Current-Based Open-Circuit Fault Diagnosis for PMSM Drives With Model Predictive Control

被引:57
|
作者
Huang, Wentao [1 ]
Du, Jiachen [1 ]
Hua, Wei [2 ]
Lu, Wenzhou [1 ]
Bi, Kaitao [1 ]
Zhu, Yixin [1 ]
Fan, Qigao [1 ]
机构
[1] Jiangnan Univ, Sch Internet Things Engn, Wuxi 214122, Jiangsu, Peoples R China
[2] Southeast Univ, Sch Elect Engn, Nanjing 210096, Peoples R China
关键词
Circuit faults; Cost function; Predictive models; Legged locomotion; Fault diagnosis; Predictive control; Monitoring; Current signature; fault diagnosis; model predictive control (MPC); open-circuit fault (OCF); permanent magnet synchronous motor (PMSM); OPEN-SWITCH FAULTS; MOTOR-DRIVES; INVERTERS; STRATEGIES; MACHINE;
D O I
10.1109/TPEL.2021.3061448
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Fault diagnosis is currently considered a crucial method to enhance the reliability of permanent magnet synchronous motor (PMSM) drives. In this article, an open-circuit fault (OCF) diagnosis method of a voltage source inverter-fed PMSM with model predictive control is proposed. The developed approach mainly consists of fault detection and localization. Besides, the normalized cost function variation is designed as a fault detection indicator according to the impact of OCFs on current signatures. It can not only monitor drive system conditions, but also discriminate fault categories. Afterward, the polarities of normalized alpha beta-current average values and phase angles of residual current vectors are utilized to locate the exact faulty switch in each fault type. Consequently, a total of 21 possible combinations of faulty switches can be correctly detected and located. Finally, the effectiveness in fault diagnoses and the robustness against operating point variations are verified by the experimental results.
引用
收藏
页码:10695 / 10704
页数:10
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