P300 responses classification improvement in tactile BCI with touch-sense glove

Hiroki Yajima; Shoji Makino; Tomasz M. Rutkowski

doi:10.1109/APSIPA.2014.7041770

P300 responses classification improvement in tactile BCI with touch-sense glove

Hiroki Yajima, Shoji Makino, Tomasz M. Rutkowski^*

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

10 Citations (Scopus)

Abstract

This paper reports on a project aiming to confirm whether a tactile stimulator 'touch-sense glove' is effective for a novel brain-computer interface (BCI) paradigm and whether the tactile stimulus delivered to the fingers could be utilized to evoke event related potential (ERP) responses with possible attentional modulation. The tactile ERPs are expected to improve the BCI accuracy. The proposed new stimulator device is presented in detail together with psychophysical and EEG BCI experiment protocols. Results supporting the proposed 'touch-sense glove' device are presented in form of online BCI classification accuracy results. Finally, we outline the future possible paradigm improvements.

Original language	English
Title of host publication	2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014
Publisher	Institute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)	9786163618238
DOIs	https://doi.org/10.1109/APSIPA.2014.7041770
Publication status	Published - 2014 Feb 12
Externally published	Yes
Event	2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014 - Chiang Mai, Thailand Duration: 2014 Dec 9 → 2014 Dec 12

Publication series

Name	2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014

Other

Other	2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014
Country/Territory	Thailand
City	Chiang Mai
Period	14/12/9 → 14/12/12

ASJC Scopus subject areas

Signal Processing
Information Systems

Access to Document

10.1109/APSIPA.2014.7041770

Cite this

Yajima, H., Makino, S., & Rutkowski, T. M. (2014). P300 responses classification improvement in tactile BCI with touch-sense glove. In 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014 [7041770] (2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/APSIPA.2014.7041770

P300 responses classification improvement in tactile BCI with touch-sense glove. / Yajima, Hiroki; Makino, Shoji; Rutkowski, Tomasz M.
2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014. Institute of Electrical and Electronics Engineers Inc., 2014. 7041770 (2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Yajima, H, Makino, S & Rutkowski, TM 2014, P300 responses classification improvement in tactile BCI with touch-sense glove. in 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014., 7041770, 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014, Institute of Electrical and Electronics Engineers Inc., 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014, Chiang Mai, Thailand, 14/12/9. https://doi.org/10.1109/APSIPA.2014.7041770

Yajima H, Makino S, Rutkowski TM. P300 responses classification improvement in tactile BCI with touch-sense glove. In 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014. Institute of Electrical and Electronics Engineers Inc. 2014. 7041770. (2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014). doi: 10.1109/APSIPA.2014.7041770

Yajima, Hiroki ; Makino, Shoji ; Rutkowski, Tomasz M. / P300 responses classification improvement in tactile BCI with touch-sense glove. 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014. Institute of Electrical and Electronics Engineers Inc., 2014. (2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014).

@inproceedings{7bdc2c7d277e4d3085548c4c77a91294,

title = "P300 responses classification improvement in tactile BCI with touch-sense glove",

abstract = "This paper reports on a project aiming to confirm whether a tactile stimulator 'touch-sense glove' is effective for a novel brain-computer interface (BCI) paradigm and whether the tactile stimulus delivered to the fingers could be utilized to evoke event related potential (ERP) responses with possible attentional modulation. The tactile ERPs are expected to improve the BCI accuracy. The proposed new stimulator device is presented in detail together with psychophysical and EEG BCI experiment protocols. Results supporting the proposed 'touch-sense glove' device are presented in form of online BCI classification accuracy results. Finally, we outline the future possible paradigm improvements.",

author = "Hiroki Yajima and Shoji Makino and Rutkowski, {Tomasz M.}",

note = "Publisher Copyright: {\textcopyright} 2014 Asia-Pacific Signal and Information Processing Ass.; 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014 ; Conference date: 09-12-2014 Through 12-12-2014",

year = "2014",

month = feb,

day = "12",

doi = "10.1109/APSIPA.2014.7041770",

language = "English",

series = "2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

booktitle = "2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014",

}

TY - GEN

T1 - P300 responses classification improvement in tactile BCI with touch-sense glove

AU - Yajima, Hiroki

AU - Makino, Shoji

AU - Rutkowski, Tomasz M.

PY - 2014/2/12

Y1 - 2014/2/12

N2 - This paper reports on a project aiming to confirm whether a tactile stimulator 'touch-sense glove' is effective for a novel brain-computer interface (BCI) paradigm and whether the tactile stimulus delivered to the fingers could be utilized to evoke event related potential (ERP) responses with possible attentional modulation. The tactile ERPs are expected to improve the BCI accuracy. The proposed new stimulator device is presented in detail together with psychophysical and EEG BCI experiment protocols. Results supporting the proposed 'touch-sense glove' device are presented in form of online BCI classification accuracy results. Finally, we outline the future possible paradigm improvements.

AB - This paper reports on a project aiming to confirm whether a tactile stimulator 'touch-sense glove' is effective for a novel brain-computer interface (BCI) paradigm and whether the tactile stimulus delivered to the fingers could be utilized to evoke event related potential (ERP) responses with possible attentional modulation. The tactile ERPs are expected to improve the BCI accuracy. The proposed new stimulator device is presented in detail together with psychophysical and EEG BCI experiment protocols. Results supporting the proposed 'touch-sense glove' device are presented in form of online BCI classification accuracy results. Finally, we outline the future possible paradigm improvements.

UR - http://www.scopus.com/inward/record.url?scp=84949925902&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=84949925902&partnerID=8YFLogxK

U2 - 10.1109/APSIPA.2014.7041770

DO - 10.1109/APSIPA.2014.7041770

M3 - Conference contribution

AN - SCOPUS:84949925902

T3 - 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014

BT - 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2014 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2014

Y2 - 9 December 2014 through 12 December 2014

ER -

P300 responses classification improvement in tactile BCI with touch-sense glove

Abstract

Publication series

Other

ASJC Scopus subject areas

Access to Document

Other files and links

Fingerprint

Cite this