HFCAS OpenIR
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 PublicationIEEE TRANSACTIONS ON POWER ELECTRONICS
ISSN0885-8993
Corresponding AuthorJiang, Li(jiangli@ipp.ac.cn)
AbstractThe 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.
KeywordFault diagnosis inception open circuit pulsewidth modulation (PWM)
DOI10.1109/TPEL.2022.3194113
WOS KeywordOPEN-CIRCUIT FAULT ; CURRENT SENSOR FAULT ; TOLERANT CONTROL ; INVERTER ; IGBT ; RELIABILITY ; DRIVES ; SINGLE
Indexed BySCI
Language英语
Funding ProjectChina 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 OrganizationChina 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 AreaEngineering
WOS SubjectEngineering, Electrical & Electronic
WOS IDWOS:000864285600100
PublisherIEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
Citation statistics
Cited Times:13[WOS]   [WOS Record]     [Related Records in WOS]
Document Type期刊论文
Identifierhttp://ir.hfcas.ac.cn:8080/handle/334002/129862
Collection中国科学院合肥物质科学研究院
Corresponding AuthorJiang, Li
Affiliation1.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 AffilicationChinese Academy of Sciences, Institute of Plasma Physics, Hefei 230031, Anhui, Peoples R China
Corresponding Author AffilicationChinese 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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