Interturn short circuit fault diagnosis method of direct-drive permanent magnet synchronous motor based on two-stage PNN
ObjectivesAccurate positioning of early faults is crucial for preventing the deterioration of motor system faults and formulating operation and maintenance strategies after faults.MethodsAiming at the problem that the inter-turn short-circuit fault diagnosis of multi-branch parallel direct-drive per...
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Academic Publishing Center of HPU
2025-03-01
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| Series: | 河南理工大学学报. 自然科学版 |
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| Online Access: | http://xuebao.hpu.edu.cn/info/11197/96075.htm |
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| author | GAO Caixia FENG Lingyun DANG Jianjun |
| author_facet | GAO Caixia FENG Lingyun DANG Jianjun |
| author_sort | GAO Caixia |
| collection | DOAJ |
| description | ObjectivesAccurate positioning of early faults is crucial for preventing the deterioration of motor system faults and formulating operation and maintenance strategies after faults.MethodsAiming at the problem that the inter-turn short-circuit fault diagnosis of multi-branch parallel direct-drive permanent magnet synchronous motor （MB-DDPMSM）， a novel method of inter-turn short-circuit fault detection and short-circuit coil automatic positioning based on two-stage PNN was proposed. Firstly， according to the special structural characteristics of MB-DDPMSM， the branch difference current （BDC） was selected as the fault branch location characteristic signal， the branch current residual （BRC） was selected as the short-circuit coil location characteristic signal. Secondly， the finite element model of MB-DDPMSM inter-turn short circuit fault state was established， the MB-DDPMSM finite element model was used to analyze the influence of short-circuit coil position on the characteristic signal， and the mapping relationship between BDC and fault branch position， BRC and short-circuit coil position was established. Then， in order to eliminate the influence of fault degree on the characteristic signals and enhance the fault characteristics， the extracted BDC amplitude was normalized by L2 norm to obtain the fault branch location feature vector. The extracted BRC amplitude was normalized by Z-Score to obtain the short-circuit coil positioning feature vector. Finally， a fault diagnosis model based on two-stage PNN was established. The first-stage PNN was used to realize inter-turn short-circuit fault detection and fault branch location， and the second-stage PNN was used to realize short-circuit coil automatic location.ResultsThe simulation and experimental results showed that the proposed method could detect the early inter-turn short-circuit fault in time and realize the accurate positioning of the short-circuit coil， and the recognition accuracy was as high as 100%.ConclusionsThe inter-turn short circuit fault diagnosis model based on two-stage PNN had the advantages of simple modeling， fast convergence speed and high fault diagnosis accuracy. |
| format | Article |
| id | doaj-art-e74b5032a2f643c39832007cfeb0e491 |
| institution | OA Journals |
| issn | 1673-9787 |
| language | zho |
| publishDate | 2025-03-01 |
| publisher | Academic Publishing Center of HPU |
| record_format | Article |
| series | 河南理工大学学报. 自然科学版 |
| spelling | doaj-art-e74b5032a2f643c39832007cfeb0e4912025-08-20T02:26:04ZzhoAcademic Publishing Center of HPU河南理工大学学报. 自然科学版1673-97872025-03-0144211612710.16186/j.cnki.1673-9787.20230300611673-9787（2025）2-116-12Interturn short circuit fault diagnosis method of direct-drive permanent magnet synchronous motor based on two-stage PNNGAO Caixia0FENG Lingyun1DANG Jianjun2School of Electrical Engineering and Automation， Henan Polytechnic University， Jiaozuo 454000， Henan， ChinaSchool of Electrical Engineering and Automation， Henan Polytechnic University， Jiaozuo 454000， Henan， ChinaSchool of Electrical Engineering and Automation， Henan Polytechnic University， Jiaozuo 454000， Henan， ChinaObjectivesAccurate positioning of early faults is crucial for preventing the deterioration of motor system faults and formulating operation and maintenance strategies after faults.MethodsAiming at the problem that the inter-turn short-circuit fault diagnosis of multi-branch parallel direct-drive permanent magnet synchronous motor （MB-DDPMSM）， a novel method of inter-turn short-circuit fault detection and short-circuit coil automatic positioning based on two-stage PNN was proposed. Firstly， according to the special structural characteristics of MB-DDPMSM， the branch difference current （BDC） was selected as the fault branch location characteristic signal， the branch current residual （BRC） was selected as the short-circuit coil location characteristic signal. Secondly， the finite element model of MB-DDPMSM inter-turn short circuit fault state was established， the MB-DDPMSM finite element model was used to analyze the influence of short-circuit coil position on the characteristic signal， and the mapping relationship between BDC and fault branch position， BRC and short-circuit coil position was established. Then， in order to eliminate the influence of fault degree on the characteristic signals and enhance the fault characteristics， the extracted BDC amplitude was normalized by L2 norm to obtain the fault branch location feature vector. The extracted BRC amplitude was normalized by Z-Score to obtain the short-circuit coil positioning feature vector. Finally， a fault diagnosis model based on two-stage PNN was established. The first-stage PNN was used to realize inter-turn short-circuit fault detection and fault branch location， and the second-stage PNN was used to realize short-circuit coil automatic location.ResultsThe simulation and experimental results showed that the proposed method could detect the early inter-turn short-circuit fault in time and realize the accurate positioning of the short-circuit coil， and the recognition accuracy was as high as 100%.ConclusionsThe inter-turn short circuit fault diagnosis model based on two-stage PNN had the advantages of simple modeling， fast convergence speed and high fault diagnosis accuracy.http://xuebao.hpu.edu.cn/info/11197/96075.htmdirect-drive permanent magnet synchronous motorinterturn short-circuit faultbranch differential currentbranch residual currenttwo-stage pnnfault coil location |
| spellingShingle | GAO Caixia FENG Lingyun DANG Jianjun Interturn short circuit fault diagnosis method of direct-drive permanent magnet synchronous motor based on two-stage PNN 河南理工大学学报. 自然科学版 direct-drive permanent magnet synchronous motor interturn short-circuit fault branch differential current branch residual current two-stage pnn fault coil location |
| title | Interturn short circuit fault diagnosis method of direct-drive permanent magnet synchronous motor based on two-stage PNN |
| title_full | Interturn short circuit fault diagnosis method of direct-drive permanent magnet synchronous motor based on two-stage PNN |
| title_fullStr | Interturn short circuit fault diagnosis method of direct-drive permanent magnet synchronous motor based on two-stage PNN |
| title_full_unstemmed | Interturn short circuit fault diagnosis method of direct-drive permanent magnet synchronous motor based on two-stage PNN |
| title_short | Interturn short circuit fault diagnosis method of direct-drive permanent magnet synchronous motor based on two-stage PNN |
| title_sort | interturn short circuit fault diagnosis method of direct drive permanent magnet synchronous motor based on two stage pnn |
| topic | direct-drive permanent magnet synchronous motor interturn short-circuit fault branch differential current branch residual current two-stage pnn fault coil location |
| url | http://xuebao.hpu.edu.cn/info/11197/96075.htm |
| work_keys_str_mv | AT gaocaixia interturnshortcircuitfaultdiagnosismethodofdirectdrivepermanentmagnetsynchronousmotorbasedontwostagepnn AT fenglingyun interturnshortcircuitfaultdiagnosismethodofdirectdrivepermanentmagnetsynchronousmotorbasedontwostagepnn AT dangjianjun interturnshortcircuitfaultdiagnosismethodofdirectdrivepermanentmagnetsynchronousmotorbasedontwostagepnn |