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A Design of an Algorithm for Analysis of Activity Using 3-Axis Accelerometer  

이승형 (연세대 의공학과)
임예택 (연세대 의공학)
이경중 (연세대 의공학과)
Publication Information
The Transactions of the Korean Institute of Electrical Engineers D / v.53, no.5, 2004 , pp. 361-367 More about this Journal
Abstract
This paper describes design of an algorithm for analyzing human activity using body-fixed 3-axis accelerometer in the small of the back. In the first step, we distinguish static and dynamic activity period using AC signal analysis. Then five postures were classified by applying the threshold in DC signal corresponding to the static activity period. Also, after comparison of average power and taking negative peak signal in the dynamic activity period, the four dynamic activities were classified by adaptive threshold method. To evaluate the performance of the proposed algorithm, the measured signals obtained from six subjects were applied to the proposed algorithm and the results were compared with the simultaneously measured video data. As a result, the activity classification rate of 95.7% on average was obtained. Overall results show that the proposed classification algorithm has a possibility to be used to analyze the static and dynamic physical activity.
Keywords
Physical activity; 3-axis accelerometer; adaptive threshold method;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
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1 Idenrifying physical activity patterns in chronic fatigue syndrome using actigraphic assessment /
[ Siebern,P.van,der,Werf;Judith B. Prins;Jan,H.M.M.Vercoulen;Jos,W.M.von,der,Meer;Gijs Bleijenberg ] / Journal of Psychosomatic Research   DOI   ScienceOn
2 K. Aminian, Ph. Robert, E. E. Buchser, B. Rutschmann, D. Hayoz, M. Depairon, 'Physical activity monitoring based on accelerometry: validation and comparision with video observation', Medical & Biological Engineering & Computing, Vol.37, pp. 304-308, 1999   DOI
3 Hennry J. Montoye, Han C.G. Kemper, Wim H.M. Saris, Richard A. Washburn, 'Measuting physical activity and energy expenditure', Human Kinetics, pp.72-96, 1996.
4 H. G. van Steenis, J. H. M. Tulen, 'The effects of physical activitys on cardivascular variability in ambulatory situations', Proceedings-19th International Conference-IEEE/EMBS, pp.105-108. 1997
5 Kim L. Coleman, Douglas G. Smith, David A. Boone, Aaron W, Joseph, Michael A. del Aguila, 'Step activity monitor: long-term, continuous recording of ambulatory function', Journal of Rehanilitation Research and Development, Vol.36, No.1, 1999
6 B. Najafi, K. Aminian, F. Loew, Y. Blanc, 'An ambulatory system for physical activity monitoring in elderly', IEEE-EMBS Special Topic Conference on Microtechnologies in Medicine & Biology, pp. 562-566, 2000   DOI
7 Hendrika, J.G. van dem,Berg-Emons, Johammes B. J. Bussmann, Aggie H. M. M. Balk, Henk J. Stam, 'Validity of ambulatory accelerometry to quantify physical activity in heart failure', Scand J Rehab Med, Vol.32, pp. 187-192, 2000   DOI
8 F. Foerster, M. Smeja, J. Fahrenberg, 'Detection of posture and motion by accelerometry: a validation study in ambulatory monitoring', Computers in Human Behavior, Vol.15, pp.571-583, 1999   DOI   ScienceOn
9 S. H. Lee, H.D. Park, H. R. Yoon, K. J. Lee, 'Design of a Portable Activity Monitoring System', The Korean Institute of Electrical Engineer, vol.51, pp.32-38, 2002   과학기술학회마을
10 Carlijn,V.C. Bouten, Karel T.M. Koekkoek, Maarten Verduin, Rens Kodde, Jan D. Janssen, 'A triaxial accelerometer and portable data processing unit for the assessment of daily physical activity', IEEE Transactions on Biomedical Engineering, Vol.44, pp.136-147, 1997   DOI   ScienceOn
11 Siebern P. van der Werf, Judith B. Prins, Jan H. M. M. Vercoulen, Jos, W. M. von der Meer, Gijs Bleijenberg, 'Idenrifying physical activity patterns in chronic fatigue syndrome using actigraphic assessment', Journal of Psychosomatic Research, Vol.49, p.373-379. 2000   DOI   ScienceOn
12 Gerwin, A. L. Meijer, Klaas R. Westerterp,Francois, M.H. Verhoeven, Hans B. M. Koper, 'Methods to assess physical activity with special reference to motion sensors and accelerometers', IEEE Transactions on Biomedical Engineering, Vol.38, pp. 221-229. 1991   DOI   ScienceOn
13 T. Tamura, T. Fujimoto, H. Sakaki, Y. Higashi, T. Yoshida, T. Togawa, 'A silid-state ambulatory physical activity monitor and its application to measuring daily activity of the elderly', Journal of Medical Engineering & Technology, Vol.21, pp. 95-105, 1997   DOI   ScienceOn