Thursday 10 February 2011

Wseas Transactions

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Transactions: INTERNATIONAL JOURNAL of MATHEMATICAL MODELS AND METHODS IN APPLIED SCIENCES
Transactions ID Number: 20-418
Full Name: Milan Tuba
Position: Professor
Age: ON
Sex: Male
Address: M. Milankovica 178, 11070 N. Belgrade, SERBIA
Country: YUGOSLAVIA
Tel: +381 64 8650052
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E-mail address: tubamilan@ptt.rs
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Title of the Paper: Modified artificial bee colony algorithm for constrained problems optimization
Authors as they appear in the Paper: Nadezda Stanarevic, Milan Tuba, Nebojsa Bacanin
Email addresses of all the authors: srna@stanarevic.com,tubamilan@ptt.rs,nbacanin@megatrend.edu.rs
Number of paper pages: 8
Abstract: Original Karaboga's artificial bee colony (ABC) algorithm was applicable to unconstrained problems only and modifications for constrained problems were introduced later. In this article we propose an improved artificial bee colony algorithm for constrained problems. Since the ABC algorithm for constrained problems does not consider the initial population to be feasible we introduced a modification, besides penalty function and Deb's rule, in a form of "smart bee" (SB) which uses its historical memories for the location and quality of food sources. This modified SB-ABC algorithm was tested on standard benchmark functions for constrained optimization problems and proved to be better.
Keywords: Artificial bee colony, Constrained optimization, Nature inspired metaheuristic algorithms, Swarm intelligence
EXTENSION of the file: .pdf
Special (Invited) Session: Enhanced Artificial Bee Colony Algorithm Performance
Organizer of the Session: 646-477
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