Title :
Particle Swarm Optimization Using Gaussian Inertia Weight
Author :
Pant, Millie ; Radha, T. ; Singh, V.P.
Author_Institution :
IIT Roorkee, Saharanpur
Abstract :
In this paper we have proposed three variations of the Basic Particle Swarm Optimization (BPSO), called GWPSO+ED, GWPSO+GD and GWPSO+UD. The novelty of the approach is the combination a newly developed inertia weight with different probability distributions. The numerical results of the modified versions are compared with the BPSO. Simulations show that the proposed versions are comparable with BPSO and in most of the cases give superior performance.
Keywords :
Gaussian distribution; particle swarm optimisation; Gaussian inertia weight; particle swarm optimization; probability distribution; Computational intelligence; Equations; Exponential distribution; Heuristic algorithms; Paper technology; Particle swarm optimization; Performance loss; Probability distribution; Random number generation; Weight control;
Conference_Titel :
Conference on Computational Intelligence and Multimedia Applications, 2007. International Conference on
Conference_Location :
Sivakasi, Tamil Nadu
Print_ISBN :
0-7695-3050-8
DOI :
10.1109/ICCIMA.2007.96