An overview of evolutionary algorithms: practical issues and common pitfalls

An overview of evolutionary algorithms: practical issues and common pitfalls

An overview of evolutionary algorithms is presented covering genetic algorithms, evolution strategies, genetic programming and evolutionary programming. The schema theorem is reviewed and critiqued. Gray codes, bit representations and real-valued representations are discussed for parameter optimizat...

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Veröffentlicht in:Information and software technology 2001-12, Vol.43 (14), p.817-831
1. Verfasser: Whitley, Darrell
Format: Artikel
Sprache:eng
Schlagworte:
Algorithms
Automated programming
Computer programming
Evolution strategies
Evolutionary algorithms
Evolutionary programming
Genetic algorithms
Genetic programming
Mathematical models
Parallel algorithms
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Software engineering
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Zusammenfassung:An overview of evolutionary algorithms is presented covering genetic algorithms, evolution strategies, genetic programming and evolutionary programming. The schema theorem is reviewed and critiqued. Gray codes, bit representations and real-valued representations are discussed for parameter optimization problems. Parallel Island models are also reviewed, and the evaluation of evolutionary algorithms is discussed.
ISSN:0950-5849
1873-6025
DOI:10.1016/S0950-5849(01)00188-4