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Please use this identifier to cite or link to this item: http://repository.iitr.ac.in/handle/123456789/18996
Title: A new real coded genetic algorithm operator: Log logistic mutation
Authors: Deep, K.
Shashi
Katiyar V.K.
Published in: Proceedings of Advances in Intelligent and Soft Computing
Abstract: In this study, a new mutation operator for real coded genetic algorithms called the Log Logistic Mutation (LLM) is proposed. The performance of LLM is compared with existing real coded mutation operator namely Power Mutation (PM). LLM is used in conjunction with a well known crossover operator; Laplace Crossover (LX), to obtain a new generational real coded genetic algorithm called LX-LLM. LX-LLM is compared with the existing LX-PM. The performance of both the genetic algorithms is compared on the basis of success rate, average function evaluation, average error and computational time, and the supremacy of the proposed mutation operator is established. © 2012 Springer India Pvt. Ltd.
Citation: Proceedings of Advances in Intelligent and Soft Computing, (2012), 193- 200. Roorkee
URI: https://doi.org/10.1007/978-81-322-0487-9_19
http://repository.iitr.ac.in/handle/123456789/18996
Issue Date: 2012
Keywords: Crossover Operator
Mutation Operator
Real Coded Genetic Algorithm
Average errors
Computational time
Crossover operator
Log-logistic
Mutation operators
Real coded genetic algorithm
Real-coded
Mathematical operators
Problem solving
Soft computing
Genetic algorithms
ISBN: 9.79E+12
ISSN: 18675662
Author Scopus IDs: 8561208900
8301540900
6603690424
Author Affiliations: Deep, K., Department of Mathematics, Indian Institute of Technology Roorkee, Roorkee, India
Shashi, Department of Mathematics, Indian Institute of Technology Roorkee, Roorkee, India
Katiyar, V.K., Department of Mathematics, Indian Institute of Technology Roorkee, Roorkee, India
Corresponding Author: Deep, K.; Department of Mathematics, Indian Institute of Technology Roorkee, Roorkee, India; email: kusumfma@iitr.ernet.in
Appears in Collections:Conference Publications [MA]

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