DocumentCode :
2225275
Title :
An artificial bee colony algorithm with a memory scheme for dynamic optimization problems
Author :
Nakano, Hidehiro ; Kojima, Masataka ; Miyauchi, Arata
Author_Institution :
Department of Computer Science, Tokyo City University, 1-28-1, Tamazutsumi, Setagaya-ku, Tokyo, 158-8557 Japan
fYear :
2015
fDate :
25-28 May 2015
Firstpage :
2657
Lastpage :
2663
Abstract :
In Dynamic Optimization Problems (DOPs), the characteristics of the problems change dynamically due to various kinds of factors. In these problems, basic optimization algorithms decrease the searching performances, because the effective solutions obtained in the past search process change into ineffective ones. For high-order dimensional DOPs, we have proposed an Improved ABC (IABC) algorithm. In this paper, the IABC algorithm is farther modified in order to develop the searching performances for DOPs. In the proposed algorithm, basically, two schemes are added to the conventional IABC: a simple memory scheme and a simple detection scheme for dynamic changes. By performing the numerical experiments, the effectiveness of the proposed algorithm is confirmed.
Keywords :
Algorithm design and analysis; Benchmark testing; Heuristic algorithms; Indexes; Optimization; Radiation detectors; Wireless sensor networks;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation (CEC), 2015 IEEE Congress on
Conference_Location :
Sendai, Japan
Type :
conf
DOI :
10.1109/CEC.2015.7257217
Filename :
7257217
Link To Document :
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