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An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy
For improving convergence rate and preventing prematurity in quantum evolutionary algorithm, an allele real-coded quantum evolutionary algorithm based on hybrid updating strategy is presented. The real variables are coded with probability superposition of allele. A hybrid updating strategy balancing...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Hindawi Publishing Corporation
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4736973/ https://www.ncbi.nlm.nih.gov/pubmed/27057159 http://dx.doi.org/10.1155/2016/9891382 |
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author | Zhang, Yu-Xian Qian, Xiao-Yi Peng, Hui-Deng Wang, Jian-Hui |
author_facet | Zhang, Yu-Xian Qian, Xiao-Yi Peng, Hui-Deng Wang, Jian-Hui |
author_sort | Zhang, Yu-Xian |
collection | PubMed |
description | For improving convergence rate and preventing prematurity in quantum evolutionary algorithm, an allele real-coded quantum evolutionary algorithm based on hybrid updating strategy is presented. The real variables are coded with probability superposition of allele. A hybrid updating strategy balancing the global search and local search is presented in which the superior allele is defined. On the basis of superior allele and inferior allele, a guided evolutionary process as well as updating allele with variable scale contraction is adopted. And H (ε) gate is introduced to prevent prematurity. Furthermore, the global convergence of proposed algorithm is proved by Markov chain. Finally, the proposed algorithm is compared with genetic algorithm, quantum evolutionary algorithm, and double chains quantum genetic algorithm in solving continuous optimization problem, and the experimental results verify the advantages on convergence rate and search accuracy. |
format | Online Article Text |
id | pubmed-4736973 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Hindawi Publishing Corporation |
record_format | MEDLINE/PubMed |
spelling | pubmed-47369732016-04-07 An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy Zhang, Yu-Xian Qian, Xiao-Yi Peng, Hui-Deng Wang, Jian-Hui Comput Intell Neurosci Research Article For improving convergence rate and preventing prematurity in quantum evolutionary algorithm, an allele real-coded quantum evolutionary algorithm based on hybrid updating strategy is presented. The real variables are coded with probability superposition of allele. A hybrid updating strategy balancing the global search and local search is presented in which the superior allele is defined. On the basis of superior allele and inferior allele, a guided evolutionary process as well as updating allele with variable scale contraction is adopted. And H (ε) gate is introduced to prevent prematurity. Furthermore, the global convergence of proposed algorithm is proved by Markov chain. Finally, the proposed algorithm is compared with genetic algorithm, quantum evolutionary algorithm, and double chains quantum genetic algorithm in solving continuous optimization problem, and the experimental results verify the advantages on convergence rate and search accuracy. Hindawi Publishing Corporation 2016 2016-01-10 /pmc/articles/PMC4736973/ /pubmed/27057159 http://dx.doi.org/10.1155/2016/9891382 Text en Copyright © 2016 Yu-Xian Zhang et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Article Zhang, Yu-Xian Qian, Xiao-Yi Peng, Hui-Deng Wang, Jian-Hui An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy |
title | An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy |
title_full | An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy |
title_fullStr | An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy |
title_full_unstemmed | An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy |
title_short | An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy |
title_sort | allele real-coded quantum evolutionary algorithm based on hybrid updating strategy |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4736973/ https://www.ncbi.nlm.nih.gov/pubmed/27057159 http://dx.doi.org/10.1155/2016/9891382 |
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