DocumentCode :
1986377
Title :
A body-machine interface for the control of a 2D cursor
Author :
Seanez, Ismael ; Mussa-Ivaldi, Ferdinando A.
Author_Institution :
Northwestern Univ., Chicago, IL, USA
fYear :
2013
fDate :
24-26 June 2013
Firstpage :
1
Lastpage :
6
Abstract :
This paper develops a body-machine interface for the control of a powered wheelchair using upper-body motion. Our goal was to infer a cursor´s kinematics from the signals recorded from 4 Inertial Measurement Units placed on a subject´s shoulders. We specified a Kalman filter measurement model that assumes the Euler angles, angular velocities, and linear accelerations of the shoulders are a stochastic linear function of the position, velocity, and acceleration of the virtual cursor. This model learned a system that encodes cursor movement along with training data. Experimental results show that taking advantage of the redundancy of the signal improves performance during a center-out reaching task. The resulting algorithm provides a platform for people with high-tetraplegia to communicate their intended motor actions with the environment using specialized assistive devices.
Keywords :
Kalman filters; brain-computer interfaces; control engineering computing; handicapped aids; motion control; redundancy; wheelchairs; 2D cursor; Euler angles; Kalman filter measurement model; angular velocity; body-machine interface; center-out reaching task; cursor kinematics; cursor movement; inertial measurement units; linear accelerations; powered wheelchair; redundancy; specialized assistive devices; stochastic linear function; upper-body motion; virtual cursor; Acceleration; Angular velocity; Kalman filters; Kinematics; Sensors; Training; Vectors; Body-machine interface; Kalman filter; inertial measurement units; powered wheelchair control;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Rehabilitation Robotics (ICORR), 2013 IEEE International Conference on
Conference_Location :
Seattle, WA
ISSN :
1945-7898
Print_ISBN :
978-1-4673-6022-7
Type :
conf
DOI :
10.1109/ICORR.2013.6650508
Filename :
6650508
Link To Document :
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