Stability of feedback error learning method with time delay

Feedback error learning method was recently proposed by Kawato et al. [A heirarchical neural-network model for control and learning of voluntary movements, Biol. Cybernet. 57 (1987) 169-185.] as a possible architecture of brain motor control which is supported by experimental results in neurophysiology. In this paper, we analyze it as a two-degree-of-freedom adaptive control for general time invariant linear plant with adaptive controller in the feedforward path. A time delay is allowed in the feedback loop as in the neuronal pathways of motor control. We derive stability condition of the feedback error learning method based on the strict positiveness of the closed loop system. The control performance of the feedback error learning method as a design strategy of adaptive control has been demonstrated by simulation results.

[1]  R. Ortega,et al.  Globally stable adaptive controller for systems with delay , 1988 .

[2]  D. Wolpert,et al.  Is the cerebellum a smith predictor? , 1993, Journal of motor behavior.

[3]  Hidenori Kimura,et al.  Adaptive control of nonlinear system with time delay based on the feedback error learning method , 2002, 2002 IEEE International Conference on Industrial Technology, 2002. IEEE ICIT '02..

[4]  M. Kawato,et al.  A hierarchical neural-network model for control and learning of voluntary movement , 2004, Biological Cybernetics.

[5]  H. Hatze,et al.  Neuromusculoskeletal control systems modeling--A critical survey of recent developments , 1980 .

[6]  Christian Darlot,et al.  Computation of inverse dynamics for the control of movements , 1996, Biological Cybernetics.

[7]  Kunihiko Ichikawa Adaptive control of delay system , 1986 .

[8]  Mitsuo Kawato,et al.  Internal models for motor control and trajectory planning , 1999, Current Opinion in Neurobiology.

[9]  Anuradha M. Annaswamy,et al.  Stable Adaptive Systems , 1989 .

[10]  Hidenori Kimura,et al.  STABILITY OF FEEDBACK ERROR LEARNING METHOD FOR GENERAL PLANTS WITH TIME DELAY , 2002 .

[11]  Brian D. O. Anderson,et al.  Stability of adaptive systems: passivity and averaging analysis , 1986 .

[12]  Aniruddha Datta,et al.  Adaptive internal model control: Design and stability analysis , 1996, Autom..

[13]  Michael I. Jordan,et al.  Forward Models: Supervised Learning with a Distal Teacher , 1992, Cogn. Sci..

[14]  Aiko Miyamura,et al.  Stability of feedback error learning scheme , 2002, Syst. Control. Lett..

[15]  D. McFarland Feedback mechanisms in animal behaviour , 1971 .