DocumentCode :
3601004
Title :
Spatial Map of Synthesized Criteria for the Redundancy Resolution of Human Arm Movements
Author :
Zhi Li ; Milutinovic, Dejan ; Rosen, Jacob
Author_Institution :
Dept. of Electr. & Comput. Eng., Duke Univ., Durham, NC, USA
Volume :
23
Issue :
6
fYear :
2015
Firstpage :
1020
Lastpage :
1030
Abstract :
The kinematic redundancy of the human arm enables the elbow position to rotate about the axis going through the shoulder and wrist, which results in infinite possible arm postures when the arm reaches to a target in a 3-D workspace. To infer the control strategy the human motor system uses to resolve redundancy in reaching movements, this paper compares five redundancy resolution criteria and evaluates their arm posture prediction performance using data on healthy human motion. Two synthesized criteria are developed to provide better real-time arm posture prediction than the five individual criteria. Of these two, the criterion synthesized using an exponential method predicts the arm posture more accurately than that using a least squares approach, and therefore is preferable for inferring the contributions of the individual criteria to motor control during reaching movements. As a methodology contribution, this paper proposes a framework to compare and evaluate redundancy resolution criteria for arm motion control. A cluster analysis which associates criterion contributions with regions of the workspace provides a guideline for designing a real-time motion control system applicable to upper-limb exoskeletons for stroke rehabilitation.
Keywords :
biomechanics; diseases; kinematics; least squares approximations; motion control; patient rehabilitation; prosthetics; elbow position; human arm movements; human motor system; kinematic redundancy resolution criteria; least squares approach; reaching movements; real-time arm posture prediction; real-time motion control system; shoulder; spatial map; stroke rehabilitation; upper-limb exoskeletons; wrist; Elbow; Joints; Kinematics; Motion control; Redundancy; Shoulder; Wrist; Arm motion control; kinematic redundancy resolution; upper limb exoskeleton;
fLanguage :
English
Journal_Title :
Neural Systems and Rehabilitation Engineering, IEEE Transactions on
Publisher :
ieee
ISSN :
1534-4320
Type :
jour
DOI :
10.1109/TNSRE.2014.2382105
Filename :
6990632
Link To Document :
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