Title :
Research on path planning for robots based on PSO optimization for fuzzy controller
Author :
Yu Jianjun ; Yongfang Sun ; Xiaogang Ruan ; Yingkun Zhang
Author_Institution :
Dept. of Electron. Inf. & Control Eng., Beijing Univ. of Technol., Beijing, China
Abstract :
Based on Robot´s intelligent behavior of exploring the unknown environment, a fuzzy controller is built to complete the local path planning. Because of walking around swing and going into local minima problems, a method based on particle swarm optimization for fuzzy controller is proposed. The method utilizes the PSO algorithm to optimize the threshold of the fuzzy membership functions thus the parameters can be adjusted in different environments. Simulation results demonstrate that the robot has the ability of path planning, the local minimum problem is effectively been solved and the path is smoother.
Keywords :
fuzzy control; mobile robots; particle swarm optimisation; path planning; PSO optimization; fuzzy controller; fuzzy membership functions; local minima problems; local minimum problem; particle swarm optimization; path planning; robot intelligent behavior; robots; swing; walking; Automation; Control engineering; Intelligent control; Optimization; Path planning; Robots; Sun; PSO; fuzzy control; path planning;
Conference_Titel :
Intelligent Control and Automation (WCICA), 2014 11th World Congress on
DOI :
10.1109/WCICA.2014.7053617