Sensor fault detection, isolation and system reconfiguration based on extended Kalman filter for induction motor drives

被引:16
作者
Zhang, Xinan [1 ]
Foo, Gilbert [2 ]
Vilathgamuwa, Mahinda Don [2 ]
Tseng, King Jet [3 ]
Bhangu, Bikramjit Singh [4 ]
Gajanayake, Chandana [5 ]
机构
[1] Nanyang Technol Univ, Power Engn Sch EEE, Singapore 639798, Singapore
[2] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[3] Nanyang Technol Univ, Singapore 639798, Singapore
[4] Rolls Royce Marine Singapore Pte Ltd, Elect Syst, Singapore 639798, Singapore
[5] Rolls Royce Singapore Pte Ltd, Elect Syst, Singapore 639798, Singapore
关键词
electric sensing devices; fault diagnosis; induction motor drives; Kalman filters; machine control; sensor fault detection; fault isolation; system reconfiguration; extended Kalman filter; industrial applications; IM drives; position sensor; DC-link voltage sensor; AC current sensors; sensor fault resilient control system; continuous operation; normal operation; adaptive observers; DC-LINK VOLTAGE; OBSERVER; SPEED;
D O I
10.1049/iet-epa.2012.0308
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
Induction motors (IMs) have been extensively used in industrial applications because of their inexpensiveness, ruggedness and reliability. Generally, to improve the performance of IM drives, one position sensor, one DC-link voltage sensor and at least two AC current sensors are necessary. However, failure of any of these sensors can cause degraded system performance or even instability. Consequently, it is very important to develop a sensor fault resilient control system for IMs drives so that continuous and normal operation is maintained even in cases of sensor faults. This study proposes a compact and robust sensor fault detection, isolation and system reconfiguration algorithm based on extended Kalman filter and reduced number of adaptive observers. A comprehensive set of experimental results are provided to verify the effectiveness of the proposed algorithm.
引用
收藏
页码:607 / 617
页数:11
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