Title :
An iterative learning controller for nonholonomic robots
Author :
Oriolo, Giuseppe ; Panzieri, Stefano ; Ulivi, Giovanni
Author_Institution :
Dipartimento di Inf. e Sistemistica, Rome Univ., Italy
Abstract :
We present an iterative learning controller for nonholonomic systems in chained form. The learning algorithm relies on the fact that chained-form systems are linear under piecewise-constant inputs. The proposed control scheme requires the execution of a small number of experiments in order to drive the system to the desired state in finite time, with nice convergence and robustness properties with respect to modeling inaccuracies as well as disturbances. As a case study, a car-like wheeled mobile robot is considered. Both simulation and experimental results are reported in order to show the performance of the proposed method
Keywords :
convergence of numerical methods; intelligent control; iterative methods; learning (artificial intelligence); mobile robots; nonlinear systems; path planning; position control; state feedback; car-like wheeled mobile robot; chained form systems; convergence; iterative learning controller; motion control; nonholonomic systems; piecewise-constant inputs; state feedback; Automatic control; Control systems; Convergence; Drives; Error correction; Mobile robots; Open loop systems; Orbital robotics; Robot control; Trajectory;
Conference_Titel :
Robotics and Automation, 1996. Proceedings., 1996 IEEE International Conference on
Conference_Location :
Minneapolis, MN
Print_ISBN :
0-7803-2988-0
DOI :
10.1109/ROBOT.1996.506566