Systematic Investigation of Optimal Electrode Positions and Re-Referencing Strategies on Ear Biosignals

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3

초록

This study aims to determine the optimal electrode positions and re-referencing strategies for ear biosignals by systematically comparing ear and conventional biosignals. We analysed four physiological signals: electroencephalography (EEG), electromyography (EMG), electrooculography (EOG), and electrocardiography (ECG), with five re-referencing strategies. The signals were recorded from conventional locations and around the ears. Quantitative measures, such as the signal-to-noise ratio, F1 score, and correlation, were employed to identify the optimal electrode positions and re-referencing strategies for each physiological signal type. The optimal ear electrode positions were selected based on their proximity to conventional configurations: the upper part/behind the ear for EEG, the lower part for blink detection and vertical EOG, and the front for clench EMG and horizontal EOG. While no single re-referencing strategy consistently performed best for all physiological signals, we found that (mean-)ipsilateral re-referencing strategies were more suitable for EEG, EMG, blink detection, and vertical EOG, whereas (mean-)contralateral re-referencing strategies were more effective for horizontal EOG and ECG compared to other strategies. The optimal ear electrode positions and re-referencing methods varied slightly across subjects and demonstrated comparable performance to the conventional configurations in terms of quantitative measures. Ear biosignals have the potential for use in developing human-computer interfaces with comparable performance to conventional electrode configuration while being more practical in terms of attachment and detachment. This study provides in-depth insight into the optimal electrode locations and re-referencing strategy for developing ear-biosignal-based human-computer-interface applications.

키워드

Brain-computer interface (BCI); ear biosignals; human-computer interface (HCI); re-referencing strategy; electroencephalography (EEG); electrooculography (EOG); electromyography (EMG); electrocardiography (ECG); RECOGNITION; EEG; CLASSIFICATION
제목
Systematic Investigation of Optimal Electrode Positions and Re-Referencing Strategies on Ear Biosignals
저자
Park, Seonghun; Kim, Seong-Uk; Choi, Soo-In; Hwang, Han-Jeong
DOI
10.1080/10447318.2024.2314347
발행일
2024-02-13
유형
Article; Early Access
저널명
International Journal of Human-Computer Interaction
권
41
호
2
페이지
1323 ~ 1342