Open-Switch Fault Diagnosis of Three-Phase PWM Converter Systems for Magnet Power Supply on EAST
文献类型:期刊论文
作者 | Deng, Xi1,2; Wan, Chenguang1,2; Jiang, Li2; Gao, Ge2; Huang, Ya2 |
刊名 | IEEE TRANSACTIONS ON POWER ELECTRONICS |
出版日期 | 2023 |
卷号 | 38 |
ISSN号 | 0885-8993 |
关键词 | Fault diagnosis inception open circuit pulsewidth modulation (PWM) |
DOI | 10.1109/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. |
WOS关键词 | OPEN-CIRCUIT FAULT ; CURRENT SENSOR FAULT ; TOLERANT CONTROL ; INVERTER ; IGBT ; RELIABILITY ; DRIVES ; SINGLE |
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 |
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.Univ Sci & Technol China, Hefei 230026, Peoples R China 2.Chinese Acad Sci, Inst Plasma Phys, Hefei Inst Phys Sci, Hefei 230031, 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). |
入库方式: OAI收割
来源:合肥物质科学研究院
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