PSO with Partial Population Restart Based on Complex Network Analysis

被引：7

作者：

Pluhacek, Michal ^{[1
]}

Viktorin, Adam ^{[1
]}

Senkerik, Roman ^{[1
]}

Kadavy, Tomas ^{[1
]}

Zelinka, Ivan ^{[2
]}

机构：

[1] Tomas Bata Univ Zlin, Fac Appl Informat, Nam TG Masaryka 5555, Zlin 76001, Czech Republic

[2] Tech Univ Ostrava, Fac Elect Engn & Comp Sci, 17 Listopadu 15, Ostrava 70833, Czech Republic

来源：

HYBRID ARTIFICIAL INTELLIGENT SYSTEMS, HAIS 2017 | 2017年 / 10334卷

关键词：

Swarm intelligence; Particle Swarm Optimization; Complex Network; Hybrid method;

D O I：

10.1007/978-3-319-59650-1_16

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This study presents a hybridization of Particle Swarm Optimization with a complex network creation and analysis. A partial population is performed in certain moments of the run of the algorithm based on the information obtained from a complex network structure that represents the communication in the population. We present initial results alongside statistical evaluation and discuss future possibilities of this approach.

引用

页码：183 / 192

页数：10

共 12 条

[1]

[Anonymous], HDB OPTIMIZATION ISR

[2]

[Anonymous], AIP C P

[3]

[Anonymous], 2012, ARXIV12074318

[4]

Davendra D., 2014, ADV INTELLIGENT SYST, P161, DOI DOI 10.1007/978-3-319-07401-6\

[5]

Davendra D, 2014, 2014 IEEE SYMPOSIUM ON DIFFERENTIAL EVOLUTION (SDE), P65

[6] On benchmarking functions for genetic algorithms [J].

Digalakis, JG ;

Margaritis, KG .

INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 2001, 77 (04) :481-506

[7] The particle swarm: Social adaptation of knowledge [J].

Kennedy, J .

PROCEEDINGS OF 1997 IEEE INTERNATIONAL CONFERENCE ON EVOLUTIONARY COMPUTATION (ICEC '97), 1997, :303-308

[8]

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

[9]

Newman M.E. J., 2007, NEW PALGRAVE ENCY EC, V2nd, DOI DOI 10.1057/9780230226203.1064

[10] A novel particle swarm optimization algorithm with adaptive inertia weight [J].

Nickabadi, Ahmad ;

Ebadzadeh, Mohammad Mehdi ;

Safabakhsh, Reza .

APPLIED SOFT COMPUTING, 2011, 11 (04) :3658-3670

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