Abstract: Particle Swarm Optimization（PSO） is an increasingly used optimization technique which is derived from swarm intelligence. Generally, all particles are assumed in a linear space that is uniformly distributed. The term manifold comes from geometry. Roughly

Key words: Manifold, Manifold learning, Particle swarm optimization