ADAPTIVE CROSSOVER IN GENETIC ALGORITHMS USING PATTERN BASED METHOD

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HAMZEH A.; RAHMANI A.

مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources

Seminar Paper

Paper Information

Seminar: CONFRANCE SALANE ANJOMANE COMPUTER IRAN
Year:2004 | Issue:9

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Title

ADAPTIVE CROSSOVER IN GENETIC ALGORITHMS USING PATTERN BASED METHOD

Author(s)

HAMZEH A. | RAHMANI A.

Keywords

GENETIC ALGORITHMS

STOCHASTIC GENETIC ALGORITHMS

CROSSOVER OPERATORS

ADAPTIVE GENETIC ALGORITHMS

Abstract

GENETIC ALGORITHMS (GAS) EMULATE THE NATURAL EVOLUTION PROCESS AND MAINTAIN A POPULATION OF POTENTIAL SOLUTIONS TO A GIVEN PROBLEM. THROUGH THE POPULATION, GA IMPLICITLY MAINTAINS STATISTICS ABOUT THE SEARCH SPACE. THIS IMPLICIT STATISTICS CAN BE USED EXPLICITLY TO ENHANCE GA'S PERFORMANCE. INSPIRED BY THIS IDEA, A PATTERN-BASED ADAPTIVE UNIFORM CROSSOVER (PAUX) HAS BEEN PROPOSED. PAUX USES THE STATISTICAL INFORMATION OF THE ALLELES IN EACH LOCUS TO ADAPTIVELY CALCULATE THE SWAPPING PROBABILITY OF THAT LOCUS FOR CROSSOVER OPERATION. IN THIS PAPER PAUX IS INTRODUCED AND EXAMINED IN SOME BENCHMARK TESTS. EXPERIMENTAL RESULTS SHOW THAT USING PAUX IMPROVES THE PERFORMANCE OF TRADITIONAL GAS.

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APA: Copy

HAMZEH, A., & RAHMANI, A.. (2004). ADAPTIVE CROSSOVER IN GENETIC ALGORITHMS USING PATTERN BASED METHOD. Confrance Salane Anjomane Computer Iran. SID. https://sid.ir/paper/905584/en

Vancouver: Copy

HAMZEH A., RAHMANI A.. ADAPTIVE CROSSOVER IN GENETIC ALGORITHMS USING PATTERN BASED METHOD. 2004. Available from: https://sid.ir/paper/905584/en

IEEE: Copy

A. HAMZEH, and A. RAHMANI, “ADAPTIVE CROSSOVER IN GENETIC ALGORITHMS USING PATTERN BASED METHOD,” presented at the Confrance Salane Anjomane Computer Iran. 2004, [Online]. Available: https://sid.ir/paper/905584/en

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