Physical activity monitoring based on accelerometry: validation and comparison with video observation

The objective of this feasibility study is to evaluate the use of the 'Physilog' device, an ambulatory physical-activity recorder based on acceleration measurement, for the monitoring of daily physical activities. Accelerations measured at the level of the chest and the thigh are recorded...

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Published inMedical & biological engineering & computing Vol. 37; no. 3; pp. 304 - 308
Main Authors Aminian, K., Robert, Ph, Buchser, E. E., Rutschmann, B., Hayoz, D., Depairon, M.
Format Journal Article
LanguageEnglish
Published Heidelberg Springer 01.05.1999
Springer Nature B.V
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Online AccessGet full text
ISSN0140-0118
1741-0444
DOI10.1007/BF02513304

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Abstract The objective of this feasibility study is to evaluate the use of the 'Physilog' device, an ambulatory physical-activity recorder based on acceleration measurement, for the monitoring of daily physical activities. Accelerations measured at the level of the chest and the thigh are recorded by Physilog over a period of 1 h in five normal subjects. A specially designed studio-like room allowing the performance of most usual activities of everyday life is used. A video film synchronised with the Physilog is obtained for each subject to check the accuracy of the data derived from Physilog. Based on the analysis on the average and the deviation of the acceleration signal, an algorithm is developed to classify the activities in four categories, i.e. lying, sitting, standing and locomotion. Compared with the video observations, the results from the algorithm show an overall misclassification of 10.7%, which is mainly due to confusion between dynamic activities and the standing posture. In contrast, the misclassification between postures is negligible. It is concluded that Physilog can be used in the clinical setting for the reliable measurement and long-term recording of most usual physical activities.
AbstractList The objective of this feasibility study is to evaluate the use of the 'Physilog' device, an ambulatory physical-activity recorder based on acceleration measurement, for the monitoring of daily physical activities. Accelerations measured at the level of the chest and the thigh are recorded by Physilog over a period of 1 h in five normal subjects. A specially designed studio-like room allowing the performance of most usual activities of everyday life is used. A video film synchronised with the Physilog is obtained for each subject to check the accuracy of the data derived from Physilog. Based on the analysis on the average and the deviation of the acceleration signal, an algorithm is developed to classify the activities in four categories, i.e. lying, sitting, standing and locomotion. Compared with the video observations, the results from the algorithm show an overall misclassification of 10.7%, which is mainly due to confusion between dynamic activities and the standing posture. In contrast, the misclassification between postures is negligible. It is concluded that Physilog can be used in the clinical setting for the reliable measurement and long-term recording of most usual physical activities.The objective of this feasibility study is to evaluate the use of the 'Physilog' device, an ambulatory physical-activity recorder based on acceleration measurement, for the monitoring of daily physical activities. Accelerations measured at the level of the chest and the thigh are recorded by Physilog over a period of 1 h in five normal subjects. A specially designed studio-like room allowing the performance of most usual activities of everyday life is used. A video film synchronised with the Physilog is obtained for each subject to check the accuracy of the data derived from Physilog. Based on the analysis on the average and the deviation of the acceleration signal, an algorithm is developed to classify the activities in four categories, i.e. lying, sitting, standing and locomotion. Compared with the video observations, the results from the algorithm show an overall misclassification of 10.7%, which is mainly due to confusion between dynamic activities and the standing posture. In contrast, the misclassification between postures is negligible. It is concluded that Physilog can be used in the clinical setting for the reliable measurement and long-term recording of most usual physical activities.
The objective of this feasibility study is to evaluate the use of the 'Physilog' device, an ambulatory physical-activity recorder based on acceleration measurement, for the monitoring of daily physical activities. Accelerations measured at the level of the chest and the thigh are recorded by Physilog over a period of 1 h in five normal subjects. A specially designed studio-like room allowing the performance of most usual activities of everyday life is used. A video film synchronised with the Physilog is obtained for each subject to check the accuracy of the data derived from Physilog. Based on the analysis of the average and the deviation of the acceleration signal, an algorithm is developed to classify the activities in four categories, i.e. lying, sitting, standing and locomotion. Compared with the video observations, the results from the algorithm show an overall misclassification of 10.7%, which is mainly due to confusion between dynamic activities and the standing posture. In contrast, the misclassification between postures is negligible. It is concluded that Physilog can be used in the clinical setting for the reliable measurement and long-term recording of most-usual physical activities.[PUBLICATION ABSTRACT]
The objective of this feasibility study is to evaluate the use of the 'Physilog' device, an ambulatory physical-activity recorder based on acceleration measurement, for the monitoring of daily physical activities. Accelerations measured at the level of the chest and the thigh are recorded by Physilog over a period of 1 h in five normal subjects. A specially designed studio-like room allowing the performance of most usual activities of everyday life is used. A video film synchronised with the Physilog is obtained for each subject to check the accuracy of the data derived from Physilog. Based on the analysis of the average and the deviation of the acceleration signal, an algorithm is developed to classify the activities in four categories, i.e. lying, sitting, standing and locomotion. Compared with the video observations, the results from the algorithm show an overall misclassification of 10.7%, which is mainly due to confusion between dynamic activities and the standing posture. In contrast, the misclassification between postures is negligible. It is concluded that Physilog can be used in the clinical setting for the reliable measurement and long-term recording of most-usual physical activities.
The objective of this feasibility study is to evaluate the use of the 'Physilog' device, an ambulatory physical-activity recorder based on acceleration measurement, for the monitoring of daily physical activities. Accelerations measured at the level of the chest and the thigh are recorded by Physilog over a period of 1 h in five normal subjects. A specially designed studio-like room allowing the performance of most usual activities of everyday life is used. A video film synchronised with the Physilog is obtained for each subject to check the accuracy of the data derived from Physilog. Based on the analysis on the average and the deviation of the acceleration signal, an algorithm is developed to classify the activities in four categories, i.e. lying, sitting, standing and locomotion. Compared with the video observations, the results from the algorithm show an overall misclassification of 10.7%, which is mainly due to confusion between dynamic activities and the standing posture. In contrast, the misclassification between postures is negligible. It is concluded that Physilog can be used in the clinical setting for the reliable measurement and long-term recording of most usual physical activities.
The objective of this feasibility study is to evaluate the use of the `Physilog' device, an ambulatory physical-activity recorder based on acceleration measurement, for the monitoring of daily physical activities. Accelerations measured at the level of the chest and the thigh are recorded by Physilog over a period of 1 h in five normal subjects. A specially designed studio-like room allowing the performance of most usual activities of everyday life is used. A video film synchronized with the Physilog is obtained for each subject to check the accuracy of the data derived from Physilog. Based on the analysis of the average and the deviation of the acceleration signal, an algorithm is developed to classify the activities in four categories, i.e. lying, sitting, standing and locomotion. Compared with the video observations, the results from the algorithm show an overall misclassification of 10.7%, which is mainly due to confusion between dynamic activities and the standing posture. In contrast, the misclassification between postures is negligible. It is concluded that Physilog can be used in the clinical setting for the reliable measurement and long-term recording of most usual physical activities.
Author Hayoz, D.
Buchser, E. E.
Robert, Ph
Rutschmann, B.
Aminian, K.
Depairon, M.
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Issue 3
Keywords Physical exercise
Human
Validation
Video technique
Feasibility
Ambulatory
Accelerometry
Comparative study
Monitoring
Language English
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References K. Aminian (BF02513304_CR2) 1995; 27
S. M. Patterson (BF02513304_CR7) 1993; 30
K. Aminian (BF02513304_CR1) 1995; 44
D. J. Sieminski (BF02513304_CR8) 1997; 17
BF02513304_CR5
P. H. Veltink (BF02513304_CR9) 1996; 4
J. R. Lieberman (BF02513304_CR4) 1996; 78A
A. V. Ng (BF02513304_CR6) 1997; 29
W. L. Haskell (BF02513304_CR3) 1993; 25
References_xml – ident: BF02513304_CR5
– volume: 78A
  start-page: 835
  year: 1996
  ident: BF02513304_CR4
  publication-title: J. Bone Joint Surg.
  doi: 10.2106/00004623-199606000-00005
– volume: 25
  start-page: 109
  year: 1993
  ident: BF02513304_CR3
  publication-title: Med. Sci. Sports Exerc.
  doi: 10.1249/00005768-199301000-00015
– volume: 29
  start-page: 517
  year: 1997
  ident: BF02513304_CR6
  publication-title: Med. Sci. Sports Exerc.
  doi: 10.1097/00005768-199704000-00014
– volume: 4
  start-page: 375
  year: 1996
  ident: BF02513304_CR9
  publication-title: IEEE Trans. Rehabil. Eng.
  doi: 10.1109/86.547939
– volume: 27
  start-page: 226
  issue: 2
  year: 1995
  ident: BF02513304_CR2
  publication-title: Med. Sci. Sports Exec.
– volume: 44
  start-page: 743
  issue: 3
  year: 1995
  ident: BF02513304_CR1
  publication-title: IEEE Trans. Inst. Meas.
  doi: 10.1109/19.387322
– volume: 17
  start-page: 43
  year: 1997
  ident: BF02513304_CR8
  publication-title: J. Cardiopulmonary Rehabil.
  doi: 10.1097/00008483-199701000-00006
– volume: 30
  start-page: 296
  year: 1993
  ident: BF02513304_CR7
  publication-title: Psychophysiology
  doi: 10.1111/j.1469-8986.1993.tb03356.x
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Snippet The objective of this feasibility study is to evaluate the use of the 'Physilog' device, an ambulatory physical-activity recorder based on acceleration...
The objective of this feasibility study is to evaluate the use of the `Physilog' device, an ambulatory physical-activity recorder based on acceleration...
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StartPage 304
SubjectTerms Acceleration measurement
Accelerometers
Activities of Daily Living
Algorithms
Biological and medical sciences
Feasibility studies
Fundamental and applied biological sciences. Psychology
Humans
Monitoring, Physiologic - instrumentation
Monitoring, Physiologic - methods
Movement - physiology
Neural Networks (Computer)
Reproducibility of Results
Vertebrates: body movement. Posture. Locomotion. Flight. Swimming. Physical exercise. Rest. Sports
Title Physical activity monitoring based on accelerometry: validation and comparison with video observation
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