A Niche-Related Particle Swarm Meta-Heuristic Algorithm for Multimodal Optimization
出版日期:2014-05-01 00:00:00
著者:Shih, Chien-jong
單位:淡江大學機械與機電工程學系暨研究所
出版者:Cham: Springer International Publishing
著錄名稱、卷期、頁數:Lecture Notes in Electrical Engineering 293(39), p.313-321
摘要:A niche-related particle swarm meta-heuristic algorithm for dealing with multimodal optimization problem is proposed in this paper. The inspiration and numerical algorithm are presented and the Rastrigin function with numerous local optima is adopted as the illustrative example. Proposed multimodal particle swarm optimization (MPSO) is sensitive to predetermined multimodal numbers, particle numbers, niche radius, and convergent iterations. The results show that the proposed MPSO is accurate and stable. The presented MPSO is ready for applied engineering optimization and further application.
關鍵字:Particle swarm optimization algorithm;Multimodal function;Niche;Bio-logical based optimization
語言:en_US
ISBN:9783319045733