The last few years have seen important advances in the use of genetic algorithms to address challenging optimization problems in industrial engineering. Genetic Algorithms and Engineering Design is the only book to cover the most recent technologies and their application to manufacturing, presenting
Genetic Algorithms: Concepts and Designs
โ Scribed by K. F. Man PhD, K. S. Tang PhD, S. Kwong PhD (auth.)
- Publisher
- Springer-Verlag London
- Year
- 1999
- Tongue
- English
- Leaves
- 345
- Series
- Advanced Textbooks in Control and Signal Processing
- Edition
- 1
- Category
- Library
No coin nor oath required. For personal study only.
โฆ Synopsis
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:
โข filtering;
โข H-infinity control;
โข speech recognition;
โข production planning and scheduling;
โข computational intelligence; and
โข 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 as a download available from www.springer.com/1-85233-072-4.
This superb book is suitable for readers from a wide range of disciplines.
Assembly Automation
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
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
โฆ Table of Contents
Front Matter....Pages i-xii
Introduction, Background and Biological Inspiration....Pages 1-21
Modifications to Genetic Algorithms....Pages 23-44
Intrinsic Characteristics....Pages 45-63
Hierarchical Genetic Algorithm....Pages 65-74
Genetic Algorithms in Filtering....Pages 75-131
Genetic Algorithms in H-infinity Control....Pages 133-153
Hierarchical Genetic Algorithms in Computational Intelligence....Pages 155-197
Genetic Algorithms in Speech Recognition Systems....Pages 199-257
Genetic Algorithms in Production Planning and Scheduling Problems....Pages 259-280
Genetic Algorithms in Communication Systems....Pages 281-315
Back Matter....Pages 317-344
โฆ Subjects
Control;Signal, Image and Speech Processing;Industrial and Production Engineering;Algorithm Analysis and Problem Complexity;Complexity;Communications Engineering, Networks
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