Adaptive Non-uniform Distribution of Quantum Particles in mQSO

被引:0
|
作者
Trojanowski, Krzysztof [1 ]
机构
[1] Polish Acad Sci, Inst Comp Sci, PL-01237 Warsaw, Poland
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中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
This paper studies properties of quantum particles rules of movement in particle swarm optimization (PSO) for non-stationary optimization tasks. A multi-swarm approach based on two types of particles: neutral and quantum ones is a framework of the experimental research. A new method of generation of new location candidates for quantum particles is proposed. Then a set of experiments is performed where this method is verified. The test-cases represent different situations which can occur in the search process concerning different numbers of moving peaks respectively to the number of sub-swarms. To obtain the requested circumstances in the testing environment the number of sub-swarms is fixed. The results show high efficiency and robustness of the proposed method in all of the tested variants.
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页码:91 / 100
页数:10
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