Soft Computing and Fractal Theory for Intelligent Manufacturing / Edition 1

Soft Computing and Fractal Theory for Intelligent Manufacturing / Edition 1

by Oscar Castillo, Patricia Melin
     
 

The book describes the application of soft computing techniques and fractal theory to intelligent manufacturing. Hybrid intelligent systems, which integrate different soft computing techniques and fractal theory, are also presented. The text covers the basics of fuzzy logic, neural networks, genetic algorithms, simulated annealing, chaos and fractal theory. It also… See more details below

Overview

The book describes the application of soft computing techniques and fractal theory to intelligent manufacturing. Hybrid intelligent systems, which integrate different soft computing techniques and fractal theory, are also presented. The text covers the basics of fuzzy logic, neural networks, genetic algorithms, simulated annealing, chaos and fractal theory. It also describes in detail different hybrid architectures for developing intelligent manufacturing systems for applications in automated quality control, process monitoring and diagnostics, adaptive control of non-linear plants, and time series prediction. Real-world applications covered in this book include: tuning of televisions, battery charging, sound speaker testing, fruit classification, and stepping motors.

Product Details

ISBN-13:
9783790815474
Publisher:
Physica-Verlag HD
Publication date:
03/10/2003
Series:
Studies in Fuzziness and Soft Computing Series, #117
Edition description:
2003
Pages:
283
Product dimensions:
9.21(w) x 6.14(h) x 0.69(d)

Table of Contents

Preface
Ch. 1Introduction1
Ch. 2Type-1 Fuzzy Logic5
Ch. 3Type-2 Fuzzy Logic33
Ch. 4Supervised Learning Neural Networks47
Ch. 5Unsupervised Learning Neural Networks75
Ch. 6Genetic Algorithms and Simulated Annealing93
Ch. 7Dynamical Systems Theory127
Ch. 8Plant Monitoring and Diagnostics151
Ch. 9Adaptive Control of Non-Linear Plants167
Ch. 10Automated Quality Control in Sound Speaker Manufacturing185
Ch. 11Intelligent Manufacturing of Television Sets207
Ch. 12Intelligent Manufacturing of Batteries227
Bibliography267
Index281

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