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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
2023
发表期刊IEEE TRANSACTIONS ON POWER ELECTRONICS
ISSN0885-8993
通讯作者Jiang, Li(jiangli@ipp.ac.cn)
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.
关键词Fault diagnosis inception open circuit pulsewidth modulation (PWM)
DOI10.1109/TPEL.2022.3194113
关键词[WOS]OPEN-CIRCUIT FAULT ; CURRENT SENSOR FAULT ; TOLERANT CONTROL ; INVERTER ; IGBT ; RELIABILITY ; DRIVES ; SINGLE
收录类别SCI
语种英语
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]
项目资助者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
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
WOS记录号WOS:000864285600100
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计
被引频次:9[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.hfcas.ac.cn:8080/handle/334002/129862
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
第一作者单位中科院等离子体物理研究所
通讯作者单位中科院等离子体物理研究所
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).
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