Genetic algorithms in engineering systems

Genetic algorithms in engineering systems

by Fleming, P. J., (Peter J.) Zalzala, A. M. S., (Ali M. S.)

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Title Statements

  • Full title :Genetic algorithms in engineering systems / edited by A.M.S. Zalzala and P.J. Fleming.

Edition Statements

  • Publication Date:1997.

Publication Statements

The Physical Object

  • Description:1 online resource (281 pages) : : illustrations

Edition Identifiers

  • ISBN:9781849193511, 1849193517
  • oclc:ocn861527792
  • LC Classification:TA345
  • Dewey Decimal:620/.00285

Table of Contents

Cover -- Half-title -- Title -- Copyright -- Contents -- 1 Introduction to genetic algorithms A. Chipperfield -- 1.1 What are genetic algorithms? -- 1.1.1 Overview of GAs -- 1.1.2 GAs versus traditional methods -- 1.2 Major elements of the GA -- 1.2.1 Population representation and initialisation

1.2.2 The objective and fitness functions 1.2.3 Selection -- 1.2.3.1 Roulette wheel selection methods -- 1.2.3.2 Stochastic universal sampling -- 1.2.4 Crossover (recombination) -- 1.2.4.1 Multipoint crossover -- 1.2.4.2 Uniform crossove -- 1.2.4.3 Other crossover operators

1.2.4.4 Intermediate recombination 1.2.4.5 Line recombination -- 1.2.4.6 Discussion -- 1.2.5 Mutation -- 1.2.6 Reinsertion -- 1.2.7 Termination of the GA -- 1.3 Other evolutionary algorithms -- 1.4 Parallel GAs -- 1.4.1 Global GAs -- 1.4.2 Migration GAs

1.4.3 Diffusion GAs 1.5 GAs for engineering systems -- 1.6 Example application: gas turbine engine control -- 1.6.1 Problem specification -- 1.6.2 EA implementation -- 1.6.3 Results -- 1.6.4 Discussion -- 1.7 Concluding remarks -- 1.8 References

2 Levels of evolution for control systems J.J. Grefenstette2.1 Introduction -- 2.1.1 Evolutionary algorithms -- 2.1.2 Contr…

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Subjects

Algorithmes génétiques -- Congrès Computer-aided engineering Computer-aided engineering -- Congresses Conference papers and proceedings Engineering -- Congresses. -- Data proc… Engineering -- Data processing genetic algorithms Genetic algorithms -- Congresses Ingénierie -- Congrès. -- Informatique Ingénierie assistée par ordinateur -- C…

Writers

Fleming, P. J., (Peter J.) Zalzala, A. M. S., (Ali M. S.)

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