DocumentCode
2912346
Title
Improved combined mutation clonal selection algorithm
Author
Paw, Johnny Koh Siaw ; Chong Kok Hen ; Koo Wai Yan ; Yong Sue Ann
Author_Institution
Dept. of Electron. & Commun. Eng., Univ. Tenaga Nasional, Kajang, Malaysia
fYear
2012
fDate
6-9 Oct. 2012
Firstpage
192
Lastpage
196
Abstract
In this paper, the performance of a clonal selection optimization algorithm implementing a combined mutation strategy using Gaussian and Cauchy mutations was further improved with the addition of two new operators, namely the Cell Repair Operator (CPO) and Dynamic Mutation Size Operator (DMSO). The new and improved algorithm was tested using various unimodal and multimodal test functions to illustrate the improvements of the algorithm. The test results indicate that the added operators have significantly improved the performance of the algorithm in terms of accuracy and performance.
Keywords
cellular biophysics; optimisation; CPO; Cauchy mutations; DMSO; Gaussian mutations; cell repair operator; clonal selection optimization algorithm; combined mutation clonal selection algorithm; dynamic mutation size operator; multimodal test functions; unimodal test functions; Cloning; Heuristic algorithms; Immune system; Maintenance engineering; Optimization; Sociology; Statistics; Clonal Selection Algorithm; Exploration and Exploitation; Fast Convergence;
fLanguage
English
Publisher
ieee
Conference_Titel
Sustainable Utilization and Development in Engineering and Technology (STUDENT), 2012 IEEE Conference on
Conference_Location
Kuala Lumpur
ISSN
1985-5753
Print_ISBN
978-1-4673-1649-1
Electronic_ISBN
1985-5753
Type
conf
DOI
10.1109/STUDENT.2012.6408402
Filename
6408402
Link To Document