Portable System for Real-Time Detection of Stress Level

被引:53
|
作者
Minguillon, Jesus [1 ,2 ,3 ]
Perez, Eduardo [2 ,3 ]
Angel Lopez-Gordo, Miguel [2 ,3 ,4 ]
Pelayo, Francisco [1 ,2 ]
Jose Sanchez-Carrion, Maria [5 ]
机构
[1] Univ Granada, Dept Comp Architecture & Technol, E-18014 Granada, Spain
[2] Univ Granada, Res Ctr Informat & Commun Technol CITIC, E-18014 Granada, Spain
[3] Univ Granada, Dept Signal Theory Telemat & Commun, E-18014 Granada, Spain
[4] Nicolo Assoc, Churriana De La Vega 18194, Spain
[5] Sch Special Educ San Rafael, Granada 18001, Spain
关键词
stress; biosignal; EEG; ECG; EMG; GSR; real-time; healthcare; e-Health; m-Health; MENTAL STRESS; HEART-RATE; PSYCHOPHYSIOLOGICAL STRESS; EHEALTH INTERVENTIONS; PREDICTION; SENSOR; MODEL;
D O I
10.3390/s18082504
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Currently, mental stress is a major problem in our society. It is related to a wide variety of diseases and is mainly caused by daily-life factors. The use of mobile technology for healthcare purposes has dramatically increased during the last few years. In particular, for out-of-lab stress detection, a considerable number of biosignal-based methods and systems have been proposed. However, these approaches have not matured yet into applications that are reliable and useful enough to significantly improve people's quality of life. Further research is needed. In this paper, we propose a portable system for real-time detection of stress based on multiple biosignals such as electroencephalography, electrocardiography, electromyography, and galvanic skin response. In order to validate our system, we conducted a study using a previously published and well-established methodology. In our study, ten subjects were stressed and then relaxed while their biosignals were simultaneously recorded with the portable system. The results show that our system can classify three levels of stress (stress, relax, and neutral) with a resolution of a few seconds and 86% accuracy. This suggests that the proposed system could have a relevant impact on people's lives. It can be used to prevent stress episodes in many situations of everyday life such as work, school, and home.
引用
收藏
页数:15
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