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A Hybrid Backtracking Search Optimization Algorithm with Differential Evolution
Joint Authors
Yin, Yilong
Wang, Lijin
Zhong, Yiwen
Zhao, Wenting
Wang, Binqing
Xu, Yulong
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-04-08
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Abstract EN
The backtracking search optimization algorithm (BSA) is a new nature-inspired method which possesses a memory to take advantage of experiences gained from previous generation to guide the population to the global optimum.
BSA is capable of solving multimodal problems, but it slowly converges and poorly exploits solution.
The differential evolution (DE) algorithm is a robust evolutionary algorithm and has a fast convergence speed in the case of exploitive mutation strategies that utilize the information of the best solution found so far.
In this paper, we propose a hybrid backtracking search optimization algorithm with differential evolution, called HBD.
In HBD, DE with exploitive strategy is used to accelerate the convergence by optimizing one worse individual according to its probability at each iteration process.
A suit of 28 benchmark functions are employed to verify the performance of HBD, and the results show the improvement in effectiveness and efficiency of hybridization of BSA and DE.
American Psychological Association (APA)
Wang, Lijin& Zhong, Yiwen& Yin, Yilong& Zhao, Wenting& Wang, Binqing& Xu, Yulong. 2015. A Hybrid Backtracking Search Optimization Algorithm with Differential Evolution. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-16.
https://search.emarefa.net/detail/BIM-1074680
Modern Language Association (MLA)
Wang, Lijin…[et al.]. A Hybrid Backtracking Search Optimization Algorithm with Differential Evolution. Mathematical Problems in Engineering No. 2015 (2015), pp.1-16.
https://search.emarefa.net/detail/BIM-1074680
American Medical Association (AMA)
Wang, Lijin& Zhong, Yiwen& Yin, Yilong& Zhao, Wenting& Wang, Binqing& Xu, Yulong. A Hybrid Backtracking Search Optimization Algorithm with Differential Evolution. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-16.
https://search.emarefa.net/detail/BIM-1074680
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1074680