Title :
A control architecture for mobile robots using fusion of the output of distinct controllers
Author :
Freire, Eduardo Oliveira ; Bastos-Filho, Teodiano Freire ; Sarcinelli-Filho, Mário ; Carelli, Ricardo
Author_Institution :
Dept. de Engenharia Eletrica, Univ. Fed. do Espirito Santo, Vitoria, Brazil
Abstract :
This work proposes a new architecture for controlling the navigation of a mobile robot, which consists of fusing the output of distinct controllers through a decentralized information filter (DIF). The output of each controller is inputted to a local filter with a covariance associated to it. The lower this covariance is, the bigger the influence of the output of the corresponding controller on the fused output is. A fuzzy logic approach is proposed to qualitatively determine such covariances. It is also carried out an analysis of the stability of the proposed control architecture. A conjecture based on energy considerations is introduced, which assures that the overall control signal emerging from the fusion engine behaves well. In order to ensure the accomplishment of such conjecture, a supervisor is included in the proposed architecture. One out of several experiments using the proposed control architecture is also presented, in order to illustrate the system performance.
Keywords :
covariance analysis; filters; fuzzy control; mobile robots; multivariable systems; navigation; sensor fusion; stability; DIF; control architecture; control signal; controller output fusion; covariance associated; covariances; decentralized information filter; fuzzy logic approach; local filter; mobile robot navigation; stability analysis; Control systems; Electronic mail; Engines; Fuzzy logic; Information filtering; Information filters; Mobile robots; Navigation; Sensor fusion; Stability analysis;
Conference_Titel :
Intelligent Control, 2002. Proceedings of the 2002 IEEE International Symposium on
Print_ISBN :
0-7803-7620-X
DOI :
10.1109/ISIC.2002.1157753