Effects of simulated visual acuity and ocular motility impairments on SSVEP brain-computer interface performance

an experiment with Shuffle Speller

Betts Peters, Matt Higger, Fernando Quivira, Steven Bedrick, Shiran Dudy, Brandon Eddy, Michelle Kinsella, Tab Memmott, Jack Wiedrick, Melanie Fried-Oken, Deniz Erdogmus, Barry Oken

Research output: Contribution to journalArticle

Abstract

Individuals with severe speech and physical impairments may have concomitant visual acuity impairments (VAI) or ocular motility impairments (OMI) impacting visual BCI use. We report on use of the Shuffle Speller typing interface for SSVEP BCI copy-spelling with simulated VAI, simulated OMI, and unimpaired vision. To mitigate the effects of visual impairments, we introduce a method that adaptively selects user-specific trial lengths to maximize expected information transfer rate (ITR), which is shown to closely approximate correct letter selection rate. All participants could type under the unimpaired and simulated VAI conditions, without significant differences in typing accuracy or speed. Most participants (31 of 37) could not type under the simulated OMI condition; some achieved high accuracy with slower typing speeds. Reported workload and discomfort were low, and satisfaction high, under the unimpaired and simulated VAI conditions. Implications and future directions for exploration of visual impairment in BCI use are discussed.

Original languageEnglish (US)
Pages (from-to)58-72
Number of pages15
JournalBrain-Computer Interfaces
Volume5
Issue number2-3
DOIs
StatePublished - Jul 3 2018

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Brain-Computer Interfaces
Brain computer interface
Vision Disorders
Visual Acuity
Experiments
Workload

Keywords

  • Brain-computer interfaces
  • communication aids for disabled
  • evoked potentials
  • eye movements
  • low
  • vision
  • vision disorders
  • visual

ASJC Scopus subject areas

  • Human-Computer Interaction
  • Behavioral Neuroscience
  • Biomedical Engineering
  • Electrical and Electronic Engineering

Cite this

Effects of simulated visual acuity and ocular motility impairments on SSVEP brain-computer interface performance : an experiment with Shuffle Speller. / Peters, Betts; Higger, Matt; Quivira, Fernando; Bedrick, Steven; Dudy, Shiran; Eddy, Brandon; Kinsella, Michelle; Memmott, Tab; Wiedrick, Jack; Fried-Oken, Melanie; Erdogmus, Deniz; Oken, Barry.

In: Brain-Computer Interfaces, Vol. 5, No. 2-3, 03.07.2018, p. 58-72.

Research output: Contribution to journalArticle

Peters, Betts ; Higger, Matt ; Quivira, Fernando ; Bedrick, Steven ; Dudy, Shiran ; Eddy, Brandon ; Kinsella, Michelle ; Memmott, Tab ; Wiedrick, Jack ; Fried-Oken, Melanie ; Erdogmus, Deniz ; Oken, Barry. / Effects of simulated visual acuity and ocular motility impairments on SSVEP brain-computer interface performance : an experiment with Shuffle Speller. In: Brain-Computer Interfaces. 2018 ; Vol. 5, No. 2-3. pp. 58-72.
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