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Design of Fixed and Ladder Mutation Factor-Based Clonal Selection Algorithm for Solving Unimodal and Multimodal Functions
Joint Authors
Prasad Reddy, P. V. G. D.
Pradeep, A. N. S.
Godavarthi, Dinesh
Satapathy, Suresh Chandra
Mohan Krishna, S.
Chittineni, Suresh
Source
Applied Computational Intelligence and Soft Computing
Issue
Vol. 2011, Issue 2011 (31 Dec. 2011), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2011-09-22
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Information Technology and Computer Science
Abstract EN
Clonal selection algorithms (CSAs) is a special class of immune algorithms (IA), inspired by the clonal selection principle of the human immune system.
To improve the algorithm's ability to perform better, this CSA has been modified by implementing two new concepts called fixed mutation factor and ladder mutation factor.
Fixed mutation factor maintains a constant factor throughout the process, where as ladder mutation factor changes adaptively based on the affinity of antibodies.
This paper compared the conventional CLONALG, with the two proposed approaches and tested on several standard benchmark functions.
Experimental results empirically show that the proposed methods ladder mutation-based clonal selection algorithm (LMCSA) and fixed mutation clonal selection algorithm (FMCSA) significantly outperform the existing CLONALG method in terms of quality of the solution, convergence speed, and solution stability.
American Psychological Association (APA)
Chittineni, Suresh& Pradeep, A. N. S.& Godavarthi, Dinesh& Satapathy, Suresh Chandra& Mohan Krishna, S.& Prasad Reddy, P. V. G. D.. 2011. Design of Fixed and Ladder Mutation Factor-Based Clonal Selection Algorithm for Solving Unimodal and Multimodal Functions. Applied Computational Intelligence and Soft Computing،Vol. 2011, no. 2011, pp.1-8.
https://search.emarefa.net/detail/BIM-454886
Modern Language Association (MLA)
Chittineni, Suresh…[et al.]. Design of Fixed and Ladder Mutation Factor-Based Clonal Selection Algorithm for Solving Unimodal and Multimodal Functions. Applied Computational Intelligence and Soft Computing No. 2011 (2011), pp.1-8.
https://search.emarefa.net/detail/BIM-454886
American Medical Association (AMA)
Chittineni, Suresh& Pradeep, A. N. S.& Godavarthi, Dinesh& Satapathy, Suresh Chandra& Mohan Krishna, S.& Prasad Reddy, P. V. G. D.. Design of Fixed and Ladder Mutation Factor-Based Clonal Selection Algorithm for Solving Unimodal and Multimodal Functions. Applied Computational Intelligence and Soft Computing. 2011. Vol. 2011, no. 2011, pp.1-8.
https://search.emarefa.net/detail/BIM-454886
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-454886