Cognitively driven brain machine control using neural signals in the parietal reach region
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.
Additional Information
© 2010 IEEE. Issue Date: Aug. 31 2010-Sept. 4 2010, Date of Current Version: 11 November 2010. Manuscript received April 1, 2010. This work was supported by National Institutes of Health under Grant EY 013337 and T32 NS007251. We thank K. Pejsa and N. Sammons for animal care, and V. Shcherbatyuk and T. Yao for technical and administrative assistance.Attached Files
Published - Hwang2010p12774Conf_Proc_IEEE_Eng_Med_Biol_Soc.pdf
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Hwang2010p12774Conf_Proc_IEEE_Eng_Med_Biol_Soc.pdf
Additional details
Identifiers
- Eprint ID
- 22574
- Resolver ID
- CaltechAUTHORS:20110301-105249862
Funding
- NIH
- EY 013337
- NIH Predoctoral Fellowship
- T32 NS007251
Dates
- Created
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2011-03-01Created from EPrint's datestamp field
- Updated
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2021-11-09Created from EPrint's last_modified field