Title :
A Sensor Fault Detection and Isolation Method in Interior Permanent-Magnet Synchronous Motor Drives Based on an Extended Kalman Filter
Author :
Foo, Gilbert Hock Beng ; Xinan Zhang ; Vilathgamuwa, D.M.
Author_Institution :
Nanyang Technol. Univ., Singapore, Singapore
Abstract :
Interior permanent-magnet synchronous motors (IPMSMs) become attractive candidates in modern hybrid electric vehicles and industrial applications. Usually, to obtain good control performance, the electric drives of this kind of motor require one position, one dc link, and at least two current sensors. Failure of any of these sensors might lead to degraded system performance or even instability. As such, sensor fault resilient control becomes a very important issue in modern drive systems. This paper proposes a novel sensor fault detection and isolation algorithm based on an extended Kalman filter. It is robust to system random noise and efficient in real-time implementation. Moreover, the proposed algorithm is compact and can detect and isolate all the sensor faults for IPMSM drives. Thorough theoretical analysis is provided, and the effectiveness of the proposed approach is proven by extensive experimental results.
Keywords :
Kalman filters; failure analysis; fault diagnosis; hybrid electric vehicles; machine control; permanent magnet motors; random noise; sensors; synchronous motor drives; IPMSM drive; electric drive; extended Kalman filter; failure analysis; hybrid electric vehicle; industrial applications; interior permanent magnet synchronous motor; modern drive system; sensor fault detection algorithm; sensor fault isolation algorithm; sensor fault resilient control; system random noise; Fault detection; Fault diagnosis; Indexes; Observers; Stators; Synchronous motors; Voltage measurement; Current sensor phase identification; extended Kalman filter (EKF); interior permanent-magnet synchronous motor (IPMSM); sensor fault detection; sensor fault diagnosis; sensor fault tolerant; sensorless control; stator current observer;
Journal_Title :
Industrial Electronics, IEEE Transactions on
DOI :
10.1109/TIE.2013.2244537