Evolutionary Computation 2

Advanced Algorithms and Operators

Häftad, Engelska, 2000

1 799 kr

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Evolutionary Computation 2: Advanced Algorithms and Operators expands upon the basic ideas underlying evolutionary algorithms. The focus is on fitness evaluation, constraint-handling techniques, population structures, advanced techniques in evolutionary computation, and the implementation of evolutionary algorithms. It is intended to be used by individual researchers and students in the expanding field of evolutionary computation.

Produktinformation

Utgivningsdatum2000-11-20
Mått156 x 234 x 16 mm
Vikt498 g
FormatHäftad
SpråkEngelska
Antal sidor304
FörlagTaylor & Francis Ltd
ISBN9780750306652

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Programmeringsböcker inom Data och IT

FITNESS EVALUATIONIntroduction to fitness evaluationEncoding and decoding functionsCompetitive fitness evaluationComplexity-based fitness evaluationMultiobjective optimizationCONSTRAINT-HANDLING TECHNIQUESIntroduction to constraint-handling techniquesPenalty functionsDecodersRepair algorithmsConstraint-preserving operatorsOther constraint-handling methodsConstraint-satisfaction problemsPOPULATION STRUCTURESNiching methodsSpeciation methodsIsland (migration) models: evolutionary algorithms based on punctuated equilibriaDiffusion (cellular) modelsADVANCED TECHNIQUES IN EVOLUTIONARY COMPUTATIONPopulation sizingMutation parametersRecombination parametersParameter controlSelf-adaptationMeta-evolutionary approachesCoevolutionary algorithmsIMPLEMENTATION OF EVOLUTIONARY ALGORITHMSEfficient implementation of algorithmsComputation time of evolutionary operatorsHardware realizations of evolutionary algorithmsINDEX