Induction Motor Efficiency Evaluation Using a New Concept of Stator Resistance

This paper presents an air-gap torque (AGT)-based method for efficiency estimation of induction motors. A new concept of stator resistance that includes the mechanical losses effect is proposed. This new stator resistance is estimated through a particle swarm optimization approach based on the stator flux equations and minimization of torque error at the rated operation point. Then, the obtained stator resistance is used in the AGT equations to estimate the shaft torque and then the efficiency. Moreover, the rotor speed is estimated using induction motor current signature analysis. Thus, the proposed methodology for induction motor efficiency estimation relies only on line currents, line voltages, and nameplate data, being appropriate for in-service applications. Finally, the simulation and experimental results are presented to validate the proposed method at different load conditions.

[1]  Johan Driesen,et al.  Parameter Sensitivity and Measurement Uncertainty Propagation in Torque-Estimation Algorithms for Induction Machines , 2008, IEEE Transactions on Instrumentation and Measurement.

[2]  Hayde Peregrina-Barreto,et al.  Parameter Identification of PMSMs Using Experimental Measurements and a PSO Algorithm , 2015, IEEE Transactions on Instrumentation and Measurement.

[3]  R. G. Harley,et al.  A Novel Method for Multiobjective Design and Optimization of Three Phase Induction Machines , 2011, IEEE Transactions on Industry Applications.

[4]  D. Cartes,et al.  Application of Artificial Intelligence to Real-Time Fault Detection in Permanent-Magnet Synchronous Machines , 2013, IEEE Transactions on Industry Applications.

[5]  Srikrishna Subramanian,et al.  Non-intrusive efficiency estimation method for energy auditing and management of in-service induction motor using bacterial foraging algorithm , 2010 .

[6]  Cristiano Maria Verrelli,et al.  On-Line Identification of Winding Resistances and Load Torque in Induction Machines , 2014, IEEE Transactions on Control Systems Technology.

[7]  Robert X. Gao,et al.  Sensorless speed measurement of induction motor using Hilbert transform and interpolated fast Fourier transform , 2006, IEEE Transactions on Instrumentation and Measurement.

[8]  Mohamed E. El-Hawary,et al.  A Survey of Particle Swarm Optimization Applications in Electric Power Systems , 2009, IEEE Transactions on Evolutionary Computation.

[9]  Yoichi Hori,et al.  A New Model Reference Adaptive Controller for Four Quadrant Vector Controlled Induction Motor Drives , 2012, IEEE Transactions on Industrial Electronics.

[10]  T. G. Habetler,et al.  An Evaluation of Model-Based Stator Resistance Estimation for Induction Motor Stator Winding Temperature Monitoring , 2002, IEEE Power Engineering Review.

[11]  Antonio Marcus Nogueira de Lima,et al.  Speed Estimation of an Induction Motor Operating in the Nonstationary Mode by Using Rotor Slot Harmonics , 2015, IEEE Transactions on Instrumentation and Measurement.

[12]  Rong-Jong Wai,et al.  Real-Time PID Control Strategy for Maglev Transportation System via Particle Swarm Optimization , 2011, IEEE Transactions on Industrial Electronics.

[13]  K.P. Sozanski Sliding DFT control algorithm for three-phase active power filter , 2006, Twenty-First Annual IEEE Applied Power Electronics Conference and Exposition, 2006. APEC '06..

[14]  He Zhang,et al.  A Low-Intrusion Load and Efficiency Evaluation Method for In-Service Motors Using Vibration Tests With an Accelerometer , 2008, IEEE Transactions on Industry Applications.

[15]  S. Palani,et al.  Induction motor Parameter Estimation using Hybrid Genetic Algorithm , 2008, 2008 IEEE Region 10 and the Third international Conference on Industrial and Information Systems.

[16]  James Kennedy,et al.  The particle swarm: social adaptation of knowledge , 1997, Proceedings of 1997 IEEE International Conference on Evolutionary Computation (ICEC '97).

[17]  Salvatore Nuccio,et al.  An induction motor speed measurement method based on current harmonic analysis with the chirp-Z transform , 2005, IEEE Transactions on Instrumentation and Measurement.

[18]  Antonio Marcus Nogueira de Lima,et al.  A Method for Measuring Torque of Squirrel-Cage Induction Motors Without Any Mechanical Sensor , 2015, IEEE Transactions on Instrumentation and Measurement.

[19]  Lu Zhen,et al.  Sensorless field orientation control of induction machines based on a mutual MRAS scheme , 1998, IEEE Trans. Ind. Electron..

[20]  Thomas A. Lipo,et al.  Measurement and computation of starting torque pulsations of salient pole synchronous motors , 1990 .

[21]  F. R. Salmasi,et al.  An Adaptive Observer With Online Rotor and Stator Resistance Estimation for Induction Motors With One Phase Current Sensor , 2011, IEEE Transactions on Energy Conversion.

[22]  Rong-Ching Wu,et al.  Parameter Identification of Induction Machine With a Starting No-Load Low-Voltage Test , 2012, IEEE Transactions on Industrial Electronics.

[23]  T.G. Habetler,et al.  A survey of efficiency-estimation methods for in-service induction motors , 2006, IEEE Transactions on Industry Applications.

[24]  E. Jacobsen,et al.  The sliding DFT , 2003, IEEE Signal Process. Mag..

[25]  Hany M. Hasanien,et al.  Particle Swarm Design Optimization of Transverse Flux Linear Motor for Weight Reduction and Improvement of Thrust Force , 2011, IEEE Transactions on Industrial Electronics.

[26]  Germano Lambert-Torres,et al.  An air-gap torque based method for efficiency evaluation using pso to estimate a new concept of stator resistance including the losses effect , 2013, 2013 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

[27]  Salman Mohagheghi,et al.  Particle Swarm Optimization: Basic Concepts, Variants and Applications in Power Systems , 2008, IEEE Transactions on Evolutionary Computation.

[28]  M. A. Khan,et al.  Considerations for improving the non-intrusive efficiency estimation of induction machines using the air gap torque method , 2011, 2011 IEEE International Electric Machines & Drives Conference (IEMDC).

[29]  J. S. Hsu,et al.  Field test of motor efficiency and load changes through air-gap torque , 1995 .

[30]  Abel C. Lima-Filho,et al.  Embedded System Integrated Into a Wireless Sensor Network for Online Dynamic Torque and Efficiency Monitoring in Induction Motors , 2012, IEEE/ASME Transactions on Mechatronics.

[31]  Loi Lei Lai,et al.  Evolutionary programming based machine parameters estimation for field oriented control , 1999, IEEE International Electric Machines and Drives Conference. IEMDC'99. Proceedings (Cat. No.99EX272).

[32]  Ieee Standards Board IEEE standard test procedure for polyphase induction motors and generators , 1992 .

[33]  Bimal K. Bose,et al.  Modern Power Electronics and AC Drives , 2001 .

[34]  William James Premerlani,et al.  A demonstration of a sensorless torque meter for AC motors , 1996, IAS '96. Conference Record of the 1996 IEEE Industry Applications Conference Thirty-First IAS Annual Meeting.

[35]  Zhu-zhi Jia,et al.  Parameter estimation of induction motor based on chaotic ant swarm algorithm , 2010, The 2nd International Conference on Information Science and Engineering.

[36]  L.E.B. da Silva,et al.  A DSP based torque meter for induction motors , 2003, IECON'03. 29th Annual Conference of the IEEE Industrial Electronics Society (IEEE Cat. No.03CH37468).

[37]  T.G. Habetler,et al.  An on-line stator winding resistance estimation technique for temperature monitoring of line-connected induction machines , 2001, Conference Record of the 2001 IEEE Industry Applications Conference. 36th IAS Annual Meeting (Cat. No.01CH37248).

[38]  L. Szychta,et al.  Analysis of efficiency characteristics of squirrel-cage induction motor for pump applications , 2012, 2012 XXth International Conference on Electrical Machines.

[39]  D. Sebastian,et al.  Energy management of induction motors using non-intrusive methods , 2013, 2013 International Conference on Power, Energy and Control (ICPEC).

[40]  T.G. Habetler,et al.  A Nonintrusive and In-Service Motor Efficiency Estimation Method using Air-Gap Torque with Considerations of Condition Monitoring , 2006, Conference Record of the 2006 IEEE Industry Applications Conference Forty-First IAS Annual Meeting.

[41]  P. Pillay,et al.  An In Situ Efficiency Estimation Technique for Induction Machines Working With Unbalanced Supplies , 2012, IEEE Transactions on Energy Conversion.

[42]  Thomas G. Habetler,et al.  Stator resistance tuning in a stator-flux field-oriented drive using an instantaneous hybrid flux estimator , 1998 .

[43]  Thomas G. Habetler,et al.  Sensorless speed measurement using current harmonic spectral estimation in induction machine drives , 1994 .

[44]  Pragasen Pillay,et al.  A Novel Algorithm for Estimating Refurbished Three-Phase Induction Motors Efficiency Using Only No-Load Tests , 2015, IEEE Transactions on Energy Conversion.