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Binary artificial bee colony algorithm based on estimation of distribution.

Authors :
LIU Ting
ZHANG Li-yi
ZHANG Jin-bin
Source :
Application Research of Computers / Jisuanji Yingyong Yanjiu. May2015, Vol. 32 Issue 5, p1390-1394. 5p.
Publication Year :
2015

Abstract

To make full use of the population's global statistics information, this paper introduced estimation of distribution algorithm into binary artificial bee colony algorithm, and proposed a binary artificial bee colony algorithm based on estimation of distribution algorithm. It guided the candidate solution by the global statistics information from the estimation of distribution algorithm, which could enhance the global exploration ability. It designed the multidimensional update strategy in the discrete domain, which quickens convergence speed and reduces the computational complexity. The simulation results show that, compared with the traditional binary artificial bee colony algorithm, the performances of the improved algorithm are better in the optimization accuracy, convergence speed and robustness. [ABSTRACT FROM AUTHOR]

Details

Language :
Chinese
ISSN :
10013695
Volume :
32
Issue :
5
Database :
Academic Search Index
Journal :
Application Research of Computers / Jisuanji Yingyong Yanjiu
Publication Type :
Academic Journal
Accession number :
102616690
Full Text :
https://doi.org/10.3969/j.issn.1001-3695.2015.05.028