Show simple item record

dc.contributor.authorChen, Mei Lin
dc.contributor.authorFu, Dannie
dc.contributor.authorBoger, Jennifer
dc.contributor.authorJiang, Ning
dc.date.accessioned2020-02-03 19:06:14 (GMT)
dc.date.available2020-02-03 19:06:14 (GMT)
dc.date.issued2019-04
dc.identifier.urihttps://doi.org/10.1109/TNSRE.2019.2890968
dc.identifier.urihttp://hdl.handle.net/10012/15604
dc.description© 2019 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.en
dc.description.abstractThe rapid increase in the number of older adults around the world is accelerating research in applications to support age-related conditions, such as brain-computer interface (BCI) applications for post-stroke neurorehabilitation. The signal processing algorithms for electroencephalogram (EEG) and other physiological signals that are currently used in BCI have been developed on data from much younger populations. It is unclear how age-related changes may affect the EEG signal and therefore the use of BCI by older adults. This research investigated the EEG response to vibro-tactile stimulation from 11 younger (21.7 ± 2.76 years old) and 11 older (72.0 ± 8.07 years old) subjects. The results showed that: 1) the spatial patterns of cortical activation in older subjects were significantly different from those of younger subjects, with markedly reduced lateralization; 2) there is a general power reduction of the EEG measured from older subjects. The average left vs. right BCI performance accuracy of older subjects was 66.4 ± 5.70%, 15.9% lower than that of the younger subjects (82.3 ± 12.4%) and statistically significantly different (t(10) = -3.57, p = 0.005). Future research should further investigate age-differences that may exist in electrophysiology and take these into consideration when developing applications that target the older population.en
dc.description.sponsorshipThis work was supported in part by the University of Waterloo’s Starter Grant 203859, in part by Schlegel Research Chair funds, and in part by the Early Researcher Award from the Ministry of Research, Innovation and Science of Ontario under Grant ER17-13-183.en
dc.language.isoenen
dc.publisherIEEEen
dc.subjectagingen
dc.subjectbrain-computer interfacesen
dc.subjectelectroencephelogramen
dc.subjectneuroplasticityen
dc.subjectsomatosensoryen
dc.subjectvibro-tactile stimulationen
dc.titleAge-Related Changes in Vibro-Tactile EEG Response and Its Implications in BCI Applications: A Comparison Between Older and Younger Populationsen
dc.typeArticleen
dcterms.bibliographicCitationChen, Mei Lin, Dannie Fu, Jennifer Boger, and Ning Jiang. “Age-Related Changes in Vibro-Tactile EEG Response and Its Implications in BCI Applications: A Comparison Between Older and Younger Populations.” IEEE Transactions on Neural Systems and Rehabilitation Engineering 27, no. 4 (April 2019): 603–10. https://doi.org/10.1109/TNSRE.2019.2890968.en
uws.contributor.affiliation1Faculty of Engineeringen
uws.contributor.affiliation2Systems Design Engineeringen
uws.typeOfResourceTexten
uws.peerReviewStatusRevieweden
uws.scholarLevelFacultyen
uws.scholarLevelGraduateen


Files in this item

Thumbnail

This item appears in the following Collection(s)

Show simple item record


UWSpace

University of Waterloo Library
200 University Avenue West
Waterloo, Ontario, Canada N2L 3G1
519 888 4883

All items in UWSpace are protected by copyright, with all rights reserved.

DSpace software

Service outages