Design of a Wearable Eye-Movement Detection System Based on Electrooculography Signals and Its Experimental Validation.


Journal

Biosensors
ISSN: 2079-6374
Titre abrégé: Biosensors (Basel)
Pays: Switzerland
ID NLM: 101609191

Informations de publication

Date de publication:
17 Sep 2021
Historique:
received: 06 07 2021
revised: 10 09 2021
accepted: 14 09 2021
entrez: 25 9 2021
pubmed: 26 9 2021
medline: 5 11 2021
Statut: epublish

Résumé

In the assistive research area, human-computer interface (HCI) technology is used to help people with disabilities by conveying their intentions and thoughts to the outside world. Many HCI systems based on eye movement have been proposed to assist people with disabilities. However, due to the complexity of the necessary algorithms and the difficulty of hardware implementation, there are few general-purpose designs that consider practicality and stability in real life. Therefore, to solve these limitations and problems, an HCI system based on electrooculography (EOG) is proposed in this study. The proposed classification algorithm provides eye-state detection, including the fixation, saccade, and blinking states. Moreover, this algorithm can distinguish among ten kinds of saccade movements (i.e., up, down, left, right, farther left, farther right, up-left, down-left, up-right, and down-right). In addition, we developed an HCI system based on an eye-movement classification algorithm. This system provides an eye-dialing interface that can be used to improve the lives of people with disabilities. The results illustrate the good performance of the proposed classification algorithm. Moreover, the EOG-based system, which can detect ten different eye-movement features, can be utilized in real-life applications.

Identifiants

pubmed: 34562933
pii: bios11090343
doi: 10.3390/bios11090343
pmc: PMC8471050
pii:
doi:

Types de publication

Journal Article

Langues

eng

Sous-ensembles de citation

IM

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Auteurs

Chin-Teng Lin (CT)

Australia Artificial Intelligence Institute, Faculty of Engineering and Information Technology, University of Technology, Sydney, NSW 2007, Australia.

Wei-Ling Jiang (WL)

Institute of Electrical Control Engineering, National Yang Ming Chiao Tung University, Hsinchu 30010, Taiwan.
Brain Research Center, National Yang Ming Chiao Tung University, Hsinchu 30010, Taiwan.

Sheng-Fu Chen (SF)

Institute of Biomedical Engineering and Nanomedicine, National Health Research Institutes, Zhunan Township, Miaoli City 35053, Taiwan.

Kuan-Chih Huang (KC)

Institute of Electrical Control Engineering, National Yang Ming Chiao Tung University, Hsinchu 30010, Taiwan.
Brain Research Center, National Yang Ming Chiao Tung University, Hsinchu 30010, Taiwan.

Lun-De Liao (LD)

Institute of Biomedical Engineering and Nanomedicine, National Health Research Institutes, Zhunan Township, Miaoli City 35053, Taiwan.

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