Knowledge Management System of Hefei Institute of Physical Science,CAS
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 | |
Source Publication | IEEE TRANSACTIONS ON POWER ELECTRONICS |
ISSN | 0885-8993 |
Corresponding Author | Jiang, Li(jiangli@ipp.ac.cn) |
Abstract | 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. |
Keyword | Fault diagnosis inception open circuit pulsewidth modulation (PWM) |
DOI | 10.1109/TPEL.2022.3194113 |
WOS Keyword | OPEN-CIRCUIT FAULT ; CURRENT SENSOR FAULT ; TOLERANT CONTROL ; INVERTER ; IGBT ; RELIABILITY ; DRIVES ; SINGLE |
Indexed By | SCI |
Language | 英语 |
Funding Project | 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] |
Funding Organization | 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 Research Area | Engineering |
WOS Subject | Engineering, Electrical & Electronic |
WOS ID | WOS:000864285600100 |
Publisher | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
Citation statistics | |
Document Type | 期刊论文 |
Identifier | http://ir.hfcas.ac.cn:8080/handle/334002/129862 |
Collection | 中国科学院合肥物质科学研究院 |
Corresponding Author | Jiang, Li |
Affiliation | 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 |
First Author Affilication | Chinese Academy of Sciences, Institute of Plasma Physics, Hefei 230031, Anhui, Peoples R China |
Corresponding Author Affilication | Chinese Academy of Sciences, Institute of Plasma Physics, Hefei 230031, Anhui, Peoples R China |
Recommended Citation 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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