New Enhanced Artificial Bee Colony (JA-ABC5) Algorithm with Application for Reactive Power Optimization
Joint Authors
Sulaiman, Noorazliza
Mohamad-Saleh, Junita
Abro, Abdul Ghani
Source
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-11, 11 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-03-23
Country of Publication
Egypt
No. of Pages
11
Main Subjects
Medicine
Information Technology and Computer Science
Abstract EN
The standard artificial bee colony (ABC) algorithm involves exploration and exploitation processes which need to be balanced for enhanced performance.
This paper proposes a new modified ABC algorithm named JA-ABC5 to enhance convergence speed and improve the ability to reach the global optimum by balancing exploration and exploitation processes.
New stages have been proposed at the earlier stages of the algorithm to increase the exploitation process.
Besides that, modified mutation equations have also been introduced in the employed and onlooker-bees phases to balance the two processes.
The performance of JA-ABC5 has been analyzed on 27 commonly used benchmark functions and tested to optimize the reactive power optimization problem.
The performance results have clearly shown that the newly proposed algorithm has outperformed other compared algorithms in terms of convergence speed and global optimum achievement.
American Psychological Association (APA)
Sulaiman, Noorazliza& Mohamad-Saleh, Junita& Abro, Abdul Ghani. 2015. New Enhanced Artificial Bee Colony (JA-ABC5) Algorithm with Application for Reactive Power Optimization. The Scientific World Journal،Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1078732
Modern Language Association (MLA)
Sulaiman, Noorazliza…[et al.]. New Enhanced Artificial Bee Colony (JA-ABC5) Algorithm with Application for Reactive Power Optimization. The Scientific World Journal No. 2015 (2015), pp.1-11.
https://search.emarefa.net/detail/BIM-1078732
American Medical Association (AMA)
Sulaiman, Noorazliza& Mohamad-Saleh, Junita& Abro, Abdul Ghani. New Enhanced Artificial Bee Colony (JA-ABC5) Algorithm with Application for Reactive Power Optimization. The Scientific World Journal. 2015. Vol. 2015, no. 2015, pp.1-11.
https://search.emarefa.net/detail/BIM-1078732
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1078732