Communication and control by listening: towards optimal design of a two-class auditory streaming brain-computer interface
Most brain-computer interface (BCI) systems require users to modulate brain signals in response to visual stimuli. Thus, they may not be useful to people with limited vision, such as those with severe paralysis. One important approach for overcoming this issue is auditory streaming, an approach wher...
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doaj-276564dac62b44398dbfab412c82ade32020-11-24T22:54:30ZengFrontiers Media S.A.Frontiers in Neuroscience1662-453X2012-12-01610.3389/fnins.2012.0018133017Communication and control by listening: towards optimal design of a two-class auditory streaming brain-computer interfaceN. Jeremy Hill0Aisha eMoinuddin1Aisha eMoinuddin2Stephan eKienzle3Stephan eKienzle4Ann-Katrin eHäuser5Ann-Katrin eHäuser6Gerwin eSchalk7Gerwin eSchalk8Gerwin eSchalk9Gerwin eSchalk10Gerwin eSchalk11Gerwin eSchalk12Wadsworth Center, New York State Department of HealthWadsworth Center, New York State Department of HealthUniversity of MichiganWadsworth Center, New York State Department of HealthBriarcliff High SchoolWadsworth Center, New York State Department of HealthUniversity of OsnabrückWadsworth Center, New York State Department of HealthAlbany Medical CollegeWashington University in St. LouisRensselaer Polytechnic InstituteState University of New York at AlbanyUniversity of Texas at El PasoMost brain-computer interface (BCI) systems require users to modulate brain signals in response to visual stimuli. Thus, they may not be useful to people with limited vision, such as those with severe paralysis. One important approach for overcoming this issue is auditory streaming, an approach whereby a BCI system is driven by shifts of attention between two dichotically presented auditory stimulus streams. Motivated by the long-term goal of translating such a system into a reliable, simple yes-no interface for clinical usage, we aim to answer two main questions. First, we asked which of two previously-published variants provides superior performance: a fixed-phase (FP) design in which the streams have equal period and opposite phase, or a drifting-phase (DP) design where the periods are unequal. We found FP to be superior to DP (p = 0.002): average performance levels were 80% and 72% correct, respectively. We were also able to show, in a pilot with one subject, that auditory streaming can support continuous control and neurofeedback applications: by shifting attention between ongoing left and right auditory streams, the subject was able to control the position of a paddle in a computer game. Second, we examined whether the system is dependent on eye movements, since it is known that eye movements and auditory attention may influence each other, and any dependence on the ability to move one’s eyes would be a barrier to translation to paralyzed users. We discovered that, despite instructions, some subjects did make eye movements that were indicative of the direction of attention. However, there was no correlation, across subjects, between the reliability of the eye movement signal and the reliability of the BCI system, indicating that our system was configured to work independently of eye movement. Together, these findings are an encouraging step forward toward BCIs that provide practical communication and control options for the most severely paralyzed users.http://journal.frontiersin.org/Journal/10.3389/fnins.2012.00181/fullAuditory Attentionauditory event-related potentials (ERP)brain-computer interface (BCI)dichotic listeningN1 potentialP3 potential |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
N. Jeremy Hill Aisha eMoinuddin Aisha eMoinuddin Stephan eKienzle Stephan eKienzle Ann-Katrin eHäuser Ann-Katrin eHäuser Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk |
spellingShingle |
N. Jeremy Hill Aisha eMoinuddin Aisha eMoinuddin Stephan eKienzle Stephan eKienzle Ann-Katrin eHäuser Ann-Katrin eHäuser Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Communication and control by listening: towards optimal design of a two-class auditory streaming brain-computer interface Frontiers in Neuroscience Auditory Attention auditory event-related potentials (ERP) brain-computer interface (BCI) dichotic listening N1 potential P3 potential |
author_facet |
N. Jeremy Hill Aisha eMoinuddin Aisha eMoinuddin Stephan eKienzle Stephan eKienzle Ann-Katrin eHäuser Ann-Katrin eHäuser Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk Gerwin eSchalk |
author_sort |
N. Jeremy Hill |
title |
Communication and control by listening: towards optimal design of a two-class auditory streaming brain-computer interface |
title_short |
Communication and control by listening: towards optimal design of a two-class auditory streaming brain-computer interface |
title_full |
Communication and control by listening: towards optimal design of a two-class auditory streaming brain-computer interface |
title_fullStr |
Communication and control by listening: towards optimal design of a two-class auditory streaming brain-computer interface |
title_full_unstemmed |
Communication and control by listening: towards optimal design of a two-class auditory streaming brain-computer interface |
title_sort |
communication and control by listening: towards optimal design of a two-class auditory streaming brain-computer interface |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Neuroscience |
issn |
1662-453X |
publishDate |
2012-12-01 |
description |
Most brain-computer interface (BCI) systems require users to modulate brain signals in response to visual stimuli. Thus, they may not be useful to people with limited vision, such as those with severe paralysis. One important approach for overcoming this issue is auditory streaming, an approach whereby a BCI system is driven by shifts of attention between two dichotically presented auditory stimulus streams. Motivated by the long-term goal of translating such a system into a reliable, simple yes-no interface for clinical usage, we aim to answer two main questions. First, we asked which of two previously-published variants provides superior performance: a fixed-phase (FP) design in which the streams have equal period and opposite phase, or a drifting-phase (DP) design where the periods are unequal. We found FP to be superior to DP (p = 0.002): average performance levels were 80% and 72% correct, respectively. We were also able to show, in a pilot with one subject, that auditory streaming can support continuous control and neurofeedback applications: by shifting attention between ongoing left and right auditory streams, the subject was able to control the position of a paddle in a computer game. Second, we examined whether the system is dependent on eye movements, since it is known that eye movements and auditory attention may influence each other, and any dependence on the ability to move one’s eyes would be a barrier to translation to paralyzed users. We discovered that, despite instructions, some subjects did make eye movements that were indicative of the direction of attention. However, there was no correlation, across subjects, between the reliability of the eye movement signal and the reliability of the BCI system, indicating that our system was configured to work independently of eye movement. Together, these findings are an encouraging step forward toward BCIs that provide practical communication and control options for the most severely paralyzed users. |
topic |
Auditory Attention auditory event-related potentials (ERP) brain-computer interface (BCI) dichotic listening N1 potential P3 potential |
url |
http://journal.frontiersin.org/Journal/10.3389/fnins.2012.00181/full |
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