The impact of virtual agents’ multimodal communication on brain activity and cognitive load in Virtual Reality

Related research has shown that collaborating with Intelligent Virtual Agents (IVAs) embodied in Augmented Reality (AR) or Virtual Reality (VR) can improve task performance and reduce task load. Human cognition and behaviors are controlled by brain activities, which can be captured and reflected by...

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Published inFrontiers in virtual reality Vol. 3
Main Authors Chang, Zhuang, Bai, Huidong, Zhang, Li, Gupta, Kunal, He, Weiping, Billinghurst, Mark
Format Journal Article
LanguageEnglish
Published Frontiers Media S.A 29.11.2022
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Abstract Related research has shown that collaborating with Intelligent Virtual Agents (IVAs) embodied in Augmented Reality (AR) or Virtual Reality (VR) can improve task performance and reduce task load. Human cognition and behaviors are controlled by brain activities, which can be captured and reflected by Electroencephalogram (EEG) signals. However, little research has been done to understand users’ cognition and behaviors using EEG while interacting with IVAs embodied in AR and VR environments. In this paper, we investigate the impact of the virtual agent’s multimodal communication in VR on users’ EEG signals as measured by alpha band power. We develop a desert survival game where the participants make decisions collaboratively with the virtual agent in VR. We evaluate three different communication methods based on a within-subject pilot study: 1) a Voice-only Agent, 2) an Embodied Agent with speech and gaze, and 3) a Gestural Agent with a gesture pointing at the object while talking about it. No significant difference was found in the EEG alpha band power. However, the alpha band ERD/ERS calculated around the moment when the virtual agent started speaking indicated providing a virtual body for the sudden speech could avoid the abrupt attentional demand when the agent started speaking. Moreover, a sudden gesture coupled with the speech induced more attentional demands, even though the speech was matched with the virtual body. This work is the first to explore the impact of IVAs’ interaction methods in VR on users’ brain activity, and our findings contribute to the IVAs interaction design.
AbstractList Related research has shown that collaborating with Intelligent Virtual Agents (IVAs) embodied in Augmented Reality (AR) or Virtual Reality (VR) can improve task performance and reduce task load. Human cognition and behaviors are controlled by brain activities, which can be captured and reflected by Electroencephalogram (EEG) signals. However, little research has been done to understand users’ cognition and behaviors using EEG while interacting with IVAs embodied in AR and VR environments. In this paper, we investigate the impact of the virtual agent’s multimodal communication in VR on users’ EEG signals as measured by alpha band power. We develop a desert survival game where the participants make decisions collaboratively with the virtual agent in VR. We evaluate three different communication methods based on a within-subject pilot study: 1) a Voice-only Agent, 2) an Embodied Agent with speech and gaze, and 3) a Gestural Agent with a gesture pointing at the object while talking about it. No significant difference was found in the EEG alpha band power. However, the alpha band ERD/ERS calculated around the moment when the virtual agent started speaking indicated providing a virtual body for the sudden speech could avoid the abrupt attentional demand when the agent started speaking. Moreover, a sudden gesture coupled with the speech induced more attentional demands, even though the speech was matched with the virtual body. This work is the first to explore the impact of IVAs’ interaction methods in VR on users’ brain activity, and our findings contribute to the IVAs interaction design.
Author Chang, Zhuang
Bai, Huidong
Gupta, Kunal
He, Weiping
Billinghurst, Mark
Zhang, Li
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Cites_doi 10.1207/s15326985ep3801_1
10.1080/14639220210159717
10.1016/s0167-8760(97)00773-3
10.1109/mc.2008.410
10.1023/a:1022193728205
10.1016/j.chb.2010.05.031
10.1371/journal.pone.0216290
10.1207/s15516709cog1202_4
10.1016/j.conb.2004.03.012
10.1016/j.ijhcs.2010.10.001
10.1016/j.neuropsychologia.2018.04.025
10.1080/10447318.2021.1898851
10.3389/fpsyg.2020.554706
10.1146/annurev.neuro.24.1.167
10.1111/1467-9280.00118
10.1038/srep15924
10.1016/j.neubiorev.2012.12.002
10.1007/978-3-030-04110-6_1
10.1016/s1388-2457(00)00527-7
10.1100/tsw.2009.83
10.3389/frobt.2021.634520
10.1016/j.neuron.2007.10.012
10.1007/s10458-015-9286-4
10.1073/pnas.92.18.8135
10.1016/j.neulet.2003.09.044
10.1016/s0167-8760(96)00053-0
10.1016/s0165-0173(98)00056-3
10.1109/taffc.2016.2582490
10.1007/s10648-010-9130-y
10.1023/b:truc.0000021806.17516.d0
10.1016/j.procs.2016.04.068
10.3389/frvir.2021.697367
10.1006/smns.1996.0007
10.1007/978-1-4613-0259-9_1
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References Klimesch (B26) 1997; 26
Wang (B56) 2019
Hantono (B15) 2016
Ramchurn (B45) 2016; 30
Hart (B17) 1988
Holz (B20) 2011; 69
Miller (B35) 2019; 14
Freeman (B8) 2002
Kim (B23) 2018
Kumar (B28) 2016; 84
Paas (B43) 2004; 32
Buckner (B3) 1996; 8
Mustafa (B36) 2017
Stipacek (B48) 2003; 353
Dey (B5) 2019
Sweller (B50) 1998; 10
Behrmann (B2) 2004; 14
de Melo (B4) 2020; 11
Kim (B24) 2020
Jing (B21) 2021; 2
Norouzi (B37) 2018
Fink (B6) 2014; 44
Luck (B32) 2014
Norouzi (B39) 2020
Wandell (B54) 2007; 56
Oostenveld (B40) 2001; 112
Gevins (B10) 2003; 4
Malach (B33) 1995; 92
Gupta (B12) 2020
Paas (B42)
Suzuki (B49) 2015; 5
Haesler (B13) 2018
Wang (B55) 2021; 37
Klimesch (B25) 1992; 6
Holm (B19) 2009; 9
Miller (B34) 2001; 24
Fink (B7) 2018; 114
Gupta (B11) 2019
Norouzi (B38) 2019
Paas (B41); 38
Hanna (B14) 2016
Lang (B29) 1988; 6
Teplan (B52) 2002; 2
Hollender (B18) 2010; 26
Antonenko (B1) 2010; 22
Gerry (B9) 2018
Klimesch (B27) 1999; 29
Lécuyer (B30) 2008; 41
Sweller (B51) 1988; 12
Li (B31) 2018
Zijlstra (B59) 1985
Harmony (B16) 1996; 24
Kevin (B22) 2018
Waltz (B53) 1999; 10
Zhang (B58) 2017; 8
Reinhardt (B46) 2020
Sauro (B47) 2009
Ye (B57) 2021
Pimentel (B44) 2021; 8
References_xml – volume-title: The construction of a scale to measure perceived effort
  year: 1985
  ident: B59
– volume: 38
  start-page: 1
  ident: B41
  article-title: Cognitive load theory and instructional design: Recent developments
  publication-title: Educ. Psychol.
  doi: 10.1207/s15326985ep3801_1
– volume: 4
  start-page: 113
  year: 2003
  ident: B10
  article-title: Neurophysiological measures of cognitive workload during human-computer interaction
  publication-title: Theor. Issues Ergon. Sci.
  doi: 10.1080/14639220210159717
– volume-title: Human-agent teamwork in collaborative virtual environments
  year: 2016
  ident: B14
– start-page: 63
  volume-title: Educational psychologist
  ident: B42
  article-title: Cognitive load measurement as a means to advance cognitive load theory
– volume: 26
  start-page: 319
  year: 1997
  ident: B26
  article-title: Eeg-alpha rhythms and memory processes
  publication-title: Int. J. Psychophysiol.
  doi: 10.1016/s0167-8760(97)00773-3
– volume: 41
  start-page: 66
  year: 2008
  ident: B30
  article-title: Brain-computer interfaces, virtual reality, and videogames
  publication-title: Computer
  doi: 10.1109/mc.2008.410
– volume: 10
  start-page: 251
  year: 1998
  ident: B50
  article-title: Cognitive architecture and instructional design
  publication-title: Educ. Psychol. Rev.
  doi: 10.1023/a:1022193728205
– start-page: 756
  year: 2020
  ident: B12
  article-title: Measuring human trust in a virtual assistant using physiological sensing in virtual reality
– volume: 26
  start-page: 1278
  year: 2010
  ident: B18
  article-title: Integrating cognitive load theory and concepts of human–computer interaction
  publication-title: Comput. Hum. Behav.
  doi: 10.1016/j.chb.2010.05.031
– volume: 14
  start-page: e0216290
  year: 2019
  ident: B35
  article-title: Social interaction in augmented reality
  publication-title: PloS one
  doi: 10.1371/journal.pone.0216290
– volume: 12
  start-page: 257
  year: 1988
  ident: B51
  article-title: Cognitive load during problem solving: Effects on learning
  publication-title: Cognitive Sci.
  doi: 10.1207/s15516709cog1202_4
– start-page: 150
  year: 2016
  ident: B15
  article-title: Review of augmented reality agent in education
– volume: 14
  start-page: 212
  year: 2004
  ident: B2
  article-title: Parietal cortex and attention
  publication-title: Curr. Opin. Neurobiol.
  doi: 10.1016/j.conb.2004.03.012
– volume: 69
  start-page: 251
  year: 2011
  ident: B20
  article-title: Mira—mixed reality agents
  publication-title: Int. J. Human-comput. Stud.
  doi: 10.1016/j.ijhcs.2010.10.001
– volume: 114
  start-page: 118
  year: 2018
  ident: B7
  article-title: Eeg alpha activity during imagining creative moves in soccer decision-making situations
  publication-title: Neuropsychologia
  doi: 10.1016/j.neuropsychologia.2018.04.025
– volume: 37
  start-page: 1648
  year: 2021
  ident: B55
  article-title: Examining the use of nonverbal communication in virtual agents
  publication-title: Int. J. Human–Computer. Interact.
  doi: 10.1080/10447318.2021.1898851
– volume: 11
  start-page: 554706
  year: 2020
  ident: B4
  article-title: Reducing cognitive load and improving warfighter problem solving with intelligent virtual assistants
  publication-title: Front. Psychol.
  doi: 10.3389/fpsyg.2020.554706
– volume: 24
  start-page: 167
  year: 2001
  ident: B34
  article-title: An integrative theory of prefrontal cortex function
  publication-title: Annu. Rev. Neurosci.
  doi: 10.1146/annurev.neuro.24.1.167
– volume: 10
  start-page: 119
  year: 1999
  ident: B53
  article-title: A system for relational reasoning in human prefrontal cortex
  publication-title: Psychol. Sci.
  doi: 10.1111/1467-9280.00118
– start-page: 1
  year: 2019
  ident: B56
  article-title: Exploring virtual agents for augmented reality
– volume: 5
  start-page: 15924
  year: 2015
  ident: B49
  article-title: Measuring empathy for human and robot hand pain using electroencephalography
  publication-title: Sci. Rep.
  doi: 10.1038/srep15924
– volume: 44
  start-page: 111
  year: 2014
  ident: B6
  article-title: Eeg alpha power and creative ideation
  publication-title: Neurosci. Biobehav. Rev.
  doi: 10.1016/j.neubiorev.2012.12.002
– volume-title: An introduction to the event-related potential technique
  year: 2014
  ident: B32
– start-page: 17
  year: 2018
  ident: B37
  article-title: A systematic survey of 15 years of user studies published in the intelligent virtual agents conference
– volume: 6
  start-page: 295
  year: 1988
  ident: B29
  article-title: Event-related eeg-spectra in a concept formation task
  publication-title: Hum. Neurobiol.
– start-page: 1
  volume-title: Artificial intelligence in IoT
  year: 2019
  ident: B38
  article-title: A systematic review of the convergence of augmented reality, intelligent virtual agents, and the internet of things
  doi: 10.1007/978-3-030-04110-6_1
– start-page: 529
  year: 2020
  ident: B24
  article-title: Reducing task load with an embodied intelligent virtual assistant for improved performance in collaborative decision making
– start-page: 299
  year: 2020
  ident: B46
  article-title: Embedding conversational agents into ar: Invisible or with a realistic human body?
– start-page: 1
  year: 2019
  ident: B11
  article-title: In ai we trust: Investigating the relationship between biosignals, trust and cognitive load in vr
– volume: 112
  start-page: 713
  year: 2001
  ident: B40
  article-title: The five percent electrode system for high-resolution eeg and erp measurements
  publication-title: Clin. Neurophysiol.
  doi: 10.1016/s1388-2457(00)00527-7
– volume: 9
  start-page: 639
  year: 2009
  ident: B19
  article-title: Estimating brain load from the eeg
  publication-title: Sci. World J.
  doi: 10.1100/tsw.2009.83
– volume: 8
  start-page: 634520
  year: 2021
  ident: B44
  article-title: Copresence with virtual humans in mixed reality: The impact of contextual responsiveness on social perceptions
  publication-title: Front. Robot. AI
  doi: 10.3389/frobt.2021.634520
– volume: 56
  start-page: 366
  year: 2007
  ident: B54
  article-title: Visual field maps in human cortex
  publication-title: Neuron
  doi: 10.1016/j.neuron.2007.10.012
– volume: 30
  start-page: 82
  year: 2016
  ident: B45
  article-title: Human–agent collaboration for disaster response
  publication-title: Auton. Agent. Multi. Agent. Syst.
  doi: 10.1007/s10458-015-9286-4
– start-page: 101
  year: 2020
  ident: B39
  article-title: A systematic literature review of embodied augmented reality agents in head-mounted display environments
– start-page: 105
  year: 2018
  ident: B23
  article-title: Does a digital assistant need a body? the influence of visual embodiment and social behavior on the perception of intelligent virtual agents in ar
– volume: 2
  start-page: 1
  year: 2002
  ident: B52
  article-title: Fundamentals of eeg measurement
  publication-title: Meas. Sci. Rev.
– volume: 6
  start-page: 185
  year: 1992
  ident: B25
  article-title: Pre-and post-stimulus processes in category judgement tasks as measured by event-related desynchronization (erd)
  publication-title: J. Psychophysiol.
– start-page: 1
  year: 2018
  ident: B9
  article-title: Levity: A virtual reality system that responds to cognitive load
– volume: 92
  start-page: 8135
  year: 1995
  ident: B33
  article-title: Object-related activity revealed by functional magnetic resonance imaging in human occipital cortex
  publication-title: Proc. Natl. Acad. Sci. U. S. A.
  doi: 10.1073/pnas.92.18.8135
– volume: 353
  start-page: 193
  year: 2003
  ident: B48
  article-title: Sensitivity of human eeg alpha band desynchronization to different working memory components and increasing levels of memory load
  publication-title: Neurosci. Lett.
  doi: 10.1016/j.neulet.2003.09.044
– start-page: 220
  year: 2019
  ident: B5
  article-title: Exploration of an eeg-based cognitively adaptive training system in virtual reality
– start-page: 139
  volume-title: Advances in psychology
  year: 1988
  ident: B17
  article-title: Development of nasa-tlx (task load index): Results of empirical and theoretical research
– start-page: 5098
  year: 2017
  ident: B36
  article-title: How human am i? eeg-based evaluation of virtual characters
– start-page: 204
  year: 2018
  ident: B13
  article-title: Seeing is believing: improving the perceived trust in visually embodied alexa in augmented reality
– volume: 24
  start-page: 161
  year: 1996
  ident: B16
  article-title: Eeg delta activity: an indicator of attention to internal processing during performance of mental tasks
  publication-title: Int. J. Psychophysiol.
  doi: 10.1016/s0167-8760(96)00053-0
– start-page: 239
  year: 2021
  ident: B57
  article-title: Paval: Position-aware virtual agent locomotion for assisted virtual reality navigation
– volume: 29
  start-page: 169
  year: 1999
  ident: B27
  article-title: Eeg alpha and theta oscillations reflect cognitive and memory performance: a review and analysis
  publication-title: Brain Res. Rev.
  doi: 10.1016/s0165-0173(98)00056-3
– start-page: 191
  year: 2018
  ident: B31
  article-title: Effects of posture and embodiment on social distance in human-agent interaction in mixed reality
– volume: 8
  start-page: 176
  year: 2017
  ident: B58
  article-title: Cognitive load measurement in a virtual reality-based driving system for autism intervention
  publication-title: IEEE Trans. Affect. Comput.
  doi: 10.1109/taffc.2016.2582490
– volume: 22
  start-page: 425
  year: 2010
  ident: B1
  article-title: Using electroencephalography to measure cognitive load
  publication-title: Educ. Psychol. Rev.
  doi: 10.1007/s10648-010-9130-y
– volume: 32
  start-page: 1
  year: 2004
  ident: B43
  article-title: Cognitive load theory: Instructional implications of the interaction between information structures and cognitive architecture
  publication-title: Instr. Sci.
  doi: 10.1023/b:truc.0000021806.17516.d0
– volume: 84
  start-page: 70
  year: 2016
  ident: B28
  article-title: Measurement of cognitive load in hci systems using eeg power spectrum: an experimental study
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2016.04.068
– volume: 2
  start-page: 79
  year: 2021
  ident: B21
  article-title: Eye see what you see: Exploring how bi-directional augmented reality gaze visualisation influences co-located symmetric collaboration
  publication-title: Front. Virtual Real.
  doi: 10.3389/frvir.2021.697367
– volume: 8
  start-page: 47
  year: 1996
  ident: B3
  article-title: What does neuroimaging tell us about the role of prefrontal cortex in memory retrieval?
  publication-title: Semin. Neurosci.
  doi: 10.1006/smns.1996.0007
– start-page: 1
  volume-title: Biocomputing
  year: 2002
  ident: B8
  article-title: Making sense of brain waves: the most baffling frontier in neuroscience
  doi: 10.1007/978-1-4613-0259-9_1
– start-page: 1599
  year: 2009
  ident: B47
  article-title: Comparison of three one-question, post-task usability questionnaires
– start-page: 1
  year: 2018
  ident: B22
  article-title: Virtual gaze: exploring use of gaze as rich interaction method with virtual agent in interactive virtual reality content
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Snippet Related research has shown that collaborating with Intelligent Virtual Agents (IVAs) embodied in Augmented Reality (AR) or Virtual Reality (VR) can improve...
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SubjectTerms cognitive load
EEG
intelligent virtual agents
multimodal communication
Virtual Reality
Title The impact of virtual agents’ multimodal communication on brain activity and cognitive load in Virtual Reality
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