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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Main Authors: N. Jeremy Hill, Aisha eMoinuddin, Stephan eKienzle, Ann-Katrin eHäuser, Gerwin eSchalk
Format: Article
Language:English
Published: Frontiers Media S.A. 2012-12-01
Series:Frontiers in Neuroscience
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fnins.2012.00181/full
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spelling 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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