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
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