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Simulated Annealing-Based Krill Herd Algorithm for Global Optimization
Joint Authors
Wang, Gai-Ge
Duan, Hong
Alavi, Amir Hossein
Gandomi, Amir Hossein
Guo, Lihong
Source
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-06-23
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Abstract EN
Recently, Gandomi and Alavi proposed a novel swarm intelligent method, called krill herd (KH), for global optimization.
To enhance the performance of the KH method, in this paper, a new improved meta-heuristic simulated annealing-based krill herd (SKH) method is proposed for optimization tasks.
A new krill selecting (KS) operator is used to refine krill behavior when updating krill’s position so as to enhance its reliability and robustness dealing with optimization problems.
The introduced KS operator involves greedy strategy and accepting few not-so-good solutions with a low probability originally used in simulated annealing (SA).
In addition, a kind of elitism scheme is used to save the best individuals in the population in the process of the krill updating.
The merits of these improvements are verified by fourteen standard benchmarking functions and experimental results show that, in most cases, the performance of this improved meta-heuristic SKH method is superior to, or at least highly competitive with, the standard KH and other optimization methods.
American Psychological Association (APA)
Wang, Gai-Ge& Guo, Lihong& Gandomi, Amir Hossein& Alavi, Amir Hossein& Duan, Hong. 2013. Simulated Annealing-Based Krill Herd Algorithm for Global Optimization. Abstract and Applied Analysis،Vol. 2013, no. 2013, pp.1-11.
https://search.emarefa.net/detail/BIM-455052
Modern Language Association (MLA)
Wang, Gai-Ge…[et al.]. Simulated Annealing-Based Krill Herd Algorithm for Global Optimization. Abstract and Applied Analysis No. 2013 (2013), pp.1-11.
https://search.emarefa.net/detail/BIM-455052
American Medical Association (AMA)
Wang, Gai-Ge& Guo, Lihong& Gandomi, Amir Hossein& Alavi, Amir Hossein& Duan, Hong. Simulated Annealing-Based Krill Herd Algorithm for Global Optimization. Abstract and Applied Analysis. 2013. Vol. 2013, no. 2013, pp.1-11.
https://search.emarefa.net/detail/BIM-455052
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-455052