Single-channel EEG measurement of engagement in virtual rehabilitation: a validation study

被引:10
|
作者
Rogers, Jeffrey M. [1 ]
Jensen, Jenny [2 ]
Valderrama, Joaquin T. [3 ,4 ,5 ]
Johnstone, Stuart J. [6 ]
Wilson, Peter H. [2 ,7 ]
机构
[1] Univ Sydney, Fac Med & Hlth, Sydney, NSW, Australia
[2] Australian Catholic Univ, Sch Behav & Hlth Sci, 115 Victoria Parade, Melbourne, Vic 3450, Australia
[3] Natl Acoust Labs, Sydney, NSW, Australia
[4] Macquarie Univ, Dept Linguist, Sydney, NSW, Australia
[5] HEARing CRC, Melbourne, Vic, Australia
[6] Univ Wollongong, Sch Psychol & Brain & Behav Res Inst, Wollongong, NSW, Australia
[7] Australian Catholic Univ, Ctr Disabil & Dev Res, 115 Victoria Parade, Melbourne, Vic 3450, Australia
关键词
Engagement; Presence; Electroencephalogram; Rehabilitation; Virtual reality; FRONTAL-MIDLINE-THETA; TRAUMATIC BRAIN-INJURY; PATIENT ENGAGEMENT; DELTA/ALPHA RATIO; POSITIVE EMOTION; SPATIAL PRESENCE; MENTAL WORKLOAD; TASK ENGAGEMENT; VIDEO GAMES; REALITY;
D O I
10.1007/s10055-020-00460-8
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Stroke rehabilitation suffers from low levels of patient engagement, impeding recovery. Virtual rehabilitation (VR) approaches can improve patient outcomes; however, there is limited understanding of the participant's user experience and the field lacks a validated, objective measure of VR engagement. A neurophysiological measure of engagement in healthy adults was therefore examined, to inform future clinical studies. Twenty-four participants (M(age)26.7 years, range 18-47) interacted with a tabletop VR system (ElementsDNA, or EDNA), after which they rated their experience on the presence questionnaire (PQ). Separately, participants completed tasks eliciting low (restingeyes-open and -closed) and high (EDNA VR and roller coastersimulation) levels of engagement while continuous electroencephalogram (EEG) was recorded from a single, left pre-frontal electrode. EEG differences between therestingandsimulationconditions included an increase in theta power (p < 0.01) and a decrease in alpha power (p < 0.01). Importantly, theta power insimulationconditions correlated with PQ scores expressing the hands-on EDNA VR experience (r(s) = 0.38-0.48). In conclusion, the current results provide proof of concept that increased frontal theta power in healthy adults provides a valid measure of user engagement in VR simulation and participation. As the practical potential of VR is increasingly realised in stroke rehabilitation, objective EEG-based measures of engagement may provide a convenient and sensitive technique to assist in evaluating these interventions.
引用
收藏
页码:357 / 366
页数:10
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