed for PWM converters usually deal with only the rectification state or inverter state. To solve this problem, this article proposes a diagnosis method to detect single and double open-circuit faults under both the rectification state and active inverter state. First, an inception-based neural network diagnosis model is proposed, in which 1 x 1, 3 x 3, 5 x 5, and 7 x 7 convolution and 3 x 3 max-pooling processes are conducted in parallel at the input and the output and stacked together to generate the final output. Second, the model is trained using three-phase alternating current current signals to determine the location of open-switch faults with a large number of simulation data samples and fewer experimental data samples. Finally, the experimental result shows that the proposed model can accurately detect approximately 99.14% of the open-switch faults within 12.83 ms (<3/4 cycle) without an additional sensor. Furthermore, the result shows that the proposed model is robust to load voltage transient conditions and nonunity power factor conditions.
资助项目China Postdoctoral Science Foundation[2022M713187] ; National Key Research and Development Plan[2017YFE0300401] ; theNatural Science Foundation of Anhui Province[228085ME142] ; Comprehensive Research Facility for Fusion Technology Program of China[2018-000052-73-01-001228]
WOS关键词OPEN-CIRCUIT FAULT ; CURRENT SENSOR FAULT ; TOLERANT CONTROL ; INVERTER ; IGBT ; RELIABILITY ; DRIVES ; SINGLE
WOS研究方向Engineering
语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:000864285600100
资助机构China Postdoctoral Science Foundation ; National Key Research and Development Plan ; theNatural Science Foundation of Anhui Province ; Comprehensive Research Facility for Fusion Technology Program of China
内容类型期刊论文
源URL[http://ir.hfcas.ac.cn:8080/handle/334002/129861]  
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
Deng, Xi,Wan, Chenguang,Jiang, Li,et al. Open-Switch Fault Diagnosis of Three-Phase PWM Converter Systems for Magnet Power Supply on EAST[J]. IEEE TRANSACTIONS ON POWER ELECTRONICS,2023,38.
APA Deng, Xi,Wan, Chenguang,Jiang, Li,Gao, Ge,&Huang, Ya.(2023).Open-Switch Fault Diagnosis of Three-Phase PWM Converter Systems for Magnet Power Supply on EAST.IEEE TRANSACTIONS ON POWER ELECTRONICS,38.
MLA Deng, Xi,et al."Open-Switch Fault Diagnosis of Three-Phase PWM Converter Systems for Magnet Power Supply on EAST".IEEE TRANSACTIONS ON POWER ELECTRONICS 38(2023).
个性服务
查看访问统计
相关权益政策
暂无数据
收藏/分享
所有评论 (0)
暂无评论
 

除非特别说明,本系统中所有内容都受版权保护,并保留所有权利。


©版权所有 ©2017 CSpace - Powered by CSpace