Chaotic quantum behaved particle swarm optimization algorithm for solving nonlinear system of equations

被引:62
作者
Turgut, Oguz Emrah [1 ]
Turgut, Mert Sinan [2 ]
Coban, Mustafa Turhan [1 ]
机构
[1] Ege Univ, Fac Engn, Dept Mech Engn, TR-35100 Izmir, Turkey
[2] Dokuz Eylul Univ, Dept Mech Engn, TR-35297 Izmir, Turkey
关键词
Chaotic maps; Metaheuristics; Nonlinear system of equations; Optimization methods; Quantum behaved particle swarm optimization; Root solvers; IMPERIALIST COMPETITIVE ALGORITHM; PARAMETER-IDENTIFICATION; GENETIC ALGORITHMS; STABILITY;
D O I
10.1016/j.camwa.2014.06.013
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This study proposes a novel chaotic quantum behaved particle swarm optimization algorithm for solving nonlinear system of equations. Different chaotic maps are introduced to enhance the effectiveness and robustness of the algorithm. Several benchmark studies are carried out. Logistic map gives the best results and is utilized in solving nonlinear equation sets. Nine well known problems are solved with our algorithm and results are compared with Quantum Behaved Particle Swarm Optimization, Intelligent Tuned Harmony Search, Gravitational Search Algorithm and literature studies. Comparison results reveal that the proposed algorithm can cope with the highly non-linear problems and outperforms many algorithms which exist in the literature. (C) 2014 Elsevier Ltd. All rights reserved.
引用
收藏
页码:508 / 530
页数:23
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