Hybrid Artificial Bee Colony Algorithm and Particle Swarm Search for Global Optimization
Joint Authors
Chun-Feng, Wang
Kui, Liu
Pei-Ping, Shen
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-8, 8 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-10-28
Country of Publication
Egypt
No. of Pages
8
Main Subjects
Abstract EN
Artificial bee colony (ABC) algorithm is one of the most recent swarm intelligence based algorithms, which has been shown to be competitive to other population-based algorithms.
However, there is still an insufficiency in ABC regarding its solution search equation, which is good at exploration but poor at exploitation.
To overcome this problem, we propose a novel artificial bee colony algorithm based on particle swarm search mechanism.
In this algorithm, for improving the convergence speed, the initial population is generated by using good point set theory rather than random selection firstly.
Secondly, in order to enhance the exploitation ability, the employed bee, onlookers, and scouts utilize the mechanism of PSO to search new candidate solutions.
Finally, for further improving the searching ability, the chaotic search operator is adopted in the best solution of the current iteration.
Our algorithm is tested on some well-known benchmark functions and compared with other algorithms.
Results show that our algorithm has good performance.
American Psychological Association (APA)
Chun-Feng, Wang& Kui, Liu& Pei-Ping, Shen. 2014. Hybrid Artificial Bee Colony Algorithm and Particle Swarm Search for Global Optimization. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-1046498
Modern Language Association (MLA)
Chun-Feng, Wang…[et al.]. Hybrid Artificial Bee Colony Algorithm and Particle Swarm Search for Global Optimization. Mathematical Problems in Engineering No. 2014 (2014), pp.1-8.
https://search.emarefa.net/detail/BIM-1046498
American Medical Association (AMA)
Chun-Feng, Wang& Kui, Liu& Pei-Ping, Shen. Hybrid Artificial Bee Colony Algorithm and Particle Swarm Search for Global Optimization. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-8.
https://search.emarefa.net/detail/BIM-1046498
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1046498