An Artificial Bee Colony Algorithm with Random Location Updating
Joint Authors
Sun, Lijun
Chen, Tianfei
Zhang, Qiuwen
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-9, 9 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-08-01
Country of Publication
Egypt
No. of Pages
9
Main Subjects
Abstract EN
As a novel swarm intelligence algorithm, artificial bee colony (ABC) algorithm inspired by individual division of labor and information exchange during the process of honey collection has advantage of simple structure, less control parameters, and excellent performance characteristics and can be applied to neural network, parameter optimization, and so on.
In order to further improve the exploration ability of ABC, an artificial bee colony algorithm with random location updating (RABC) is proposed in this paper, and the modified search equation takes a random location in swarm as a search center, which can expand the search range of new solution.
In addition, the chaos is used to initialize the swarm population, and diversity of initial population is improved.
Then, the tournament selection strategy is adopted to maintain the population diversity in the evolutionary process.
Through the simulation experiment on a suite of unconstrained benchmark functions, the results show that the proposed algorithm not only has stronger exploration ability but also has better effect on convergence speed and optimization precision, and it can keep good robustness and validity with the increase of dimension.
American Psychological Association (APA)
Sun, Lijun& Chen, Tianfei& Zhang, Qiuwen. 2018. An Artificial Bee Colony Algorithm with Random Location Updating. Scientific Programming،Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1214665
Modern Language Association (MLA)
Sun, Lijun…[et al.]. An Artificial Bee Colony Algorithm with Random Location Updating. Scientific Programming No. 2018 (2018), pp.1-9.
https://search.emarefa.net/detail/BIM-1214665
American Medical Association (AMA)
Sun, Lijun& Chen, Tianfei& Zhang, Qiuwen. An Artificial Bee Colony Algorithm with Random Location Updating. Scientific Programming. 2018. Vol. 2018, no. 2018, pp.1-9.
https://search.emarefa.net/detail/BIM-1214665
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1214665