A Particle Swarm Optimization with Differential Evolution

被引：0

作者：

Chen, Ying ^{[1
]}

Feng, Yong ^{[1
,2
]}

Tan, Zhi Ying ^{[2
]}

Shi, Xiao Yu ^{[1
]}

机构：

[1] Univ Elect Sci & Technol China, Sch Comp Sci & Engn, Chengdu 611731, Peoples R China

[2] Chinese Acad Sci, Chengdu Inst Comp Appl, Chengdu 610041, Peoples R China

来源：

COMPUTER SCIENCE FOR ENVIRONMENTAL ENGINEERING AND ECOINFORMATICS, PT 1 | 2011年 / 158卷

关键词：

particle swarm optimization; differential evolution; optimization; benchmark function;

D O I：

暂无

中图分类号：

TP301 [理论、方法];

学科分类号：

081202 ;

摘要：

Particle swarm optimization(PSO) is a simple population-based algorithm which has many advantages such as simple operation and converge quickly. However, PSO is easily trapped into local optimum. Differential evolution(DE) is a simple evolutionary algorithm the same as PSO. This paper proposes an improved PSO algorithm based on DE operator(termed IPSODE). Finally, several benchmark functions are used to evaluate the performance of the proposed IPSODE algorithm. The simulation results show the stability and the effectiveness of IPSODE algorithm on the optimum search, also demonstrate that the performance of the IPSODE is better than the standard algorithm in solving the benchmark functions.

引用

页码：384 / +

页数：2

共 8 条

[1] The particle swarm - Explosion, stability, and convergence in a multidimensional complex space [J].

Clerc, M ;

Kennedy, J .

IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (01) :58-73

[2]

Eberhart R., 1995, MHS 95, P39, DOI [DOI 10.1109/MHS.1995.494215, 10.1109/MHS.1995.494215]

[3]

Eberhart RC, 2001, IEEE C EVOL COMPUTAT, P94, DOI 10.1109/CEC.2001.934376

[4]

Hao Z.F., 2007, P 6 INT C MACH LEARN, P19

[5]

Kennedy J, 1995, 1995 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS PROCEEDINGS, VOLS 1-6, P1942, DOI 10.1109/icnn.1995.488968

[6]

Shi Y., 1999, Proceedings of the 1999 Congress on Evolutionary Computation-CEC99 (Cat. No. 99TH8406), P1945, DOI 10.1109/CEC.1999.785511

[7] A modified particle swarm optimizer [J].

Shi, YH ;

Eberhart, R .

1998 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION - PROCEEDINGS, 1998, :69-73

[8]

Storn R., 1995, DIFFERENTIAL EVOLUTI

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