Title :
Tracking control of a mobile robot using a genetically tuned mixed H2/H∞ adaptive technique
Author :
Majd, A.A. ; Yazdanpanah, M.J. ; Khosrowshahi, G.K.
Author_Institution :
Dept. of Electr. & Comput. Eng., Tehran Univ., Iran
Abstract :
There are two major methods for motion control of non-holonomic mobile robots when the knowledge about the model is not complete: adaptive control and robust control. The combination of two methods allows tuning of the robust controller and assures a satisfactory performance in practical situations. In this paper, a mixed H2/H∞ PID controller incorporated with an adaptive term is developed for tracking control of a mobile robot The controller´s parameters are optimally tuned to minimize the energy of control signals via a genetic algorithm. The proposed control technique is numerically simulated on a mobile robot and the results are compared with two other methods: an adaptive method and a robust H∞ method. The simulation results show that the proposed technique results in the smallest control energy. Also, it may tolerate uncertainties up to 99% in comparison to the corresponding values of 85% and 94% for the previously proposed methods, respectively.
Keywords :
H∞ control; adaptive control; genetic algorithms; mobile robots; motion control; robust control; three-term control; H∞ adaptive technique; PID control; adaptive control; genetic algorithm; motion control; nonholonomic mobile robots; robust control; tracking control; Adaptive control; Genetic algorithms; Mobile robots; Motion control; Numerical simulation; Optimal control; Programmable control; Robot control; Robust control; Three-term control;
Conference_Titel :
Robotics, Automation and Mechatronics, 2004 IEEE Conference on
Print_ISBN :
0-7803-8645-0
DOI :
10.1109/RAMECH.2004.1438912