DocumentCode :
2521534
Title :
Design of fuzzy logic based mobile robot position controller using genetic algorithm
Author :
Lacevic, Bakir ; Velagic, Jasmin ; Osmic, Nedim
Author_Institution :
Univ. of Sarajevo, Sarajevo
fYear :
2007
fDate :
4-7 Sept. 2007
Firstpage :
1
Lastpage :
6
Abstract :
This paper develops a fuzzy logic position controller which membership functions are tuned by genetic algorithm. The main goals are to ensure both successfully velocity and position trajectories tracking between the mobile robot and the reference cart. The proposed fuzzy controller has two inputs and two outputs. The first input represents the distance between the mobile robot and the reference cart. The second input is the angle formed by the straight line defined with the orientation of the robot, and the straight line that connects the robot with the reference cart. Outputs represent linear and angular velocity inputs, respectively. The performance of the fuzzy controller is investigated through comparison with previously developed a mobile robot position controller based on backstepping control algorithm. Simulation results obtained the good quality of both position tracking and torque capabilities with the proposed fuzzy controller. Also, sufficient improvement of torques reduction is achieved in the case of fuzzy controller.
Keywords :
angular velocity control; control system synthesis; fuzzy control; genetic algorithms; mobile robots; position control; angular velocity; backstepping control algorithm; fuzzy logic position controller; genetic algorithm; membership function; mobile robot; reference cart; torque reduction; velocity trajectory; Algorithm design and analysis; Angular velocity; Backstepping; Fuzzy control; Fuzzy logic; Genetic algorithms; Mobile robots; Robot control; Torque control; Trajectory;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Advanced intelligent mechatronics, 2007 IEEE/ASME international conference on
Conference_Location :
Zurich
Print_ISBN :
978-1-4244-1263-1
Electronic_ISBN :
978-1-4244-1264-8
Type :
conf
DOI :
10.1109/AIM.2007.4412491
Filename :
4412491
Link To Document :
بازگشت