Sensorless control of induction motor using EKF: Analysis of parameter variation on EKF performance

This paper deals with the investigation of the Extended Kalman Filter (EKF) for sensorless indirect vector control of an induction motor. The prime focus is low speed operation, when the EKF somewhat presents erroneous results. The effectiveness of the EKF as a speed estimator under machine parameter variations - change in stator resistance, rotor resistance is assessed. Furthermore, the effect of the changes in the measurement co-variance and error covariance matrices have been discussed using simulation and experimental results. Finally under low speed operation a relation between the error covariance matrices and machine parameter variations, for performance improvement of the induction motor, is established.

[1]  Maurizio Cirrincione,et al.  An MRAS-based sensorless high-performance induction motor drive with a predictive adaptive model , 2005, IEEE Transactions on Industrial Electronics.

[2]  Barry W. Williams,et al.  Comparison of stochastic and deterministic parameter identification algorithms for indirect vector control , 1995 .

[3]  Murat Barut,et al.  Speed-Sensorless Estimation for Induction Motors Using Extended Kalman Filters , 2007, IEEE Transactions on Industrial Electronics.

[4]  Wagner Caradori do Amaral,et al.  A Predictive Algorithm for Controlling Speed and Rotor Flux of Induction Motor , 2008, IEEE Transactions on Industrial Electronics.

[5]  Seung-Ki Sul,et al.  Speed sensorless vector control of induction motor using extended Kalman filter , 1994 .

[6]  Adriano Fagiolini,et al.  Convergence Analysis of Extended Kalman Filter for Sensorless Control of Induction Motor , 2015, IEEE Transactions on Industrial Electronics.

[7]  Murat Barut,et al.  EKF based estimation for direct vector control of induction motors , 2002, IEEE 2002 28th Annual Conference of the Industrial Electronics Society. IECON 02.

[8]  Joachim Holtz,et al.  Sensorless Control of Induction Machines - With or Without Signal Injection? , 2006, IEEE Trans. Ind. Electron..

[9]  F. Alonge,et al.  Robustness analysis of an Extended Kalman Filter for sensorless control of induction motors , 2010, 2010 IEEE International Symposium on Industrial Electronics.

[10]  S. L. Ho,et al.  Speed estimation of an induction motor drive using extended Kalman filter , 2000, 2000 IEEE Power Engineering Society Winter Meeting. Conference Proceedings (Cat. No.00CH37077).

[11]  Silvio Stasi,et al.  A new EKF-based algorithm for flux estimation in induction machines , 1993, IEEE Trans. Ind. Electron..

[12]  S. Stasi,et al.  Induction motor control in the low-speed range using EKF- and LKF-based algorithms , 1999, ISIE '99. Proceedings of the IEEE International Symposium on Industrial Electronics (Cat. No.99TH8465).