Title :
An enhancement in conventional potential field using a fuzzy system for navigation of a sumo robot
Author :
Olival Lima, Carlos Erlan ; Almeida de Araujo, Francisco Marcelino ; Bibiano da Silva, Mario ; Rocha Filho, Antonio Edson ; de Andrade Lira Rabelo, Ricardo ; Allisson Ribeiro da Silva, Thiago ; de Oliveira Alves, Antonio Jose
Author_Institution :
LABIRAS, Lab. of Intell. Robot., Brasilia, Brazil
Abstract :
An enhancement in conventional potential field is presented in this paper for autonomous sumo robot class navigation with dynamic environments including moving target and static obstacle. This method determines the velocity and the path taken by the robot in order to reach your target in the shortest time possible. This improvement on the conventional potential field is used to determine the velocity and position of an autonomous sumo robot class, which is intended to push the opponent out of the arena. This hybrid method is composed of potential field approach with fuzzy logic, and in this study the Mamdani model is used to obtain the necessary variables to determine the velocity and direction of the robot. Two fuzzy systems are used, both with three inputs and one output. The only difference between the two fuzzy systems is the number of linguistics terms. One simulation has been done in the MATLAB to verify the enhancement of the hybrid method in relation to the conventional potential field. The simulation represents the trajectory of the robot until find the target. Accordingly with the simulation done, the hybrid method was 14% more effective.
Keywords :
collision avoidance; fuzzy logic; fuzzy systems; mobile robots; position control; sport; velocity control; MATLAB; Mamdani model; autonomous sumo robot class navigation; conventional potential field; dynamic environment; fuzzy logic; fuzzy system; moving target; robot position; robot velocity; static obstacle; Equations; Fuzzy systems; Mobile robots; Pragmatics; Robot kinematics; Robot sensing systems; Potential field; direction planning; fuzzy system; mobile robot; velocity planning;
Conference_Titel :
Advanced Robotics (ICAR), 2013 16th International Conference on
Conference_Location :
Montevideo
DOI :
10.1109/ICAR.2013.6766506