A body-machine interface for the control of a 2D cursor

作者: Ismael Seanez , Ferdinando A. Mussa-Ivaldi

DOI: 10.1109/ICORR.2013.6650508

关键词:

摘要: This paper develops a body-machine interface for the control of powered wheelchair using upper-body motion. Our goal was to infer cursor's kinematics from signals recorded 4 Inertial Measurement Units placed on subject's shoulders. We specified Kalman filter measurement model that assumes Euler angles, angular velocities, and linear accelerations shoulders are stochastic function position, velocity, acceleration virtual cursor. learned system encodes cursor movement along with training data. Experimental results show taking advantage redundancy signal improves performance during center-out reaching task. The resulting algorithm provides platform people high-tetraplegia communicate their intended motor actions environment specialized assistive devices.

参考文章(20)
Mijail D. Serruya, Lucien Elie Bienenstock, John P. Donoghue, Michael Black, Yun Gao, William W. Wu, Inferring Hand Motion from Multi-Cell Recordings in Motor Cortex using a Kalman Filter simulation of adaptive behavior. ,(2002)
L Fehr, W E Langbein, S B Skaar, Adequacy of power wheelchair control interfaces for persons with severe disabilities: a clinical survey. Journal of Rehabilitation Research and Development. ,vol. 37, pp. 353- 360 ,(2000)
Robert Chen, Brian Corwell, Zaneb Yaseen, Mark Hallett, Leonardo G. Cohen, Mechanisms of Cortical Reorganization in Lower-Limb Amputees The Journal of Neuroscience. ,vol. 18, pp. 3443- 3450 ,(1998) , 10.1523/JNEUROSCI.18-09-03443.1998
N Hogan, An organizing principle for a class of voluntary movements The Journal of Neuroscience. ,vol. 4, pp. 2745- 2754 ,(1984) , 10.1523/JNEUROSCI.04-11-02745.1984
R. Chen, L.G. Cohen, M. Hallett, Nervous system reorganization following injury. Neuroscience. ,vol. 111, pp. 761- 773 ,(2002) , 10.1016/S0306-4522(02)00025-8
Tom Carlson, Jose del R. Millan, Brain-Controlled Wheelchairs: A Robotic Architecture international conference on robotics and automation. ,vol. 20, pp. 65- 73 ,(2013) , 10.1109/MRA.2012.2229936
Daniel M Wolpert, Zoubin Ghahramani, Michael I Jordan, None, Are arm trajectories planned in kinematic or dynamic coordinates? An adaptation study Experimental Brain Research. ,vol. 103, pp. 460- 470 ,(1995) , 10.1007/BF00241505
Christian Mandel, Thomas Rofer, Udo Frese, Applying a 3DOF Orientation Tracker as a Human-Robot Interface for Autonomous Wheelchairs ieee international conference on rehabilitation robotics. pp. 52- 59 ,(2007) , 10.1109/ICORR.2007.4428406
F Lotte, M Congedo, A Lécuyer, F Lamarche, B Arnaldi, A review of classification algorithms for EEG-based brain–computer interfaces Journal of Neural Engineering. ,vol. 4, pp. 24- ,(2007) , 10.1088/1741-2560/4/2/R01