DocumentCode :
1533845
Title :
A Two-Joint Human Posture Control Model With Realistic Neural Delays
Author :
Li, Yao ; Levine, William S. ; Loeb, Gerald E.
Author_Institution :
Dept. of Biomed. Eng., Univ. of Southern California, Los Angeles, CA, USA
Volume :
20
Issue :
5
fYear :
2012
Firstpage :
738
Lastpage :
748
Abstract :
During quiet standing, humans tend to sway with a distinctive pattern that has been difficult to capture with simple engineering models. We have developed a nonlinear optimal control model for posture regulation. The proposed model consists of two main components: body dynamics and performance measure. The body dynamics are those of a double inverted pendulum in the sagittal plane controlled by ankle and hip torques. The performance measure is nonlinear quartic in the center of pressure and quadratic in the controls. Realistic values for both sensory and motor delays are included in the dynamic model. This nonlinear quartic regulator problem is solved approximately by the model predictive control technique. The resulting feedback control replicates both the experimentally observed sway and the coordinated nonlinear response. It should also use less muscular energy than other comparable controls. The method can easily be extended to more complex models of posture regulation.
Keywords :
biocontrol; biomechanics; delays; feedback; nonlinear control systems; optimal control; pendulums; ankle torque; body dynamics; double inverted pendulum; dynamic model; feedback control; hip torque; model predictive control technique; motor delays; nonlinear optimal control model; nonlinear quartic performance measure; nonlinear quartic regulator problem; posture regulation; quadratic performance measure; quiet standing; realistic neural delays; sagittal plane; sensory delays; swaying; two joint human posture control model; Delay; Humans; Joints; Mathematical model; Muscles; Noise; Optimal control; Convex optimization; model predictive control (MPC); neural delay; nonlinear optimal control; postural sway; Ankle Joint; Computer Simulation; Feedback, Physiological; Humans; Knee Joint; Models, Biological; Muscle Contraction; Muscle, Skeletal; Postural Balance; Posture;
fLanguage :
English
Journal_Title :
Neural Systems and Rehabilitation Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1534-4320
Type :
jour
DOI :
10.1109/TNSRE.2012.2199333
Filename :
6213126
Link To Document :
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