Steady-state visual evoked potentials and their application to brain-computer interfaces
Norton, James J. S.
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https://hdl.handle.net/2142/99213
Description
Title
Steady-state visual evoked potentials and their application to brain-computer interfaces
Author(s)
Norton, James J. S.
Issue Date
2017-12-03
Director of Research (if dissertation) or Advisor (if thesis)
Bretl, Timothy W.
Doctoral Committee Chair(s)
Bretl, Timothy W.
Committee Member(s)
Federmeier, Kara
Beck, Diane
Do, Minh
Department of Study
Neuroscience Program
Discipline
Neuroscience
Degree Granting Institution
University of Illinois at Urbana-Champaign
Degree Name
Ph.D.
Degree Level
Dissertation
Keyword(s)
BCI, EEG, SSVEP
Abstract
This dissertation presents five contributions to the design of steady-state visual evoked potential (SSVEP)-based brain-computer interfaces (BCIs). First, a new method—based on visual stimulation during sleep—for investigating the neural mechanisms of SSVEPs. Second, a comparison of performance—in terms of accuracy, latency, bitrate, and engagement—between children and adults when using an SSVEP-based BCI. Third, a gel-less epidermal electronic system electrode for use in SSVEP-based BCIs that adheres to the skin through van der Waals forces. Fourth, a potential application for SSVEP-based BCIs in individuals without disabilities. Fifth, an adaptive user interface for SSVEP-based BCI text-entry that nearly doubles the performance of existing systems. Following the description of these contributions, potential directions for future research are also discussed. These contributions each move a step towards the long-term goal of developing SSVEP-based BCIs that are useful outside of the research laboratory for either those with or without disabilities.
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