POWER ELECTRONICS HANDBOOK, 3rd Edition

38

Artificial Neural Network Applications in Power Electronics and Electrical Drives

B. Karanayil, Ph.D. and M.F. Rahman, Ph.D.

School of Electrical Engineering and Telecommunications, The University of New South Wales, Sydney, New South Wales 2052, Australia

38.1 Introduction

38.2 Conventional and Neural Function Approximators

38.2.1 Conventional Approximator

38.2.2 Neural Function Approximator

38.3 ANN-based Estimation in Induction Motor Drives

38.3.1 Speed Estimation

38.3.2 Flux and Torque Estimation

38.3.3 Rotor Resistance Identification Using ANN

38.3.4 Stator Resistance Estimation Using ANN

38.4 ANN-based Controls in Motor Drives

38.4.1 Induction Motor Current Control

38.4.2 Induction Motor Control

38.4.3 Efficiency Optimization in ...