Title :
Reduction of a wave-variable biological arm control model
Author :
Sarma, Sridevi V. ; Massaquoi, Steve ; Dahleh, Munther
Author_Institution :
Lab. for Inf. & Decision Syst., MIT, Cambridge, MA, USA
Abstract :
This paper describes a systematic approach to reducing the order of a recently proposed biological arm control model. The single-joint wave variable intermediate cerebellar arm control model (WVI-CACM) proposes that the cerebellum enables stable linear servo control of simple arm movements in the presence of neural signal transmission delays via a transformation of variables. A reduction strategy based on balanced truncation was applied to the WVI-CACM, which generated reduced order models as a function of the WVI-CACM parameters. While being analytically much simpler than the WVI-CACM, these approximate models retain a very large portion of its stability and performance characteristics over a wide range of parameter values, including those which render the WVI-CACM unstable. The strategy employed here may be generally useful for retaining the excellent model matching capabilities of the balanced truncation method in situations where the original system is potentially not stable
Keywords :
biocontrol; brain models; linear systems; reduced order systems; servomechanisms; stability; WVI-CACM; balanced truncation; cerebellum; model matching capabilities; neural signal transmission delays; performance characteristics; reduction strategy; single-joint wave variable intermediate cerebellar arm control model; stability; stable linear servo control; wave-variable biological arm control model reduction; Adaptive control; Biological control systems; Biological system modeling; Brain modeling; Centralized control; Control engineering; Delay; Motor drives; Muscles; Reduced order systems;
Conference_Titel :
American Control Conference, 2000. Proceedings of the 2000
Conference_Location :
Chicago, IL
Print_ISBN :
0-7803-5519-9
DOI :
10.1109/ACC.2000.878612