TY - GEN

T1 - Hybrid approach for improved particle swarm optimization using Adaptive plan system with genetic algorithm

AU - Hieu, Pham Ngoc

AU - Hasegawa, Hiroshi

PY - 2011/12/1

Y1 - 2011/12/1

N2 - To reduce a large amount of calculation cost and to improve the convergence to the optimal solution for multi-peak optimization problems with multi-dimensions, we purpose a new method of Adaptive plan system with Genetic Algorithm (APGA). This is an approach for Improved Particle Swarm Optimization (PSO) using APGA. The hybrid strategy using APGA is introduced into PSO operator (H-PSOGA) to improve the convergence towards the optimal solution. The H-PSOGA is applied to some benchmark functions with 20 dimensions to evaluate its performance.

AB - To reduce a large amount of calculation cost and to improve the convergence to the optimal solution for multi-peak optimization problems with multi-dimensions, we purpose a new method of Adaptive plan system with Genetic Algorithm (APGA). This is an approach for Improved Particle Swarm Optimization (PSO) using APGA. The hybrid strategy using APGA is introduced into PSO operator (H-PSOGA) to improve the convergence towards the optimal solution. The H-PSOGA is applied to some benchmark functions with 20 dimensions to evaluate its performance.

KW - Adaptive system

KW - Genetic algorithms (GAs)

KW - Multi-peak problems

KW - Particle Swarm Optimization (PSO)

UR - http://www.scopus.com/inward/record.url?scp=84862173695&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84862173695&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:84862173695

SN - 9789898425836

T3 - ECTA 2011 FCTA 2011 - Proceedings of the International Conference on Evolutionary Computation Theory and Applications and International Conference on Fuzzy Computation Theory and Applications

SP - 267

EP - 272

BT - ECTA 2011 FCTA 2011 - Proceedings of the International Conference on Evolutionary Computation Theory and Applications and International Conference on Fuzzy Computation Theory and Applications

T2 - International Conference on Evolutionary Computation Theory and Applications, ECTA 2011 and International Conference on Fuzzy Computation Theory and Applications, FCTA 2011

Y2 - 24 October 2011 through 26 October 2011

ER -