Sleep Onset Detection using the Low-Cost Emotiv EPOC Neuroheadset

Khai, Le Quoc; Thuy, Le Nu Ngoc; Kien, Tran Trung; Anh, Pham Thi Tram; Hang, Nguyen Thi Diem; Linh, Huynh Quang

doi:10.1007/978-981-13-5859-3_111

Cited by 2 publications

(6 citation statements)

References 10 publications

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“…experimental studies aimed to detect drowsy states [16,[75][76][77][78][79]. Such paradigms have been adopted to improve road safety with the creation of early warning systems that alert a driver before an accident can occur [80][81][82][83] artefacts.…”

Section: Experimental Researchmentioning

confidence: 99%

“…For instance, the Emotiv was used in studies examining pilots' reactions to unexpected events [72], reaction time [73], and mental fatigue and alertness [74]. Similarly, many experimental studies aimed to detect drowsy states [16,[75][76][77][78][79]. Such paradigms have been adopted to improve road safety with the creation of early warning systems that alert a driver before an accident can occur [80][81][82][83] artefacts.…”

Section: Experimental Researchmentioning

confidence: 99%

“…The copyright holder for this preprint this version posted December 5, 2022. ; https://doi.org/10.1101/2022.12.04.519056 doi: bioRxiv preprint [15,16], and determine affective states [17][18][19][20]. Scientists increasingly use consumer-grade devices to collect neural data to address a variety of theoretical and practical research questions [2,21,22].…”

Section: Introductionmentioning

confidence: 99%

“…Once synchronised, a human user can configure a BCI to control a multitude of electronic devices including wheelchairs [7], drones [8], smart homes [9][10][11], and web browsers [12]. Clinicians report using the technology to administer neurofeedback therapy [13], facilitate learning [14], assess patient sleep quality [15,16], and determine affective states [17][18][19][20]. Scientists increasingly use consumer-grade devices to collect neural data to address a variety of theoretical and practical research questions [2,21,22].…”

Section: Introductionmentioning

confidence: 99%

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A scoping review on the use of consumer-grade EEG devices for research

Sabio

Williams

McArthur

et al. 2022

Preprint

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BACKGROUND: Commercial electroencephalography (EEG) devices have become increasingly available over the last decade. These devices have been used in a wide variety of fields ranging from engineering to cognitive neuroscience. PURPOSE: The aim of this study was to chart peer-review articles that used currently available consumer-grade EEG devices to collect neural data. We provide an overview of the research conducted with these relatively more affordable and user-friendly devices. We also inform future research by exploring the current and potential scope of consumer-grade EEG. METHODS: We followed a five-stage methodological framework for a scoping review that included a systematic search using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews (PRISMA-ScR) guidelines. We searched the following electronic databases: PsycINFO, MEDLINE, Embase, Web of Science, and IEEE Xplore. We charted study data according to application (BCI, experimental research, validation, signal processing, and clinical) and location of use as indexed by the first author's country. RESULTS: We identified 916 studies that used data recorded with consumer-grade EEG: 531 were reported in journal articles and 385 in conference papers. Emotiv devices were most used, followed by the NeuroSky MindWave, OpenBCI, interaXon Muse, and MyndPlay Mindband. The most common use was for brain-computer interfaces, followed by experimental research, signal processing, validation, and clinical purposes. CONCLUSIONS: Consumer-grade EEG has proven to be a useful tool for neuroscientific research and will likely continue to be used well into the future. Our study provides a comprehensive review of their application, as well as future directions for researchers who wish to use these devices.

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Section: Experimental Researchmentioning

confidence: 99%

Section: Experimental Researchmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

Section: Introductionmentioning

confidence: 99%

See 2 more Smart Citations

A scoping review on the use of consumer-grade EEG devices for research

Sabio

Williams

McArthur

et al. 2022

Preprint

View full text Add to dashboard Cite

show abstract

Section: Introductionmentioning

confidence: 99%

A scoping review on the use of consumer-grade EEG devices for research

Sabio,

Williams,

McArthur

et al. 2024

PLoS ONE

View full text Add to dashboard Cite

Background Commercial electroencephalography (EEG) devices have become increasingly available over the last decade. These devices have been used in a wide variety of fields ranging from engineering to cognitive neuroscience. Purpose The aim of this study was to chart peer-review articles that used consumer-grade EEG devices to collect neural data. We provide an overview of the research conducted with these relatively more affordable and user-friendly devices. We also inform future research by exploring the current and potential scope of consumer-grade EEG. Methods We followed a five-stage methodological framework for a scoping review that included a systematic search using the Preferred Reporting Items for Systematic Reviews and Meta-Analyses Extension for Scoping Reviews (PRISMA-ScR) guidelines. We searched the following online databases: PsycINFO, MEDLINE, Embase, Web of Science, and IEEE Xplore. We charted study data according to application (BCI, experimental research, validation, signal processing, and clinical) and location of use as indexed by the first author’s country. Results We identified 916 studies that used data recorded with consumer-grade EEG: 531 were reported in journal articles and 385 in conference papers. Emotiv devices were used most, followed by the NeuroSky MindWave, OpenBCI, interaXon Muse, and MyndPlay Mindband. The most common usage was for brain-computer interfaces, followed by experimental research, signal processing, validation, and clinical purposes. Conclusions Consumer-grade EEG is a useful tool for neuroscientific research and will likely continue to be used well into the future. Our study provides a comprehensive review of their application, as well as future directions for researchers who plan to use these devices.

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Sleep Onset Detection using the Low-Cost Emotiv EPOC Neuroheadset

Cited by 2 publications

References 10 publications

A scoping review on the use of consumer-grade EEG devices for research

A scoping review on the use of consumer-grade EEG devices for research

A scoping review on the use of consumer-grade EEG devices for research

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