DocumentCode :
2941282
Title :
Cognitively driven brain machine control using neural signals in the parietal reach region
Author :
Hwang, Eun Jung ; Andersen, Richard A.
Author_Institution :
California Inst. of Technol., Pasadena, CA, USA
fYear :
2010
fDate :
Aug. 31 2010-Sept. 4 2010
Firstpage :
3329
Lastpage :
3332
Abstract :
This study demonstrates that the spiking and local field potential (LFP) activity in the parietal reach region (PRR) of the macaque monkey can be jointly used to control the location of the computer cursor when the correct target location must be inferred symbolically, e.g., leftward arrow for the leftward target, etc. The average correct target acquisition rate during this brain machine control task without actual movements was 86% for the six discrete target locations when using spikes and LFPs from 16 electrodes. This performance was significantly better than using spikes or LFPs alone. These results, together with our previous findings, suggest that a single decoder based on both spikes and LFPs in PRR can robustly provide the subjects´ motor intent under varying contexts for neural prosthetic applications.
Keywords :
brain-computer interfaces; cognition; medical control systems; medical signal detection; neurophysiology; prosthetics; cognitively driven brain machine control; computer cursor; local field potential activity; macaque monkey; neural prosthetic applications; neural signals; parietal reach region; spiking; target acquisition rate; target location; Calibration; Classification algorithms; Decoding; Neurons; Prosthetics; Tuning; Visualization; Algorithms; Animals; Arm; Biofeedback, Psychology; Cognition; Electroencephalography; Evoked Potentials, Motor; Feasibility Studies; Macaca mulatta; Male; Man-Machine Systems; Movement; Parietal Lobe;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
ISSN :
1557-170X
Print_ISBN :
978-1-4244-4123-5
Type :
conf
DOI :
10.1109/IEMBS.2010.5627277
Filename :
5627277
Link To Document :
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