Literature DB >> 28269552

ECoG data analyses to inform closed-loop BCI experiments for speech-based prosthetic applications.

Tejaswy Pailla, Werner Jiang, Benjamin Dichter, Edward F Chang, Vikash Gilja.   

Abstract

Brain Computer Interfaces (BCIs) assist individuals with motor disabilities by enabling them to control prosthetic devices with their neural activity. Performance of closed-loop BCI systems can be improved by using design strategies that leverage structured and task-relevant neural activity. We use data from high density electrocorticography (ECoG) grids implanted in three subjects to study sensory-motor activity during an instructed speech task in which the subjects vocalized three cardinal vowel phonemes. We show how our findings relate to the current understanding of speech physiology and functional organization of human sensory-motor cortex. We investigate the effect of behavioral variations on parameters and performance of the decoding model. Our analyses suggest experimental design strategies that may be critical for speech-based BCI performance.

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Year:  2016        PMID: 28269552     DOI: 10.1109/EMBC.2016.7592024

Source DB:  PubMed          Journal:  Conf Proc IEEE Eng Med Biol Soc        ISSN: 1557-170X


  3 in total

1.  Decoding spoken English from intracortical electrode arrays in dorsal precentral gyrus.

Authors:  Guy H Wilson; Sergey D Stavisky; Francis R Willett; Donald T Avansino; Jessica N Kelemen; Leigh R Hochberg; Jaimie M Henderson; Shaul Druckmann; Krishna V Shenoy
Journal:  J Neural Eng       Date:  2020-11-25       Impact factor: 5.379

2.  A large electroencephalographic motor imagery dataset for electroencephalographic brain computer interfaces.

Authors:  Murat Kaya; Mustafa Kemal Binli; Erkan Ozbay; Hilmi Yanar; Yuriy Mishchenko
Journal:  Sci Data       Date:  2018-10-16       Impact factor: 6.444

3.  Chronic Intracortical Recording and Electrochemical Stability of Thiol-ene/Acrylate Shape Memory Polymer Electrode Arrays.

Authors:  Allison M Stiller; Joshua Usoro; Christopher L Frewin; Vindhya R Danda; Melanie Ecker; Alexandra Joshi-Imre; Kate C Musselman; Walter Voit; Romil Modi; Joseph J Pancrazio; Bryan J Black
Journal:  Micromachines (Basel)       Date:  2018-09-29       Impact factor: 2.891

  3 in total

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