Artificial-Intelligence-based Electrical Machines and Drives Application of Fuzzy, Neural, Fuzzy-neural, and Genetic-algorithm-based Techniques

Roughly half of all electricity generated is consumed in motors, and recent efforts to apply artificial intelligence (AI) to improving electric motors are receiving attention worldwide. At present two industrial drives incorporate some form of AI. This book is the first comprehensive discussion of AI applications to electrical machines and drives. It looks at d.c. drives, induction motor drives, synchronous motor drives, switched reluctance motor drives, and sensorless drives. It combines simple explanations of AI-based systems with detailed and unified mathematical and physical treatments, and it includes numerous worked examples, simulations, and experimental results.

Recently artificial-intelligence-based techniques (fuzzy logic, neural networks, fuzzy-neural networks, genetic algorithms, etc) have received increased attention world-wide and at present two industrial drives incorporate some form of artificial intelligence. This is the first comprehensive book which discusses numerous AI applications to electrical machines and drives. The drives considered are: d.c. drives, induction motor drives, synchronous motor drives, and switched reluctance motor drives. Sensorless drives are also considered. It is essential reading for anyone interested in acquiring a solid background in AI-based electrical machines and drives. It presents a detailed and unified mathematical and physical treatment.

Glossary of symbols; Introduction; Past, present, and future electrical machines and drives; General aspects of the application of AI in variable speed drives; Conventional, fuzzy, neural, and fuzzy-neural function approximators; Artificial neural networks; Fuzzy logic systems; Fuzzy-neural systems; Genetic algorithms; AI-based steady-state and transient analysis of DC machines, estimators, control; AI-based steady-state and transient analysis of induction machines, estimators, control, design, condition monitoring and diagnosis; AI-based steady-state and transient analysis of synchronous machines, estimators, control, design, condition monitoring, and diagnosis; AI-based switched reluctance motors, estimation, design, and control; Index