TY - GEN
T1 - Manual control of a nonholonomic system by multiple predictor-controller pair architecture
AU - Kato, Shinpei
AU - Goto, Takakuni
AU - Homma, Noriyasu
AU - Yoshizawa, Makoto
PY - 2009
Y1 - 2009
N2 - 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.
AB - 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.
KW - Controllability
KW - Manual control
KW - Multiple model-based reinforcement learning
KW - Nonholonomic system
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M3 - Conference contribution
AN - SCOPUS:77951095522
SN - 9784907764333
T3 - ICCAS-SICE 2009 - ICROS-SICE International Joint Conference 2009, Proceedings
SP - 5036
EP - 5039
BT - ICCAS-SICE 2009 - ICROS-SICE International Joint Conference 2009, Proceedings
T2 - ICROS-SICE International Joint Conference 2009, ICCAS-SICE 2009
Y2 - 18 August 2009 through 21 August 2009
ER -