Title :
Solving performances of PSO networks with temporal couplings
Author :
Sasaki, T. ; Nakano, Hisamatsu ; Miyauchi, Arata ; Taguchi, Akira
Author_Institution :
Tokyo City Univ., Tokyo, Japan
Abstract :
In this paper, a temporal coupling network topology is introduced in a particle swarm optimizer network. In the proposed method, each sub-swarm group of particles stochastically determines whether to communicate to the other sub-swarm groups. By controlling the communication rate, the diversity of the obtained solutions is generated, and the number of interprocess communications is reduced. Resulting of them, the search performances can be improved and the parallel-distributed computing with high parallelism can be realized. The proposed method is evaluated by computer simulations and the effectiveness of the proposed method is discussed.
Keywords :
network theory (graphs); parallel processing; particle swarm optimisation; search problems; stochastic processes; topology; PSO network performances; communication rate; computer simulations; interprocess communications; parallel-distributed computing; parallelism; particle swarm optimizer network; search performance improvement; stochastic process; subswarm particle group; temporal coupling network topology; Couplings; Network topology; Optimization; Parallel processing; Particle swarm optimization; Simulation; Vectors;
Conference_Titel :
Systems, Man and Cybernetics (SMC), 2014 IEEE International Conference on
Conference_Location :
San Diego, CA
DOI :
10.1109/SMC.2014.6973972