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

Authors :
Jongyoon Choi
Ricardo Gutierrez-Osuna
Beena Ahmed
Source :
IEEE Transactions on Information Technology in Biomedicine. 16:279-286
Publication Year :
2012
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2012.

Abstract

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.

Details

ISSN :
15580032 and 10897771
Volume :
16
Database :
OpenAIRE
Journal :
IEEE Transactions on Information Technology in Biomedicine
Accession number :
edsair.doi.dedup.....d63ff28518f473e80a5a28790707db77