Neuro-fuzzy Controller for High Performance Induction Motor Drives

This paper presents development of a neuro-fuzzy system for performance enhancement of a.c.voltage controller fed induction motor drives. Improvement in motor efficiency and power factor is achieved by suitably adapting the motor flux to optimum point by stator voltage control. The optimum SCR firing angle for each operating point is readily estimated by the neuro-fuzzy system. Extensive simulation is carried out with the proposed technique and the results are presented.

[1]  Mokhtar Bendjebbar,et al.  Dynamic Fuzzy-Neural Network Controller for Induction Motor Drive , 2007 .

[2]  S. F. Kodad,et al.  Modeling, Design & Simulation of an Adaptive Neuro-Fuzzy Inference System (ANFIS) for Speed Control of Induction Motor , 2010 .

[3]  Ahmed N. Abdalla,et al.  A Novel Induction Motor Speed Estimation Using Neuro - Fuzzy , 2011 .

[4]  V. V. Sastry,et al.  Optimal soft starting of voltage-controller-fed IM drive based on voltage across thyristor , 1997 .

[5]  Paul C. Krause,et al.  Analysis of electric machinery , 1987 .

[6]  N. Margaris,et al.  Loss minimization in scalar-controlled induction motor drives with search controllers , 1996 .

[7]  Martin T. Hagan,et al.  Neural network design , 1995 .

[8]  Ali Yazdian Varjani,et al.  Using Fuzzy Controller in Induction Motor Speed Control with Constant Flux , 2007, WEC.

[9]  S. F. Kodad,et al.  Journal of Theoretical and Applied Information Technology Modelling of Induction Motor & Control of Speed Using Hybrid Controller Technology , 2022 .

[10]  Thomas A. Lipo,et al.  A Quantitative Analysis of Induction Motor Performance Improvement by SCR Voltage Control , 1983, IEEE Transactions on Industry Applications.

[11]  Thomas A. Lipo,et al.  A Quantitative Analysis of Induction Motor Performance Improvement by SCR Voltage Control , 1983 .

[12]  N. Mohan.  Improvement in Energy Efficiency of Induction Motors by Means of Voltage Control , 1980, IEEE Transactions on Power Apparatus and Systems.

[13]  P. Famouri,et al.  Loss minimization control of an induction motor drive , 1989, Conference Record of the IEEE Industry Applications Society Annual Meeting,.

[14]  Bimal K. Bose,et al.  Power Electronics and Ac Drives , 1986 .