Industrial Intelligent Control: Fundamentals and Applications

ISBN-13: 9780471950585 / Angielski / Twarda / 1996 / 346 str.

Yongzai Lu; Yung-Tsai Lu;Lu

Opis

With a strong emphasis on applications of intelligent control, this extremely accessible book covers the fundamentals, methodologies, architectures and algorithms of automatic control systems. The author summarizes several current concepts to improve industrial control systems, combining classical control techniques of dynamic modeling and control with new approaches discussed in the text. Addresses such intelligent systems as neural networks, fuzzy logic, ruled based, and genetic algorithms. Demonstrates how to develop, design and use intelligent systems to solve sophisticated industrial control problems. Includes numerous worked application examples.

Spis treści

Fundamental Techniques for Intelligent Control.

Learning Strategies and Algorithms.

System Modeling and Estimation.

Dynamic Controls.

Optimization Control Techniques.

Multivariate Statistics and Quality Control.

Fault Detection and Diagnosis.

Appendix.

Bibliography.

Index.

Blurb

Seeking new technologies for the development of industrial control has become a major challenge for the control industry. This book introduces the novel methodologies, architectures and algorithms of intelligent control systems, and their industrial applications. The intelligent systems addressed include: neural networks, fuzzy logic, rule base, and genetic algorithms – each having a strong industrial application. The main features are:
∗ Introduction to intelligent systems technologies under an industrial control framework
∗ Application of novel forms of knowledge base and reasoning, such as neural networks
∗ Review of the concepts and fundamentals of pattern mapping, associative memories, generalization, and learning
∗ Description of the practical aspects of industrial intelligent control necessary for the design and implementation of a successful intelligent system
∗ End–of–chapter worked or simulation examples which enable the reader to implement effectively the methods illustrated
Written by an IFAC President–Elect, this book describes how to develop, design, and apply intelligent systems to solve complex industrial control problems. The accessible approach to the intelligent control strategies will appeal to the control engineer working in process industries. Professional engineers, researchers and postgraduate students in electrical, mechanical, and chemical engineering, as well as computer science, will also find this text an invaluable reference source.