Performance Analysis of Speed-Sensorless Induction Motor Drive Using Discrete Current-Error Based MRAS Estimators

In the literature on sensorless control of induction motors, many algorithms have been presented for rotor flux and speed estimation. However, all these algorithms have been developed in the continuous–time domain. The digital realization of the control systems, requires the implementation of those estimation methods in a discrete–time domain. The main goal of this article is comparison of the impact of different numerical integration methods, used in analogue emulation under the digital implementation of the control systems, to the operation of classical Model Reference Adaptive System; CC-based on two current models (MRAS CC ) speed estimator and its three modified versions developed for the extension of the estimator stability region. In this paper the generalized mathematical model of MRAS CC estimator is proposed, which takes into account all known methods for the extension of the stability region of classical speed estimator of this type. After the short discussion of the discretization methods used for the microprocessor implementation of control algorithms the impact of different numerical integration methods on the stable operation range of the classical and modified MRAS CC estimators is analyzed and validated in simulation and experimental tests. It is proved that Modified Euler discretization method is much more accurate than forward and backward Euler methods and gives almost as accurate results as Tustin method, however is much less complicated in practical realization.

[1]  Dragan Nesic,et al.  A framework for stabilization of nonlinear sampled-data systems based on their approximate discrete-time models , 2004, IEEE Transactions on Automatic Control.

[2]  M. Dybkowski,et al.  Application of the stator current-based MRAS speed estimator in the sensorless induction motor drive , 2008, 2008 13th International Power Electronics and Motion Control Conference.

[3]  Stefano Di Gennaro,et al.  Discrete time sliding mode control with application to induction motors , 2008, Autom..

[4]  M. Pacas,et al.  Sensorless Drives in Industrial Applications , 2011, IEEE Industrial Electronics Magazine.

[5]  Grzegorz Tarchala,et al.  Discrete realization of MRAScc estimator of induction motor speed using analogue emulation , 2018, 2018 International Symposium on Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM).

[6]  C. P. Bottura,et al.  A flux observer for induction machines based on a time-variant discrete model , 1993 .

[7]  Erik Etien,et al.  On the Stability of Full Adaptive Observer for Induction Motor in Regenerating Mode , 2010, IEEE Transactions on Industrial Electronics.

[8]  Sukanta Das,et al.  Review on model reference adaptive system for sensorless vector control of induction motor drives , 2015 .

[9]  Mateusz Korzonek,et al.  Comparative Stability Analysis of Stator Current Error-based Estimators of Induction Motor Speed , 2018 .

[10]  Mateusz Korzonek,et al.  STABILITY ANALYSIS OF MRASSCC SPEED ESTIMATOR IN MOTORING AND REGENERATING MODE , 2016 .

[11]  Teresa Orlowska-Kowalska,et al.  Stability Analysis of Selected Speed Estimators for Induction Motor Drive in Regenerating Mode—A Comparative Study , 2017, IEEE Transactions on Industrial Electronics.

[12]  Grzegorz Tarchała,et al.  Discrete Sliding Mode Speed Control of Induction Motor Using Time-Varying Switching Line , 2020 .

[13]  Mateusz Korzonek,et al.  Application of Different Numerical Integration Methods for Discrete MrasCC Estimator of Induction Motor Speed - Comparative Study , 2018, 2018 IEEE 18th International Power Electronics and Motion Control Conference (PEMC).

[14]  H. Kubota,et al.  DSP-based speed adaptive flux observer of induction motor , 1991, Conference Record of the 1991 IEEE Industry Applications Society Annual Meeting.

[15]  Marko Hinkkanen,et al.  Complete Stability of Reduced-Order and Full-Order Observers for Sensorless IM Drives , 2008, IEEE Transactions on Industrial Electronics.

[16]  Jorma Luomi,et al.  Novel full-order flux observer structure for speed sensorless induction motors , 2001, IECON'01. 27th Annual Conference of the IEEE Industrial Electronics Society (Cat. No.37243).

[17]  Kouki Matsuse,et al.  Regenerating-mode low-speed operation of sensorless induction motor drive with adaptive observer , 2002 .

[18]  Branislava Perunicic-Drazenovic,et al.  High-Performance Position Control of Induction Motor Using Discrete-Time Sliding-Mode Control , 2008, IEEE Transactions on Industrial Electronics.

[19]  Grzegorz Tarchala,et al.  A review on MRAS-type speed estimators for reliable and efficient induction motor drives. , 2019, ISA transactions.

[20]  Grzegorz Tarchala,et al.  Simple Stability Enhancement Method for Stator Current Error-Based MRAS-Type Speed Estimator for Induction Motor , 2020, IEEE Transactions on Industrial Electronics.

[21]  Toni Tuovinen,et al.  Discrete-time observer design for sensorless synchronous motor drives , 2015, 2015 IEEE Energy Conversion Congress and Exposition (ECCE).

[22]  Mihai Comanescu Influence of the discretization method on the integration accuracy of observers with continuous feedback , 2011, 2011 IEEE International Symposium on Industrial Electronics.

[23]  Dianguo Xu,et al.  Speed-Sensorless Induction Machine Control in the Field-Weakening Region Using Discrete Speed-Adaptive Full-Order Observer , 2016, IEEE Transactions on Power Electronics.

[24]  Jan Melkebeek,et al.  Speed sensorless direct torque control of induction motors using an adaptive flux observer , 1999, Conference Record of the 1999 IEEE Industry Applications Conference. Thirty-Forth IAS Annual Meeting (Cat. No.99CH36370).

[25]  Teresa Orlowska-Kowalska,et al.  Discrete Implementation of Sensorless IM Drive with MRAS-type Speed Estimator , 2019, 2019 International Conference on Electrical Drives & Power Electronics (EDPE).

[26]  Marko Hinkkanen,et al.  Stabilization of regenerating-mode operation in sensorless induction motor drives by full-order flux observer design , 2004, IEEE Transactions on Industrial Electronics.

[27]  Igor R. Krcmar,et al.  Discrete Rotor Flux and Speed Estimators for High-Speed Shaft-Sensorless IM Drives , 2014, IEEE Transactions on Industrial Electronics.

[28]  Jean-Luc Thomas,et al.  Discrete-time field-oriented control for induction motors , 2000, 2000 IEEE 31st Annual Power Electronics Specialists Conference. Conference Proceedings (Cat. No.00CH37018).

[29]  S. Bacha,et al.  Low-Cost Direct Torque Control Algorithm for Induction Motor Without AC Phase Current Sensors , 2012, IEEE Transactions on Power Electronics.

[30]  Steven X. Ding,et al.  A Survey of Fault Diagnosis and Fault-Tolerant Techniques—Part I: Fault Diagnosis With Model-Based and Signal-Based Approaches , 2015, IEEE Transactions on Industrial Electronics.

[31]  Nik Rumzi Nik Idris,et al.  A review on sensorless techniques for sustainable reliablity and efficient variable frequency drives of induction motors , 2013 .