Applied intelligent control of induction motor drives /

• Main Authors: Chan, Tze Fun (Author), Shi, Keli (Author)
• Format: eBook
• Language: English
• Published: [Piscataway, NJ] : Singapore : IEEE Press ; John Wiley & Sons (Asia) Pte Ltd, 2011.
• Edition: First edition.
• Subjects: Intelligent control systems.; Electric motors, Induction.; TECHNOLOGY & ENGINEERING > Mechanical.; Electronic books.

"Induction motors are the most important workhorses in industry. They are mostly used as constant-speed drives when fed from a voltage source of fixed frequency. Advent of advanced power electronic converters and powerful digital signal processors, however, has made possible the development of...

Table of Contents:

• Introduction
• Philosophy of Induction Motor Control
• Modeling and Simulation of Induction Motor
• Fundamentals of Intelligent Control Simulation
• Expert-System-Based Acceleration Control
• Hybrid Fuzzy/PI Two-Stage Control
• Neural-Network-based Direct Self Control
• Parameter Estimation Using Neural Networks
• GA-Optimized Extended Kalman Filter for Speed Estimation
• Optimized Random PWM Strategies Based On Genetic Algorithms
• Experimental Investigations
• Conclusions and Future Developments
• Appendix A: Equivalent Circuits of an Induction Motor
• Appendix B: Parameters of Induction Motors
• Appendix C: M-File of Discrete-State Induction Motor Model
• Appendix D: Expert-system Acceleration Control Algorithm
• Appendix E: Activation Functions of Neural Network
• Appendix F: M-File of Extended Kalman Filter
• Appendix G: ADMC331-based Experimental System
• Appendix H: Experiment 1: Measuring the Electrical Parameters of Motor 3
• Appendix I: DSP Source Code for the Main Program of Experiment 2
• Appendix J: DSP Source Code for the Main Program of Experiment 3
• Index.