"You Have Reached Your Destination": A Single Trial EEG Classification Study.
BCI
EEG
P300
classification
human machine interaction
navigation
neurophysiology
target recognition
Journal
Frontiers in neuroscience
ISSN: 1662-4548
Titre abrégé: Front Neurosci
Pays: Switzerland
ID NLM: 101478481
Informations de publication
Date de publication:
2020
2020
Historique:
received:
03
09
2019
accepted:
16
01
2020
entrez:
3
3
2020
pubmed:
3
3
2020
medline:
3
3
2020
Statut:
epublish
Résumé
Studies have established that it is possible to differentiate between the brain's responses to observing correct and incorrect movements in navigation tasks. Furthermore, these classifications can be used as feedback for a learning-based BCI, to allow real or virtual robots to find quasi-optimal routes to a target. However, when navigating it is important not only to know we are moving in the right direction toward a target, but also to know when we have reached it. We asked participants to observe a virtual robot performing a 1-dimensional navigation task. We recorded EEG and then performed neurophysiological analysis on the responses to two classes of correct movements: those that moved closer to the target but did not reach it, and those that did reach the target. Further, we used a stepwise linear classifier on time-domain features to differentiate the classes on a single-trial basis. A second data set was also used to further test this single-trial classification. We found that the amplitude of the P300 was significantly greater in cases where the movement reached the target. Interestingly, we were able to classify the EEG signals evoked when observing the two classes of correct movements against each other with mean overall accuracy of 66.5 and 68.0% for the two data sets, with greater than chance levels of accuracy achieved for all participants. As a proof of concept, we have shown that it is possible to classify the EEG responses in observing these different correct movements against each other using single-trial EEG. This could be used as part of a learning-based BCI and opens a new door toward a more autonomous BCI navigation system.
Identifiants
pubmed: 32116513
doi: 10.3389/fnins.2020.00066
pmc: PMC7027274
doi:
Types de publication
Journal Article
Langues
eng
Pagination
66Informations de copyright
Copyright © 2020 Wirth, Toth and Arvaneh.
Références
Neurosci Lett. 2009 Oct 2;462(1):94-8
pubmed: 19545601
J Neural Eng. 2008 Dec;5(4):477-85
pubmed: 19015582
Med Biol Eng Comput. 2014 Dec;52(12):1007-17
pubmed: 25266261
Neural Netw. 2009 Nov;22(9):1329-33
pubmed: 19635654
Psychophysiology. 2012 Nov;49(11):1492-1503
pubmed: 22978270
Sci Rep. 2015 Sep 10;5:13893
pubmed: 26354145
Psychophysiology. 2002 May;39(3):388-96
pubmed: 12212658
Electroencephalogr Clin Neurophysiol. 1988 Dec;70(6):510-23
pubmed: 2461285
Psychophysiology. 2005 Mar;42(2):161-70
pubmed: 15787853
Int J Psychophysiol. 2009 Jan;71(1):17-24
pubmed: 18708099
Conf Proc IEEE Eng Med Biol Soc. 2011;2011:6405-8
pubmed: 22255804
J Neural Eng. 2018 Jun;15(3):031005
pubmed: 29488902
J Clin Neurophysiol. 1992 Oct;9(4):456-79
pubmed: 1464675
Vision Res. 2007 Jan;47(2):189-202
pubmed: 17129593
IEEE Trans Neural Syst Rehabil Eng. 2010 Aug;18(4):381-8
pubmed: 20570777
PLoS One. 2017 Dec 28;12(12):e0184713
pubmed: 29283998
Front Neuroeng. 2012 Jul 17;5:14
pubmed: 22822397
IEEE Trans Neural Syst Rehabil Eng. 2019 Apr;27(4):572-581
pubmed: 30869627
IEEE Trans Biomed Eng. 2010 Oct;57(10):2495-505
pubmed: 20615806
Int J Psychophysiol. 1997 Apr;25(3):249-55
pubmed: 9105949
J Neural Eng. 2007 Jun;4(2):R1-R13
pubmed: 17409472
IEEE Trans Neural Syst Rehabil Eng. 2008 Apr;16(2):121-30
pubmed: 18403280
IEEE Trans Rehabil Eng. 2000 Jun;8(2):174-9
pubmed: 10896179
Front Neuroinform. 2011 Nov 24;5:30
pubmed: 22131973
Front Hum Neurosci. 2015 Mar 26;9:155
pubmed: 25859204
J Neurosci Methods. 2008 Jan 15;167(1):15-21
pubmed: 17822777
IEEE Trans Neural Syst Rehabil Eng. 2003 Jun;11(2):113-6
pubmed: 12899249
Electroencephalogr Clin Neurophysiol. 1970 Feb;28(2):146-52
pubmed: 4189526
J Neural Eng. 2008 Jun;5(2):214-20
pubmed: 18483450
Sci Rep. 2017 Dec 14;7(1):17562
pubmed: 29242555
Neuroscientist. 2001 Aug;7(4):293-302
pubmed: 11488395
Brain Topogr. 1997 Summer;9(4):275-82
pubmed: 9217986
Front Neurosci. 2014 Jul 22;8:208
pubmed: 25100937
Front Neurosci. 2010 Apr 21;4:30
pubmed: 20582271
Neuroreport. 2005 Mar 15;16(4):407-11
pubmed: 15729147
Neuropsychologia. 1988;26(3):445-52
pubmed: 3374803
J Neural Eng. 2006 Dec;3(4):299-305
pubmed: 17124334
Conf Proc IEEE Eng Med Biol Soc. 2015 Aug;2015:1769-72
pubmed: 26736621
Clin Neurophysiol. 2006 Mar;117(3):538-48
pubmed: 16461003
Electroencephalogr Clin Neurophysiol. 1997 Aug;103(2):298-303
pubmed: 9277632
J Neural Eng. 2011 Apr;8(2):025005
pubmed: 21436512
J Neural Eng. 2019 Dec 11;17(1):016008
pubmed: 31683267
Int J Psychophysiol. 1991 Aug;11(2):219-23
pubmed: 1748598
Int J Psychophysiol. 1996 Aug-Sep;23(1-2):55-62
pubmed: 8880366
Biol Psychol. 1988 Aug;27(1):23-44
pubmed: 3251558
J Neurosci. 2004 Jul 14;24(28):6258-64
pubmed: 15254080
Neuroscientist. 2004 Jun;10(3):260-8
pubmed: 15155064
Proc Natl Acad Sci U S A. 2016 Dec 27;113(52):14898-14903
pubmed: 27956633
Science. 1997 Mar 14;275(5306):1593-9
pubmed: 9054347
IEEE Trans Biomed Eng. 2004 Jun;51(6):975-8
pubmed: 15188867
J Neural Eng. 2013 Apr;10(2):026012
pubmed: 23429035
Brain Res. 2009 Aug 25;1286:114-22
pubmed: 19539614