An improved binary particle swarm optimization algorithm for DNA encoding enhancement

The accuracy of DNA computing highly depends on the DNA strands used in solving complex computations. As such, many approaches are proposed to design DNA oligonucleotides that are stable and unique. In this paper, an improved binary particle swarm optimization (IBPSO) algorithm is proposed and imple...

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Main Authors: Muhammad, M. S., Selvan, K. V., Masra, S. M. W., Ibrahim, Zuwairie, Zainal Abidin, Amar Faiz
Format: Book Section
Published: IEEE Explorer 2011
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Online Access:http://eprints.utm.my/id/eprint/28684/
http://dx.doi.org/10.1109/SIS.2011.5952579
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Institution: Universiti Teknologi Malaysia
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spelling my.utm.286842017-02-04T08:36:45Z http://eprints.utm.my/id/eprint/28684/ An improved binary particle swarm optimization algorithm for DNA encoding enhancement Muhammad, M. S. Selvan, K. V. Masra, S. M. W. Ibrahim, Zuwairie Zainal Abidin, Amar Faiz TK Electrical engineering. Electronics Nuclear engineering The accuracy of DNA computing highly depends on the DNA strands used in solving complex computations. As such, many approaches are proposed to design DNA oligonucleotides that are stable and unique. In this paper, an improved binary particle swarm optimization (IBPSO) algorithm is proposed and implemented. Four objective functions which are H-measure, similarity, hairpin and continuity are employed to define the uniqueness of designed sequences. The DNA words are constrained within a predefined range of GC-content and melting temperature. The performances and the ability of the algorithm to enhance the characteristics of generated DNA code words are analyzed. The results obtained show that this algorithm executes better sequences and did perform better compared to other optimization techniques. Moreover, it converges faster than the previously suggested binary particle swarm optimization algorithm. IEEE Explorer 2011 Book Section PeerReviewed Muhammad, M. S. and Selvan, K. V. and Masra, S. M. W. and Ibrahim, Zuwairie and Zainal Abidin, Amar Faiz (2011) An improved binary particle swarm optimization algorithm for DNA encoding enhancement. In: IEEE SSCI 2011 - Symposium Series on Computational Intelligence - SIS 2011: 2011 IEEE Symposium on Swarm Intelligence. IEEE Explorer, pp. 60-67. ISBN 978-161284052-9 http://dx.doi.org/10.1109/SIS.2011.5952579 10.1109/SIS.2011.5952579
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
topic TK Electrical engineering. Electronics Nuclear engineering
spellingShingle TK Electrical engineering. Electronics Nuclear engineering
Muhammad, M. S.
Selvan, K. V.
Masra, S. M. W.
Ibrahim, Zuwairie
Zainal Abidin, Amar Faiz
An improved binary particle swarm optimization algorithm for DNA encoding enhancement
description The accuracy of DNA computing highly depends on the DNA strands used in solving complex computations. As such, many approaches are proposed to design DNA oligonucleotides that are stable and unique. In this paper, an improved binary particle swarm optimization (IBPSO) algorithm is proposed and implemented. Four objective functions which are H-measure, similarity, hairpin and continuity are employed to define the uniqueness of designed sequences. The DNA words are constrained within a predefined range of GC-content and melting temperature. The performances and the ability of the algorithm to enhance the characteristics of generated DNA code words are analyzed. The results obtained show that this algorithm executes better sequences and did perform better compared to other optimization techniques. Moreover, it converges faster than the previously suggested binary particle swarm optimization algorithm.
format Book Section
author Muhammad, M. S.
Selvan, K. V.
Masra, S. M. W.
Ibrahim, Zuwairie
Zainal Abidin, Amar Faiz
author_facet Muhammad, M. S.
Selvan, K. V.
Masra, S. M. W.
Ibrahim, Zuwairie
Zainal Abidin, Amar Faiz
author_sort Muhammad, M. S.
title An improved binary particle swarm optimization algorithm for DNA encoding enhancement
title_short An improved binary particle swarm optimization algorithm for DNA encoding enhancement
title_full An improved binary particle swarm optimization algorithm for DNA encoding enhancement
title_fullStr An improved binary particle swarm optimization algorithm for DNA encoding enhancement
title_full_unstemmed An improved binary particle swarm optimization algorithm for DNA encoding enhancement
title_sort improved binary particle swarm optimization algorithm for dna encoding enhancement
publisher IEEE Explorer
publishDate 2011
url http://eprints.utm.my/id/eprint/28684/
http://dx.doi.org/10.1109/SIS.2011.5952579
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