Title :
A PSO-optimized type-2 fuzzy logic controller for navigation of multiple mobile robots
Author :
Allawi, Ziyad T. ; Abdalla, Turki Y.
Author_Institution :
Coll. of Educ. for Humanitarian Studies, Univ. of Baghdad, Baghdad, Iraq
Abstract :
In this paper, an Interval Type-2 Fuzzy Logic controller was used to control the robot cooperation and target reaching tasks during navigation for multiple mobile robots. This controller had been optimized by the Particle Swarm Optimization algorithm and the Hybrid Reciprocal Velocity Obstacles algorithm was also used to handle collision avoidance. This controller was tested on Webots™ robot simulation software and experimentally applied on two real E-puck mobile robots. The simulation and experimental results had shown that the optimized controller outperformed the same controller without optimization.
Keywords :
collision avoidance; control engineering computing; fuzzy control; mobile robots; particle swarm optimisation; E-puck mobile robots; PSO-optimized type-2 fuzzy logic controller; Webots robot simulation software; collision avoidance; hybrid reciprocal velocity obstacles algorithm; interval type-2 fuzzy logic controller; particle swarm optimization; robot cooperation; robot navigation; target reaching task; Collision avoidance; Fuzzy logic; Mobile robots; Optimization; Robot sensing systems; Hybrid Reciprocal Velocity Obstacles; Interval Type-2 Fuzzy Logic; Multiple Mobile Robots; Navigation; Particle Swarm Optimization;
Conference_Titel :
Methods and Models in Automation and Robotics (MMAR), 2014 19th International Conference On
Conference_Location :
Miedzyzdroje
Print_ISBN :
978-1-4799-5082-9
DOI :
10.1109/MMAR.2014.6957321