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 in | Medical & biological engineering & computing Vol. 37; no. 3; pp. 304 - 308 |
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Main Authors | , , , , , |
Format | Journal Article |
Language | English |
Published |
Heidelberg
Springer
01.05.1999
Springer Nature B.V |
Subjects | |
Online Access | Get full text |
ISSN | 0140-0118 1741-0444 |
DOI | 10.1007/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. |
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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. |
Author_xml | – sequence: 1 givenname: K. surname: Aminian fullname: Aminian, K. – sequence: 2 givenname: Ph surname: Robert fullname: Robert, Ph – sequence: 3 givenname: E. E. surname: Buchser fullname: Buchser, E. E. – sequence: 4 givenname: B. surname: Rutschmann fullname: Rutschmann, B. – sequence: 5 givenname: D. surname: Hayoz fullname: Hayoz, D. – sequence: 6 givenname: M. surname: Depairon fullname: Depairon, M. |
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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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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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