Practical Applications of Computational Intelligence for Adaptive Control: 1st Edition (Hardback) book cover

Practical Applications of Computational Intelligence for Adaptive Control

1st Edition

By Charles Karr

CRC Press

280 pages

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Hardback: 9780849320699
pub: 1999-04-12
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Description

Written as a result of a seven year research project using computational intelligence techniques for solving mineral processing problems at the U.S. Bureau of Mines, this book is about intelligent, adaptive process control. It brings together ideas from the field of computational intelligence , a part of the larger field of artificial intelligence, including fuzzy mathematics, genetic algorithms, and neural networks and uses these ideas to develop a generic architecture for accomplishing adaptive process control. In the development of this architecture, the requisite tools are described and then demonstrated on a number of problems. Moreover, most of the examples are of interest in industrial settings (although some simple examples are provided in the beginning so that the reader can focus on technique and not be overburdened with the complexity of the problems being solved.)

The focus of Practical Applications of Computational Intelligence for Adaptive Control is on practical applications. It provides practicing engineers and scientists with the information they need to solve process control problems in industry and academia.

If the reader is interested in solving difficult control problems or interested in the mechanics of basic computational intelligence techniques, then this book is an excellent place to start.

Table of Contents

Fuzzy Systems

Why Fuzzy Process Control?

The First Fuzzy Controller

A Cart-Pole Fuzzy Controller

A Satellite Rendezvous Fuzzy Controller

Genetic Algorithms

Genetic Algorithms as Search Procedures

Genetic Algorithms Design of a Liquid Level Controller

GA-Tuned Cart-Pole Control

Satellite Rendezvous Using a Genetic Algorithm

Time-Varying Cart-Pole Controller

Computer Modelling

Genetic Algorithms for Model Tuning

Neural Networks for Computer Modelling

Fuzzy Rules for Computer Modelling

Applications

Adaptive Control of a pH system

Adaptive Control of A Hexamine Production System

Adaptive Control of Column Flotation

Control of a Chaotic System

Helicopter Flight control

Fuzzy Classifier System

Index

About the Series

International Series on Computational Intelligence

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Subject Categories

BISAC Subject Codes/Headings:
COM000000
COMPUTERS / General
COM051240
COMPUTERS / Software Development & Engineering / Systems Analysis & Design
COM059000
COMPUTERS / Computer Engineering