Development and Evaluation of an Ambulatory Stress Monitor Based on Wearable Sensors

被引:133
|
作者
Choi, Jongyoon [1 ]
Ahmed, Beena [2 ]
Gutierrez-Osuna, Ricardo [1 ]
机构
[1] Texas A&M Univ, Dept Comp Sci & Engn, College Stn, TX 77843 USA
[2] Texas A&M Univ Qatar, Dept Elect & Comp Engn, Doha, Qatar
基金
新加坡国家研究基金会; 美国国家科学基金会;
关键词
Electrodermal activity; heart rate variability; mental stress; wearable sensors; SKIN-CONDUCTANCE; INTELLIGENT; RESPONSES; EMOTION; SYSTEM; SPACE;
D O I
10.1109/TITB.2011.2169804
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Chronic stress is endemic to modern society. However, as it is unfeasible for physicians to continuously monitor stress levels, its diagnosis is nontrivial. Wireless body sensor networks offer opportunities to ubiquitously detect and monitor mental stress levels, enabling improved diagnosis, and early treatment. This article describes the development of a wearable sensor platform to monitor a number of physiological correlates of mental stress. We discuss tradeoffs in both system design and sensor selection to balance information content and wearability. Using experimental signals collected from the wearable sensor, we describe a selected number of physiological features that show good correlation with mental stress. In particular, we propose a new spectral feature that estimates the balance of the autonomic nervous system by combining information from the power spectral density of respiration and heart rate variability. We validate the effectiveness of our approach on a binary discrimination problem when subjects are placed under two psychophysiological conditions: mental stress and relaxation. When used in a logistic regression model, our feature set is able to discriminate between these two mental states with a success rate of 81% across subjects.
引用
收藏
页码:279 / 286
页数:8
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