Starting and finishing gait detection using a BMI for spinal cord injury rehabilitation

作者: Enrique Hortal , Ester Marquez-Sanchez , Alvaro Costa , Elisa Pinuela-Martin , Rocio Salazar-Varas

DOI: 10.1109/IROS.2015.7354259

关键词: Lower limbSpinal cord injuryExoskeletonWearable computerPhysical medicine and rehabilitationBrain–computer interfaceSpinal cord injury rehabilitationGait (human)RehabilitationEngineering

摘要: Regain the ability of walking represents a great progress for people with disabilities. The main goal this paper is verification method to detect intention starting and finishing gait. This was checked using recordings from spinal cord injury patients. system has been designed be part control lower limb wearable exoskeleton which will used not only in rehabilitation process but also assistive tasks. Four patients took experiment. Three them obtained hopeful results achieving high rate detection start stop intentions (68.6% averaged) low wrong classification (around 1.51 per minute average), obtaining good accuracy 80.0%). However, does seem accurate one (P3).

参考文章(17)
Lüder Deecke, Hans Helmut Kornhuber, Human Freedom, Reasoned Will, and the Brain: The Bereitschaftspotential Story The Bereitschaftspotential. pp. 283- 320 ,(2003) , 10.1007/978-1-4615-0189-3_17
André Ferreira, Teodiano Freire Bastos-Filho, Mário Sarcinelli-Filho, José Luis Martín Sánchez, Juan Carlos García García, Manuel Mazo Quintas, Improvements of a Brain-Computer Interface Applied to a Robotic Wheelchair biomedical engineering systems and technologies. ,vol. 52, pp. 64- 73 ,(2009) , 10.1007/978-3-642-11721-3_4
Juan C. Moreno, Antonio J. del Ama, Ana de los Reyes-Guzmán, Ángel Gil-Agudo, Ramón Ceres, José L. Pons, Neurorobotic and hybrid management of lower limb motor disorders: a review Medical & Biological Engineering & Computing. ,vol. 49, pp. 1119- 1130 ,(2011) , 10.1007/S11517-011-0821-4
Hiroshi Shibasaki, Mark Hallett, What is the Bereitschaftspotential Clinical Neurophysiology. ,vol. 117, pp. 2341- 2356 ,(2006) , 10.1016/J.CLINPH.2006.04.025
Ning Jiang, Leonardo Gizzi, Natalie Mrachacz-Kersting, Kim Dremstrup, Dario Farina, A brain-computer interface for single-trial detection of gait initiation from movement related cortical potentials Clinical Neurophysiology. ,vol. 126, pp. 154- 159 ,(2015) , 10.1016/J.CLINPH.2014.05.003
J Ibáñez, J I Serrano, M D del Castillo, E Monge-Pereira, F Molina-Rueda, I Alguacil-Diego, J L Pons, Detection of the onset of upper-limb movements based on the combined analysis of changes in the sensorimotor rhythms and slow cortical potentials Journal of Neural Engineering. ,vol. 11, pp. 056009- ,(2014) , 10.1088/1741-2560/11/5/056009
Omar Feix do Nascimento, Kim Dremstrup Nielsen, Michael Voigt, Influence of directional orientations during gait initiation and stepping on movement-related cortical potentials Behavioural Brain Research. ,vol. 161, pp. 141- 154 ,(2005) , 10.1016/J.BBR.2005.02.031
Ross Cunnington, Robert Iansek, JohnL. Bradshaw, JimG. Phillips, Movement-related potentials associated with movement preparation and motor imagery Experimental Brain Research. ,vol. 111, pp. 429- 436 ,(1996) , 10.1007/BF00228732
M.J.A.M. van Putten, J.P.P. van Vugt, T. Heida, N.R. Poppe, C.C. de Vos, Event-related mu-rhythm desynchronization during movement observation is impaired in Parkinson’s disease Clinical Neurophysiology. ,vol. 125, pp. 1819- 1825 ,(2014) , 10.1016/J.CLINPH.2014.01.016