A Dynamic Neighborhood-Based Switching Particle Swarm Optimization Algorithm

• Published in: IEEE transactions on cybernetics Vol. 52; no. 9; pp. 9290 - 9301
• Main Authors: Zeng, Nianyin, Wang, Zidong, Liu, Weibo, Zhang, Hong, Hone, Kate, Liu, Xiaohui
• Format: Journal Article
• Language: English
• Published: United States IEEE 01.09.2022; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Acceleration; Algorithms; Convergence; Differential evolution (DE); dynamic neighborhood; Evolutionary algorithms; Evolutionary computation; Heuristic algorithms; Iterative methods; Neighborhoods; Optimization; Particle swarm optimization; particle swarm optimization (PSO); Performance evaluation; Search problems; Switches; Switching; switching strategy; Topology

In this article, a dynamic-neighborhood-based switching PSO (DNSPSO) algorithm is proposed, where a new velocity updating mechanism is designed to adjust the personal best position and the global best position according to a distance-based dynamic neighborhood to make full use of the population evol...