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Genetic Algorithms : Concepts and Designs - K.F. Man

Genetic Algorithms

Concepts and Designs

Book with Other Items

Published: 19th February 2001
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The practical application of genetic algorithms to the solution of engineering problems, has rapidly become an established approach in the fields of control and signal processing. Genetic Algorithms provides comprehensive coverage of the techniques involved, describing the intrinsic characteristics, advantages and constraints of genetic algorithms, as well as discussing genetic operations such as crossover, mutation and reinsertion. In addition, the principle of multiobjective optimization and computing parallelism are discussed. The use of genetic algorithms in many areas of interest in control and signal processing is detailed; among the areas of application are: a? filtering; a? H -infinity control; a? speech recognition; a? production planning and scheduling; a? computational intelligence; and a? communication systems. Also described is an original hierarchical genetic algorithm designed to address the problems in determining system topology. The authors provide "A Game of Genetic Creatures", a fundamental study for GA based on computer-generated insects to demonstrate some of the ideas developed in the text.

From the reviews: This superb book is suitable for readers from a wide range of disciplines. Assembly Automation 20 (2000) 86 This is a well-written engineering textbook. Genetic algorithms are properly explained and well motivated. The engineering examples illustrate the power of application of genetic algorithms. Journal of the American Statistical Association March (2002) 366 (Reviewer: William F. Fulkerson) The book is a good contribution to the genetic algorithm area from an applied point of view. It should be read by engineers, undergraduate or postgraduate students and researchers. International Journal of Adaptive Control and Signal Processing 19 (2005) 59 - 62 (Reviewer: Doris Saez)

Preface
Introduction, Background and Biological Inspirationp. 1
Modifications to Genetic Algorithmsp. 23
Intrinsic Characteristicsp. 45
Hierarchical Genetic Algorithmp. 65
Genetic Algorithms in Filteringp. 75
Genetic Algorithms in H-infinity Controlp. 133
Hierarchical Genetic Algorithms in Computational Intelligencep. 155
Genetic Algorithms in Speech Recognition Systemsp. 199
Genetic Algorithms in Production Planning and Scheduling Problemsp. 259
Genetic Algorithms in Communication Systemsp. 281
Appendix Ap. 317
Appendix Bp. 319
Appendix Cp. 321
Appendix Dp. 323
Appendix Ep. 325
Appendix Fp. 327
Referencesp. 331
Indexp. 343
Table of Contents provided by Blackwell. All Rights Reserved.

ISBN: 9781852330729
ISBN-10: 1852330724
Series: Advanced Textbooks in Control and Signal Processing
Audience: Professional
Format: Book with Other Items
Language: English
Number Of Pages: 344
Published: 19th February 2001
Publisher: SPRINGER VERLAG GMBH
Country of Publication: GB
Dimensions (cm): 23.42 x 15.52  x 2.39
Weight (kg): 0.56
Edition Number: 2
Edition Type: Revised