An Improved Particle Swarm Optimization Algorithm

被引:0
|
作者
Jin, Yi [1 ]
Wang, Jiwu [1 ]
Wu, Lenan [1 ]
机构
[1] Southeast Univ, Sch Informat Sci & Engn, Nanjing, Jiangsu, Peoples R China
关键词
Variable inertia weight particle swarm optimization algorithm; Simulated annealing; Chaotic disturbance; Cauchy mutation; Benchmark function;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Because the variable inertia weight particle swarm optimization algorithm is easy to fall into the local optimum, this paper introduces the improved simulated annealing operator, chaotic disturbance operator and Cauchy mutation operator to the former and proposes an improved particle swarm optimization algorithm; Then, two typical Benchmark functions are used to test the performance of basic the proposed algorithm; Finally, the relations of population size and particle dimension to performance of the proposed algorithm is analyzed. Simulation results show that while maintains the superiorities of simple structure, few parameters and the ease of implement, the proposed algorithm improves the convergence precision largely.
引用
收藏
页码:1864 / 1867
页数:4
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