Title :
Particle swarm optimization with switched topology and deterministic parameters
Author :
Sano, Ryosuke ; Shindo, Takuya ; Jin, Kenya ; Saito, Toshimichi
Author_Institution :
Dept. Electr. & Electron. Eng., Hosei Univ., Tokyo, Japan
Abstract :
This paper studies the particle swarm optimization (PSO) with switched topology and its application to the multi-solution problems (MSPs). The switched topology can give variety in the swarm structure and can be effective to control information transmission speed. We introduce the switched distance as a basic measure to evaluate the switched topology. The proposed PSO does not include stochastic parameters and is suitable for theoretical analysis. Applying the proposed PSO to typical benchmarks of the MSPs, the algorithm efficiency is investigated.
Keywords :
network theory (graphs); numerical analysis; particle swarm optimisation; MSP; PSO; algorithm efficiency; deterministic parameter; information transmission speed; multisolution problem; particle swarm optimization; stochastic parameter; switched distance; switched topology; theoretical analysis; Benchmark testing; Indexes; Network topology; Particle swarm optimization; Standards; Switches; Topology; PSO; average distance; complex network; graph theory; multi-solution problems; switch;
Conference_Titel :
Systems, Man, and Cybernetics (SMC), 2012 IEEE International Conference on
Conference_Location :
Seoul
Print_ISBN :
978-1-4673-1713-9
Electronic_ISBN :
978-1-4673-1712-2
DOI :
10.1109/ICSMC.2012.6377779