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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...

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Autores principales: Zhang, Yu-Xian, Qian, Xiao-Yi, Peng, Hui-Deng, Wang, Jian-Hui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
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.
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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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