Title :
Manual control of a nonholonomic system by multiple predictor-controller pair architecture
Author :
Kato, Shinpei ; Goto, Takakuni ; Homma, Noriyasu ; Yoshizawa, Makoto
Author_Institution :
Grad. Sch. of Eng., Tohoku Univ., Sendai, Japan
Abstract :
Humans can often conduct both linear and nonlinear control tasks after a sufficient number of trials, even if they initially do not have sufficient knowledge about the system´s dynamics and the way to control it. Theoretically, it is well known that some nonlinear systems cannot be stabilized asymptotically by any linear controllers. However, there is a possibility that human may use a linear control scheme for nonlinear control tasks. The hypothesis proposed in this paper is that humans switch the linear controllers with a virtual constraint. Each controller is responsible for a small region where the linear approximation can work well for nonlinear tasks. It is suggested that the proposed virtual constraint can play an important role to overcome a limitation of the linear controllers.
Keywords :
linear systems; nonlinear control systems; linear approximation; linear controller; multiple predictor-controller pair architecture; nonholonomic system; nonlinear control task; nonlinear system; virtual constraint; Brain; Control systems; Human factors; Learning; Manipulator dynamics; Motion control; Nonlinear control systems; Nonlinear systems; Shape control; Switches; controllability; manual control; multiple model-based reinforcement learning; nonholonomic system;
Conference_Titel :
ICCAS-SICE, 2009
Conference_Location :
Fukuoka
Print_ISBN :
978-4-907764-34-0
Electronic_ISBN :
978-4-907764-33-3