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Effects of simulated visual acuity and ocular motility impairments on SSVEP brain-computer interface performance: an experiment with Shuffle Speller

机译:模拟视力和眼部运动障碍对SSVEP脑计算机界面性能的影响:Shuffle Speller实验

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摘要

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.
机译:患有严重言语和肢体障碍的个人可能会伴有视力障碍(VAI)或眼动障碍(OMI),从而影响视觉BCI的使用。我们报告了将Shuffle Speller键入界面用于具有模拟VAI,模拟OMI和无损视力的SSVEP BCI复制拼写的情况。为了减轻视觉障碍的影响,我们引入了一种方法,该方法可自适应地选择用户特定的试用长度,以最大程度地提高预期的信息传输率(ITR),该信息传输率已被证明非常接近正确的字母选择率。所有参与者都可以在不受损害的模拟VAI条件下打字,而打字准确性或速度没有明显差异。大多数参与者(37个中的31个)在模拟的OMI条件下无法打字;有些打字机的打字速度较慢,因此可以达到很高的准确性。在未受损和模拟的VAI条件下,报告的工作量和不适感较低,满意度较高。讨论了探索BCI使用中的视觉障碍的含义和未来方向。

著录项

  • 来源
    《Brain-Computer Interfaces》 |2018年第3期|58-72|共15页
  • 作者单位

    Institute on Development & Disability, Oregon Health & Science University, Portland, OR, USA;

    Psychiatry Neuroimaging Laboratory, Brigham and Women's Hospital and Harvard Medical School, Boston, MA, USA,Electrical & Computer Engineering, Northeastern University, Boston, MA, USA;

    Electrical & Computer Engineering, Northeastern University, Boston, MA, USA;

    Center for Spoken Language Understanding, Oregon Health & Science University, Portland, OR, USA;

    Center for Spoken Language Understanding, Oregon Health & Science University, Portland, OR, USA;

    Institute on Development & Disability, Oregon Health & Science University, Portland, OR, USA;

    Institute on Development & Disability, Oregon Health & Science University, Portland, OR, USA;

    Departments of Neurology, Behavioral Neuroscience, and Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA;

    Biostatistics & Design Program, Oregon Health & Science University, Portland, OR, USA;

    Institute on Development & Disability, Oregon Health & Science University, Portland, OR, USA;

    Electrical & Computer Engineering, Northeastern University, Boston, MA, USA;

    Departments of Neurology, Behavioral Neuroscience, and Biomedical Engineering, Oregon Health & Science University, Portland, OR, USA;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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

    机译:脑机接口;诱发的潜力;视觉视力障碍;视力;低;眼动残疾人通讯工具;

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