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
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