Abstract: Aiming at the precocious convergence problem of particle swarm optimization algorithm, a dynamic multi- population particle swarm optimization （DMPSO） algorithm is presented. In DMPSO algorithm, the notion of species is used to determine its neighborhood

Key words: Particle swarm optimization, Dynamic multi-population, Species, Support vector machine, Load forecasting