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Human Stress and StO2: Database, Features, and Classification of Emotional and Physical Stress
Liu, Xinyu1,2; Shan, Yuhao1,2; Peng, Min1,2; Chen, Huanyu1,2; Chen, Tong1,2,3,4
第一作者Liu, Xinyu
通讯作者邮箱c_tong@swu.edu.cn (tong chen)
心理所单位排序4
摘要

Emotional and physical stress can cause various health problems. In this paper, we used tissue blood oxygen saturation (StO2), a newly proposed physiological signal, to classify the human stress. We firstly constructed a public StO2 database including 42 volunteers subjected to two types of stress. During the physical stress experiment, we observed that the facial StO2 right after the stress can be either increased or decreased comparing to the baseline. We investigated the StO2 feature combinations for the classification and found that the average StO2 values from left cheek, chin, and the middle of the eyebrow can provide the highest classification rate of 95.56%. Comparison with other stress classification method shows that StO2 based method can provide best classification performance with lowest feature dimension. These results suggest that facial StO2 can be used as a promising features to identify stress states, including emotional and physical stress.

关键词human stress database hyperspectral imaging tissue oxygen saturation human stress classification emotional stress physical stress
2020-09-01
DOI10.3390/e22090962
发表期刊ENTROPY
卷号22期号:9页码:22
期刊论文类型实证研究
收录类别SCI
出版者MDPI
WOS关键词RECOGNITION ; WORKPLACE ; DISEASE
WOS研究方向Physics
WOS类目Physics, Multidisciplinary
WOS记录号WOS:000579959000001
引用统计
被引频次:4[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.psych.ac.cn/handle/311026/33019
专题健康与遗传心理学研究室
通讯作者Chen, Tong
作者单位1.Southwest Univ, Chongqing Key Lab Nonlinear Circuit & Intelligent, Chongqing 400715, Peoples R China
2.Southwest Univ, Sch Elect & Informat Engn, Chongqing 400715, Peoples R China
3.Minist Educ, Key Lab Cognit & Personal SWU, Chongqing 400715, Peoples R China
4.Chinese Acad Sci, Inst Psychol, Beijing 100101, Peoples R China
通讯作者单位中国科学院心理研究所
推荐引用方式
GB/T 7714
Liu, Xinyu,Shan, Yuhao,Peng, Min,et al. Human Stress and StO2: Database, Features, and Classification of Emotional and Physical Stress[J]. ENTROPY,2020,22(9):22.
APA Liu, Xinyu,Shan, Yuhao,Peng, Min,Chen, Huanyu,&Chen, Tong.(2020).Human Stress and StO2: Database, Features, and Classification of Emotional and Physical Stress.ENTROPY,22(9),22.
MLA Liu, Xinyu,et al."Human Stress and StO2: Database, Features, and Classification of Emotional and Physical Stress".ENTROPY 22.9(2020):22.
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