Title :
Adaptive learning control with spatially-periodic and unknown random disturbances
Author_Institution :
Sch. of Mechatron., Gwangju Inst. of Sci. & Technol. (GIST), Gwangju, South Korea
Abstract :
This paper presents a design scheme of adaptive learning controller for the simple second-order dynamic systems with spatially-periodic disturbance as well as random unknown disturbance. The paper develops a robust adaptive learning controller in the presence of random disturbance on a spatial domain; then it provides a new design strategy for a continuously forward moving of the system. Mainly, the paper attempts to find a point along a spatial domain where the boundary of the speed error is specified. It will be shown that there always exists the point where the speed error is reduced within the specified value. Through a numerical test, the validity of the proposed schemes is evaluated.
Keywords :
adaptive control; learning (artificial intelligence); robust control; numerical test; random unknown disturbance; robust adaptive learning controller; second order dynamic system; spatial domain; spatially periodic disturbance; speed error; unknown random disturbances; Adaptive systems; Convergence; Robots; Robustness; Stability analysis; Trajectory; Adaptive Learning Control; Iterative Learning Control; Spatial Learning;
Conference_Titel :
Control Automation Robotics & Vision (ICARCV), 2012 12th International Conference on
Conference_Location :
Guangzhou
Print_ISBN :
978-1-4673-1871-6
Electronic_ISBN :
978-1-4673-1870-9
DOI :
10.1109/ICARCV.2012.6485132