Activity awareness can improve continuous stress detection in galvanic skin response
Continuous stress monitoring offers a potential to help understand different mental stress patterns and how clinical intervention could best be applied. One economical way to detect stress is to measure galvanic skin response (GSR) as the electrical conductance of skin varies with physiological arou...
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Institute of Electrical and Electronics Engineers Inc.
2014
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my.utp.eprints.310522022-03-25T08:53:33Z Activity awareness can improve continuous stress detection in galvanic skin response Tang, T.B. Yeo, L.W. Lau, D.J.H. Continuous stress monitoring offers a potential to help understand different mental stress patterns and how clinical intervention could best be applied. One economical way to detect stress is to measure galvanic skin response (GSR) as the electrical conductance of skin varies with physiological arousal. In this work, we studied the effects of different activities (sit, stand and walk) on GSR measurements. We implemented a GSR sensor system and an activity recognition system. We showed that using two accelerometers (at thigh and ankle each) achieved an overall accuracy of 94.7 in activity recognition, an improvement of +27.3 from using single sensor node system. We further demonstrated that the activity information could help improve the sensitivity in stress detection at sitting and standing positions. © 2014 IEEE. Institute of Electrical and Electronics Engineers Inc. 2014 Conference or Workshop Item NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-84931046962&doi=10.1109%2fICSENS.2014.6985421&partnerID=40&md5=a03f9a456571e60d624e8a06f2cc649e Tang, T.B. and Yeo, L.W. and Lau, D.J.H. (2014) Activity awareness can improve continuous stress detection in galvanic skin response. In: UNSPECIFIED. http://eprints.utp.edu.my/31052/ |
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Continuous stress monitoring offers a potential to help understand different mental stress patterns and how clinical intervention could best be applied. One economical way to detect stress is to measure galvanic skin response (GSR) as the electrical conductance of skin varies with physiological arousal. In this work, we studied the effects of different activities (sit, stand and walk) on GSR measurements. We implemented a GSR sensor system and an activity recognition system. We showed that using two accelerometers (at thigh and ankle each) achieved an overall accuracy of 94.7 in activity recognition, an improvement of +27.3 from using single sensor node system. We further demonstrated that the activity information could help improve the sensitivity in stress detection at sitting and standing positions. © 2014 IEEE. |
format |
Conference or Workshop Item |
author |
Tang, T.B. Yeo, L.W. Lau, D.J.H. |
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Tang, T.B. Yeo, L.W. Lau, D.J.H. Activity awareness can improve continuous stress detection in galvanic skin response |
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Tang, T.B. Yeo, L.W. Lau, D.J.H. |
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Tang, T.B. |
title |
Activity awareness can improve continuous stress detection in galvanic skin response |
title_short |
Activity awareness can improve continuous stress detection in galvanic skin response |
title_full |
Activity awareness can improve continuous stress detection in galvanic skin response |
title_fullStr |
Activity awareness can improve continuous stress detection in galvanic skin response |
title_full_unstemmed |
Activity awareness can improve continuous stress detection in galvanic skin response |
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activity awareness can improve continuous stress detection in galvanic skin response |
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Institute of Electrical and Electronics Engineers Inc. |
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2014 |
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https://www.scopus.com/inward/record.uri?eid=2-s2.0-84931046962&doi=10.1109%2fICSENS.2014.6985421&partnerID=40&md5=a03f9a456571e60d624e8a06f2cc649e http://eprints.utp.edu.my/31052/ |
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