Ensembles of DNA letters for the design of unique DNA library using a modified version of multi-criteria VEDEPSO optimizer

The DNA code words designing is a multi-criteria combinatorial optimization task. The designed words should be as unique as possible, thermodynamically stable, non-self hybridized, non-cross hybridized with others and have good chemical properties. In this paper, the DNA words designing approach imp...

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Main Authors: Selvan, K.V, Muhammad, M.S, Masra, S.M.W.
Format: Article
Language:English
Published: IEEE 2012
Subjects:
Online Access:http://ir.unimas.my/id/eprint/17806/
http://ir.unimas.my/id/eprint/17806/1/Ensembles%20of%20DNA%20Letters%20for%20the%20Design%20of%20Unique%20%28abstract%29.pdf
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author Selvan, K.V
Muhammad, M.S
Masra, S.M.W.
author_facet Selvan, K.V
Muhammad, M.S
Masra, S.M.W.
author_sort Selvan, K.V
building UNIMAS Institutional Repository
collection Online Access
description The DNA code words designing is a multi-criteria combinatorial optimization task. The designed words should be as unique as possible, thermodynamically stable, non-self hybridized, non-cross hybridized with others and have good chemical properties. In this paper, the DNA words designing approach implied concurrent minimizations of four objective functions, H-measure, similarity, hairpin and continuity. The designations is subjected to a predefine range of melting temperature and GC-content. A novel multi-population optimizer, M-VEDEPSO, is employed to design sets of DNA strands. The algorithm runs for 10 times and as a result, each population has lower average fitness values compared to the fitness values obtained using the conventional VEDEPSO algorithm. The results obtained from the algorithm are indicated by 12 randomly selected non-dominated particles/individuals. These solutions are obtained via Pareto dominance concepts.
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institution Universiti Malaysia Sarawak
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publishDate 2012
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spelling unimas-178062017-09-27T06:58:46Z http://ir.unimas.my/id/eprint/17806/ Ensembles of DNA letters for the design of unique DNA library using a modified version of multi-criteria VEDEPSO optimizer Selvan, K.V Muhammad, M.S Masra, S.M.W. TK Electrical engineering. Electronics Nuclear engineering The DNA code words designing is a multi-criteria combinatorial optimization task. The designed words should be as unique as possible, thermodynamically stable, non-self hybridized, non-cross hybridized with others and have good chemical properties. In this paper, the DNA words designing approach implied concurrent minimizations of four objective functions, H-measure, similarity, hairpin and continuity. The designations is subjected to a predefine range of melting temperature and GC-content. A novel multi-population optimizer, M-VEDEPSO, is employed to design sets of DNA strands. The algorithm runs for 10 times and as a result, each population has lower average fitness values compared to the fitness values obtained using the conventional VEDEPSO algorithm. The results obtained from the algorithm are indicated by 12 randomly selected non-dominated particles/individuals. These solutions are obtained via Pareto dominance concepts. IEEE 2012 Article PeerReviewed text en http://ir.unimas.my/id/eprint/17806/1/Ensembles%20of%20DNA%20Letters%20for%20the%20Design%20of%20Unique%20%28abstract%29.pdf Selvan, K.V and Muhammad, M.S and Masra, S.M.W. (2012) Ensembles of DNA letters for the design of unique DNA library using a modified version of multi-criteria VEDEPSO optimizer. 2012 IEEE Congress on Evolutionary Computation (CEC). ISSN 1089-778X http://ieeexplore.ieee.org/document/6256500/?reload=true&arnumber=6256500 DOI: 10.1109/CEC.2012.6256500
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Selvan, K.V
Muhammad, M.S
Masra, S.M.W.
Ensembles of DNA letters for the design of unique DNA library using a modified version of multi-criteria VEDEPSO optimizer
title Ensembles of DNA letters for the design of unique DNA library using a modified version of multi-criteria VEDEPSO optimizer
title_full Ensembles of DNA letters for the design of unique DNA library using a modified version of multi-criteria VEDEPSO optimizer
title_fullStr Ensembles of DNA letters for the design of unique DNA library using a modified version of multi-criteria VEDEPSO optimizer
title_full_unstemmed Ensembles of DNA letters for the design of unique DNA library using a modified version of multi-criteria VEDEPSO optimizer
title_short Ensembles of DNA letters for the design of unique DNA library using a modified version of multi-criteria VEDEPSO optimizer
title_sort ensembles of dna letters for the design of unique dna library using a modified version of multi-criteria vedepso optimizer
topic TK Electrical engineering. Electronics Nuclear engineering
url http://ir.unimas.my/id/eprint/17806/
http://ir.unimas.my/id/eprint/17806/
http://ir.unimas.my/id/eprint/17806/
http://ir.unimas.my/id/eprint/17806/1/Ensembles%20of%20DNA%20Letters%20for%20the%20Design%20of%20Unique%20%28abstract%29.pdf