Title :
Grouped-and-delayed broadcasting mechanism for optimum information in particle swarm optimization
Author :
Wang, Lei ; Kang, Qi ; Wu, Qidi
Author_Institution :
Dept. of Control, Tongji Univ., Shanghai, China
Abstract :
In this paper, the grouped-and-delayed mechanism for optimum information broadcasting is introduced into optimization process of particle swarm optimization algorithm to make sufficient search in optimization space and to meet the requirement of general convergence. The algorithm is improved based on the modified particle algorithm, and used to optimize the multidimensional and multimodal function. Simulation results show that, for same iterations and computation times, the average optimization results derived is better than the fuzzy adaptive particle swarm optimization algorithm.
Keywords :
broadcasting; evolutionary computation; optimisation; search problems; grouped-and-delayed broadcasting mechanism; multidimensional function; multimodal function; optimum information broadcasting; particle swarm optimization; Birds; Broadcasting; Computational modeling; Convergence; Evolutionary computation; Humans; IEEE members; Particle swarm optimization; Topology; Voltage control;
Conference_Titel :
Cybernetics and Intelligent Systems, 2004 IEEE Conference on
Print_ISBN :
0-7803-8643-4
DOI :
10.1109/ICCIS.2004.1460444