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Improved combined mutation clonal selection algorithm

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...

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Main Authors: Paw, J.K.S., Hen, C.K., Yan, K.W., Ann, Y.S.
Format: Conference Paper
Language:en_US
Published: 2017
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spelling my.uniten.dspace-58012018-01-03T03:35:46Z Improved combined mutation clonal selection algorithm Paw, J.K.S. Hen, C.K. Yan, K.W. Ann, Y.S. 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. © 2012 IEEE. 2017-12-08T07:26:18Z 2017-12-08T07:26:18Z 2012 Conference Paper 10.1109/STUDENT.2012.6408402 en_US 2012 IEEE Conference on Sustainable Utilization and Development in Engineering and Technology, STUDENT 2012 - Conference Booklet 2012, Article number 6408402, Pages 192-196
institution Universiti Tenaga Nasional
building UNITEN Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tenaga Nasional
content_source UNITEN Institutional Repository
url_provider http://dspace.uniten.edu.my/
language en_US
description 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. © 2012 IEEE.
format Conference Paper
author Paw, J.K.S.
Hen, C.K.
Yan, K.W.
Ann, Y.S.
spellingShingle Paw, J.K.S.
Hen, C.K.
Yan, K.W.
Ann, Y.S.
Improved combined mutation clonal selection algorithm
author_facet Paw, J.K.S.
Hen, C.K.
Yan, K.W.
Ann, Y.S.
author_sort Paw, J.K.S.
title Improved combined mutation clonal selection algorithm
title_short Improved combined mutation clonal selection algorithm
title_full Improved combined mutation clonal selection algorithm
title_fullStr Improved combined mutation clonal selection algorithm
title_full_unstemmed Improved combined mutation clonal selection algorithm
title_sort improved combined mutation clonal selection algorithm
publishDate 2017
_version_ 1644493779182288896
score 13.214268

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