TY - GEN
T1 - Differential evolution for adaptive system of particle swarm optimization with genetic algorithm
AU - Hieu, Pham Ngoc
AU - Hasegawa, Hiroshi
PY - 2012
Y1 - 2012
N2 - A new strategy using Differential Evolution (DE) for Adaptive Plan System of Particle Swarm Optimization (PSO) with Genetic Algorithm (GA) called DE-PSO-APGA is proposed to solve a huge scale optimization problem, and to improve the convergence towards the optimal solution. This is an approach that combines the global search ability of GA and Adaptive plan (AP) for local search ability. The proposed strategy incorporates concepts from DE and PSO, updating particles not only by DE operators but also by mechanism of PSO for Adaptive System (AS). The DE-PSO-APGA is applied to several benchmark functions with multi-dimensions to evaluate its performance. We confirmed satisfactory performance through various benchmark tests.
AB - A new strategy using Differential Evolution (DE) for Adaptive Plan System of Particle Swarm Optimization (PSO) with Genetic Algorithm (GA) called DE-PSO-APGA is proposed to solve a huge scale optimization problem, and to improve the convergence towards the optimal solution. This is an approach that combines the global search ability of GA and Adaptive plan (AP) for local search ability. The proposed strategy incorporates concepts from DE and PSO, updating particles not only by DE operators but also by mechanism of PSO for Adaptive System (AS). The DE-PSO-APGA is applied to several benchmark functions with multi-dimensions to evaluate its performance. We confirmed satisfactory performance through various benchmark tests.
KW - Adaptive System
KW - Differential Evolution (DE)
KW - Genetic Algorithm (GA)
KW - Multi-peak Problems
KW - Particle Swarm Optimization (PSO)
UR - http://www.scopus.com/inward/record.url?scp=84886912439&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84886912439&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84886912439
SN - 9789898565334
T3 - IJCCI 2012 - Proceedings of the 4th International Joint Conference on Computational Intelligence
SP - 259
EP - 264
BT - IJCCI 2012 - Proceedings of the 4th International Joint Conference on Computational Intelligence
T2 - 4th International Joint Conference on Computational Intelligence, IJCCI 2012
Y2 - 5 October 2012 through 7 October 2012
ER -