An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy
Joint Authors
Zhang, Yuxian
Qian, Xiaoyi
Wang, Jianhui
Peng, Hui-Deng
Source
Computational Intelligence and Neuroscience
Issue
Vol. 2016, Issue 2016 (31 Dec. 2015), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2016-01-10
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
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 Hε 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.
American Psychological Association (APA)
Zhang, Yuxian& Qian, Xiaoyi& Peng, Hui-Deng& Wang, Jianhui. 2016. An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy. Computational Intelligence and Neuroscience،Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1099833
Modern Language Association (MLA)
Zhang, Yuxian…[et al.]. An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy. Computational Intelligence and Neuroscience Vol. 2016, no. 2016 (2015), pp.1-9.
https://search.emarefa.net/detail/BIM-1099833
American Medical Association (AMA)
Zhang, Yuxian& Qian, Xiaoyi& Peng, Hui-Deng& Wang, Jianhui. An Allele Real-Coded Quantum Evolutionary Algorithm Based on Hybrid Updating Strategy. Computational Intelligence and Neuroscience. 2016. Vol. 2016, no. 2016, pp.1-9.
https://search.emarefa.net/detail/BIM-1099833
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1099833