Forehead EEG in support of Future Feasible Personal Healthcare Solutions: Sleep Management, Headache Prevention, and Depression Treatment

被引:56
作者
Lin, Chin-Teng [1 ]
Chuang, Chun-Hsiang [1 ,2 ]
Cao, Zehong [1 ,2 ]
Singh, Avinash Kumar [1 ,2 ]
Hung, Chih-Sheng [2 ]
Yu, Yi-Hsin [2 ]
Nascimben, Mauro [2 ]
Liu, Yu-Ting [1 ,2 ]
King, Jung-Tai [2 ]
Su, Tung-Ping [3 ,4 ]
Wang, Shuu-Jiun [5 ,6 ,7 ]
机构
[1] Univ Technol Sydney, Fac Engn & Informat Technol, Ctr Artificial Intelligence, Ultimo, NSW 2007, Australia
[2] Natl Chiao Tung Univ, Brain Res Ctr, Hsinchu 300, Taiwan
[3] Natl Yang Ming Univ, Fac Med, Div Psychiat, Taipei 112, Taiwan
[4] Taipei Vet Gen Hosp, Dept Psychiat & Med Res, Taipei 112, Taiwan
[5] Taipei Vet Gen Hosp, Neurol Inst, Taipei 112, Taiwan
[6] Natl Yang Ming Univ, Sch Med, Fac Med, Taipei 112, Taiwan
[7] Natl Yang Ming Univ, Brain Res Ctr, Taipei 112, Taiwan
来源
IEEE ACCESS | 2017年 / 5卷
基金
澳大利亚研究理事会;
关键词
Depression; forehead EEG; healthcare; migraine; sleep; TREATMENT SELECTION; SIGNAL QUALITY; ELECTRODE SET; COMPLEXITY; MIGRAINE; POWER; PREVALENCE; PREDICTION; BIOMARKERS; WIRELESS;
D O I
10.1109/ACCESS.2017.2675884
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
There are current limitations in the recording technologies for measuring EEG activity in clinical and experimental applications. Acquisition systems involving wet electrodes are time-consuming and uncomfortable for the user. Furthermore, dehydration of the gel affects the quality of the acquired data and reliability of long-term monitoring. As a result, dry electrodes may be used to facilitate the transition from neuroscience research or clinical practice to real-life applications. EEG signals can be easily obtained using dry electrodes on the forehead, which provides extensive information concerning various cognitive dysfunctions and disorders. This paper presents the usefulness of the forehead EEG with advanced sensing technology and signal processing algorithms to support people with healthcare needs, such as monitoring sleep, predicting headaches, and treating depression. The proposed system for evaluating sleep quality is capable of identifying five sleep stages to track nightly sleep patterns. Additionally, people with episodic migraines can be notified of an imminent migraine headache hours in advance through monitoring forehead EEG dynamics. The depression treatment screening system can predict the efficacy of rapid antidepressant agents. It is evident that frontal EEG activity is critically involved in sleep management, headache prevention, and depression treatment. The use of dry electrodes on the forehead allows for easy and rapid monitoring on an everyday basis. The advances in EEG recording and analysis ensure a promising future in support of personal healthcare solutions.
引用
收藏
页码:10612 / 10621
页数:10
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