TY - JOUR
T1 - A method to extract signals related to fatigue during visual display terminal (VDT) operation using independent component analysis
AU - Hachiya, Yuriko
AU - Izumi, Hiroyuki
AU - Ogai, Harutoshi
AU - Mori, Koji
N1 - Copyright:
Copyright 2017 Elsevier B.V., All rights reserved.
PY - 2009/9
Y1 - 2009/9
N2 - With the recent, rapid developments of computers, adaptation between the human being and computer is being improved. On the other hand, mental fatigue is increased by continuous, long-time use. The problem of mental fatigue is now a new focus of research. This study proposes a method of evaluating mental fatigue. In this study, we used a method to extract signals related to fatigue using Independent Component Analysis (ICA). The subjects were 10 male students. After assuming a workload of simulated visual display terminal (VDT) operation for 30 min, the subjects sat in a relaxed position for 30 min. In this process, we measured work performance, subjective symptoms of feelings of fatigue and physiological measures. As a result, there was a high value of the correlation coefficient between these signals and the subjective symptoms of feeling of fatigue. We suggest that by using ICA we can determine the relationship between Independent Components and subjective feelings of fatigue for those under work stress, work strain and in a state of fatigue and stress. However, further experiments are needed to obtain conclusive findings of our research.
AB - With the recent, rapid developments of computers, adaptation between the human being and computer is being improved. On the other hand, mental fatigue is increased by continuous, long-time use. The problem of mental fatigue is now a new focus of research. This study proposes a method of evaluating mental fatigue. In this study, we used a method to extract signals related to fatigue using Independent Component Analysis (ICA). The subjects were 10 male students. After assuming a workload of simulated visual display terminal (VDT) operation for 30 min, the subjects sat in a relaxed position for 30 min. In this process, we measured work performance, subjective symptoms of feelings of fatigue and physiological measures. As a result, there was a high value of the correlation coefficient between these signals and the subjective symptoms of feeling of fatigue. We suggest that by using ICA we can determine the relationship between Independent Components and subjective feelings of fatigue for those under work stress, work strain and in a state of fatigue and stress. However, further experiments are needed to obtain conclusive findings of our research.
KW - Fatigue
KW - ICA
KW - Physiological measures
KW - Subjective feelings of fatigue
KW - VDT
UR - http://www.scopus.com/inward/record.url?scp=70350706446&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=70350706446&partnerID=8YFLogxK
U2 - 10.7888/juoeh.31.265
DO - 10.7888/juoeh.31.265
M3 - Article
C2 - 19750933
AN - SCOPUS:70350706446
SN - 0387-821X
VL - 31
SP - 265
EP - 279
JO - Journal of UOEH
JF - Journal of UOEH
IS - 3
ER -