A fuzzy logic model for hand posture control using human cortical activity recorded by micro-ECog electrodes
作者： R. Vinjamuri , D.J. Weber , A.D. Degenhart , J.L. Collinger , G.P. Sudre
DOI: 10.1109/IEMBS.2009.5332746
关键词: Wired glove 、 Computer vision 、 Power (physics) 、 Cerebral cortex 、 Artificial intelligence 、 Computer science 、 Motor cortex 、 Acceleration 、 Electroencephalography 、 Electrode array 、 Fuzzy logic 、 Simulation 、 Neurophysiology
摘要: This paper presents a fuzzy logic model to decode the hand posture from electro-cortico graphic (ECoG) activity of motor cortical areas. One subject was implanted with micro-ECoG electrode array on surface cortex. Neural signals were recorded 14 electrodes this while Subject participated in three reach and grasp sessions. In each session, reached grasped wooden toy hammer for five times. Optimal channels/electrodes which active during task selected. Power spectral densities optimal channels averaged over time period 1/2 second before onset movement 1 after fed into model. decoded whether is open or closed 80% accuracy. Hand postures along by using output two methods (i) velocity based decoding (ii) acceleration decoding. The latter performed better when predicted compared data glove experiment. imported MATLAB®SIMULINK control virtual hand.
sci-hub.se 参考文章(7)
Vernon B. Brooks, The Neural Basis of Motor Control ,(1986)
Pritpal Singh, Ramana Vinjamuri, Xiquan Wang, David Reisner, Design and implementation of a fuzzy logic-based state-of-charge meter for Li-ion batteries used in portable defibrillators Journal of Power Sources. ,vol. 162, pp. 829- 836 ,(2006) , 10.1016/J.JPOWSOUR.2005.04.039
Ramana Vinjamuri, Zhi-Hong Mao, Robert Sclabassi, Mingui Sun, Time-Varying Synergies in Velocity Profiles of Finger Joints of the Hand during Reach and Grasp international conference of the ieee engineering in medicine and biology society. ,vol. 2007, pp. 4846- 4849 ,(2007) , 10.1109/IEMBS.2007.4353425
T.E. Jerde, J.F. Soechting, M. Flanders, Biological constraints simplify the recognition of hand shapes IEEE Transactions on Biomedical Engineering. ,vol. 50, pp. 265- 269 ,(2003) , 10.1109/TBME.2002.807640
Eric C Leuthardt, Gerwin Schalk, Jonathan R Wolpaw, Jeffrey G Ojemann, Daniel W Moran, A brain-computer interface using electrocorticographic signals in humans. Journal of Neural Engineering. ,vol. 1, pp. 63- 71 ,(2004) , 10.1088/1741-2560/1/2/001
G. Schalk, D.J. McFarland, T. Hinterberger, N. Birbaumer, J.R. Wolpaw, BCI2000: a general-purpose brain-computer interface (BCI) system IEEE Transactions on Biomedical Engineering. ,vol. 51, pp. 1034- 1043 ,(2004) , 10.1109/TBME.2004.827072
Andrew B. Schwartz, X. Tracy Cui, Douglas J. Weber, Daniel W. Moran, Brain-Controlled Interfaces: Movement Restoration with Neural Prosthetics Neuron. ,vol. 52, pp. 205- 220 ,(2006) , 10.1016/J.NEURON.2006.09.019