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 | |
First Author | Liu, Xinyu |
Correspondent Email | c_tong@swu.edu.cn (tong chen) |
Contribution Rank | 4 |
Abstract | 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. |
Keyword | human stress database hyperspectral imaging tissue oxygen saturation human stress classification emotional stress physical stress |
2020-09-01 | |
DOI | 10.3390/e22090962 |
Source Publication | ENTROPY
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Volume | 22Issue:9Pages:22 |
Subtype | 实证研究 |
Indexed By | SCI |
Publisher | MDPI |
WOS Keyword | RECOGNITION ; WORKPLACE ; DISEASE |
WOS Research Area | Physics |
WOS Subject | Physics, Multidisciplinary |
WOS ID | WOS:000579959000001 |
Citation statistics | |
Document Type | 期刊论文 |
Identifier | http://ir.psych.ac.cn/handle/311026/33019 |
Collection | 健康与遗传心理学研究室 |
Corresponding Author | Chen, Tong |
Affiliation | 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 |
Corresponding Author Affilication | Institute of Psychology, Chinese Academy of Sciences |
Recommended Citation 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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File Name/Size | DocType | Version | Access | License | ||
Human Stress and StO(4305KB) | 期刊论文 | 出版稿 | 限制开放 | CC BY-NC-SA | Application Full Text |
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