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Research Article

Regulation of arousal via online neurofeedback improves human performance in a demanding sensory-motor task

Josef Faller, Jennifer Cummings, Sameer Saproo, and View ORCID ProfilePaul Sajda
  1. aDepartment of Biomedical Engineering, Columbia University, New York, NY 10027;
  2. bData Science Institute, Columbia University, New York, NY 10027

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PNAS March 26, 2019 116 (13) 6482-6490; first published March 12, 2019; https://doi.org/10.1073/pnas.1817207116
Josef Faller
aDepartment of Biomedical Engineering, Columbia University, New York, NY 10027;
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  • For correspondence: josef.faller@gmail.com psajda@columbia.edu
Jennifer Cummings
aDepartment of Biomedical Engineering, Columbia University, New York, NY 10027;
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Sameer Saproo
aDepartment of Biomedical Engineering, Columbia University, New York, NY 10027;
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Paul Sajda
aDepartment of Biomedical Engineering, Columbia University, New York, NY 10027;
bData Science Institute, Columbia University, New York, NY 10027
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  • ORCID record for Paul Sajda
  • For correspondence: josef.faller@gmail.com psajda@columbia.edu
  1. Edited by Richard M. Shiffrin, Indiana University, Bloomington, IN, and approved February 19, 2019 (received for review October 6, 2018)

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Significance

Our ability to make optimal decisions, judgments, and actions in real-world dynamic environments depends on our state of arousal. We show that we can use electroencephalography-based feedback to shift an individual’s arousal so that their task performance increases significantly. This work demonstrates a closed-loop brain–computer interface for dynamically shifting arousal to affect online task performance in accordance with the Yerkes and Dodson law. The approach is potentially applicable to different task domains and/or for clinical applications that utilize self-regulation as a targeted treatment, such as in mental illness.

Abstract

Our state of arousal can significantly affect our ability to make optimal decisions, judgments, and actions in real-world dynamic environments. The Yerkes–Dodson law, which posits an inverse-U relationship between arousal and task performance, suggests that there is a state of arousal that is optimal for behavioral performance in a given task. Here we show that we can use online neurofeedback to shift an individual’s arousal from the right side of the Yerkes–Dodson curve to the left toward a state of improved performance. Specifically, we use a brain–computer interface (BCI) that uses information in the EEG to generate a neurofeedback signal that dynamically adjusts an individual’s arousal state when they are engaged in a boundary-avoidance task (BAT). The BAT is a demanding sensory-motor task paradigm that we implement as an aerial navigation task in virtual reality and which creates cognitive conditions that escalate arousal and quickly results in task failure (e.g., missing or crashing into the boundary). We demonstrate that task performance, measured as time and distance over which the subject can navigate before failure, is significantly increased when veridical neurofeedback is provided. Simultaneous measurements of pupil dilation and heart-rate variability show that the neurofeedback indeed reduces arousal. Our work demonstrates a BCI system that uses online neurofeedback to shift arousal state and increase task performance in accordance with the Yerkes–Dodson law.

  • neurofeedback
  • Yerkes and Dodson law
  • human performance
  • boundary-avoidance task
  • electroencephalography

Footnotes

  • ↵1To whom correspondence may be addressed. Email: josef.faller{at}gmail.com or psajda{at}columbia.edu.
  • Author contributions: J.F., S.S., and P.S. designed research; J.F. and J.C. performed research; J.F. contributed new reagents/analytic tools; J.F. analyzed data; and J.F. and P.S. wrote the paper.

  • Conflict of interest statement: P.S. is a co-founder of Neuromatters LLC, a company which develops and applies brain computer interface technology for assessment of media and stimuli. None of this work was funded by Neuromatters or used Neuromatters resources. None of what is described in the paper is licensed to Neuromatters or any other company, nor is it being submitted as a patent filing.

  • This article is a PNAS Direct Submission.

  • Data deposition: All data needed to reproduce the findings in this paper are publicly available via IEEE DataPort (dx.doi.org/10.21227/rn3e-bp31).

  • This article contains supporting information online at www.pnas.org/lookup/suppl/doi:10.1073/pnas.1817207116/-/DCSupplemental.

  • Copyright © 2019 the Author(s). Published by PNAS.

This open access article is distributed under Creative Commons Attribution-NonCommercial-NoDerivatives License 4.0 (CC BY-NC-ND).

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Regulation of arousal via online neurofeedback improves human performance in a demanding sensory-motor task
Josef Faller, Jennifer Cummings, Sameer Saproo, Paul Sajda
Proceedings of the National Academy of Sciences Mar 2019, 116 (13) 6482-6490; DOI: 10.1073/pnas.1817207116

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Regulation of arousal via online neurofeedback improves human performance in a demanding sensory-motor task
Josef Faller, Jennifer Cummings, Sameer Saproo, Paul Sajda
Proceedings of the National Academy of Sciences Mar 2019, 116 (13) 6482-6490; DOI: 10.1073/pnas.1817207116
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  • Biological Sciences
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Proceedings of the National Academy of Sciences: 116 (13)
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