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Motor Control Engineering View Topics: 1- Muscle and Spinal Cord Models 2- Classic Control/Control Variables 3- Model Based Strategies Classic Control (Modeling Eye Movement) Stark, Lawrence W. 1968. Neurological Control Systems; Studies in Bioengineering. New York: Plenum Press. Control Variables 123456- Force !? Position !? Velocity !? Stiffness !? Viscosity !? Impedance !? Stein, R.C. (1982) Behavioral and Brain Sciences What Muscle Variable(s) Does the Nervous System Control in Limb Movements? Stiffness Control Muscle Stiffness F = k ( X – X0) :)رابطه يك فنر (عضله Stiffness Control (cont.) K = F/X K >> 1 => Force Control K << 1 => Position Control Stiffness Control (cont.) 1- Feldman & Bizzi (EPH), 1966,1979,1986 2- Houk (Stiffness and Reflex), 1979 3- Hasan, 1986 How CNS May Changes Joint Stiffness? 1- Muscle active characteristic 2- Muscle passive characteristic 3- α-γ co-activation & spinal reflex loop (muscle spindle) 4- Co-contraction Stiffness Control Diagram Disturbance Td Receptors Delay Brain Model d Trajectory Selector Feedforward Controller Joint Movement Spinal Torque Circuits Joint-Load and Dynamics Muscles Load Effect βv = Θf - Td/σ Torque 2 Td Angle 1 i=1 f=2 Stiffness Control Diagram (cont.) CNS d Optimizer Program Inverse Dynamic Controller Disturbance Td G (s) Delay f v Delay G(s) orque) ( Angle ) Impedance Definition: Winters et al. (1988): “the automatic capability of the system to resist an applied load before voluntary intervention takes place” Impedance Control 1- Hoffer (1982). Central Control and Reflex Regulation of Mechanical Impedance: The Basis for a Unified Motor-Control Scheme. Behavioral and Brain Sciences Impedance Control (cont.) 2- Stein, R. C., (1982). What Muscle Variable(s) Does the Nervous System Control in Limb Movements? Behavioral and Brain Sciences Impedance Control (cont.) 3-Hogan, N., (1984a). Adaptive Control of Mechanical Impedance by Coactivation of Antagonist Muscles. IEEE Trans. on Automatic Control, Hogan, N., (1985a). Impedance Control: An Approach to Manipulation: Part I-Theory. Journal of Dynamic Systems, Measurement, and Control, Hogan, N., (1985c). The Mechanics of MultiJoint Posture and Movement Control. Biological Cybernetic, 52, 315-331. Muscle 2-D Characteristic Joint Impedance orque) ( Angle ) ( Torque ) b (Angular Velocity ) Is Joint Impedance ShortTerm Predictor? Joint Impedance (cont.) Reference Output PD Plant Control Signal Smith, A. M. (1996) , Does the Cerebellum Learn Strategies for the Optimal Time-Varing Control of Joint Stiffness? Behavioral and Brain Sciences