Democratizing EEG: Embedding Electroencephalography in a Head-Mounted Display for Ubiquitous Brain-Computer Interfacing

被引:0
|
作者
Niforatos, Evangelos [1 ]
He, Tianhao [1 ]
Vourvopoulos, Athanasios [2 ]
Giannakos, Michail [3 ]
机构
[1] Delft Univ Technol, Dept Sustainable Design Engn, Delft, Netherlands
[2] Univ Lisbon, Inst Syst & Robot ISR Lisboa, Inst Super Tecn IST, Bioengn Dept, Lisbon, Portugal
[3] Norwegian Univ Sci & Technol, Dept Comp Sci, Trondheim, Norway
基金
瑞士国家科学基金会;
关键词
Electroencephalography; head-mounted displays; smart glasses; brain-computer interfaces; neuroergononics; WORKING-MEMORY; PERFORMANCE; ALPHA; OSCILLATIONS; TASK; RECOGNITION; COMPONENTS; ATTENTION; DYNAMICS; INDEXES;
D O I
10.1080/10447318.2024.2388368
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Open hardware and the need for ecologically valid measurements drive the Electroencephalography (EEG) democratization movement-EEG has been steadily transcending the boundaries of clinical research, making its way into interdisciplinary fields. In Human-Computer Interaction (HCI), EEG is used to measure cognitive workload and infer cognitive processes for building cognition-aware systems. We describe and evaluate our BCIglass prototype where EEG electrodes are embedded in the frame of a mainstream Head-Mounted Display (HMD) to create a skull-peripheral topology. We devised a lab study with 34 participants who completed seven established cognitive tasks. Then, we conducted a pilot field study with one participant to test BCIglass in everyday-life settings. Our findings demonstrate that BCIglass captures EEG activity in a manner comparable to a research-grade EEG-cap system. Our topology infers the cognitive task at hand, and the underlying cognitive process(es) by proxy, with an accuracy of similar to 80% and only three electrodes at the skull periphery. Embedding EEG electrodes in lightweight HMDs represents a promising approach in the quest to achieve ubiquitous brain-computer interfacing in real-world settings.
引用
收藏
页数:25
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