Instrumenting gait with an accelerometer: A system and algorithm examination

•Detailed investigation to explain poor variability/asymmetry agreement between accelerometers and instrumented walkway.•Caution is urged in the choice of reference system for validation studies.•Accelerometers have potential to gather continuous and robust spatio-temporal gait data, representative...

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Published inMedical engineering & physics Vol. 37; no. 4; pp. 400 - 407
Main Authors Godfrey, A., Del Din, S., Barry, G., Mathers, J.C., Rochester, L.
Format Journal Article
LanguageEnglish
Published England Elsevier Ltd 01.04.2015
Butterworth-Heinemann
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Online AccessGet full text
ISSN1350-4533
1873-4030
1873-4030
DOI10.1016/j.medengphy.2015.02.003

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Abstract •Detailed investigation to explain poor variability/asymmetry agreement between accelerometers and instrumented walkway.•Caution is urged in the choice of reference system for validation studies.•Accelerometers have potential to gather continuous and robust spatio-temporal gait data, representative of normal living.•Further refinement of the gait algorithms are required. Gait is an important clinical assessment tool since changes in gait may reflect changes in general health. Measurement of gait is a complex process which has been restricted to the laboratory until relatively recently. The application of an inexpensive body worn sensor with appropriate gait algorithms (BWM) is an attractive alternative and offers the potential to assess gait in any setting. In this study we investigated the use of a low-cost BWM, compared to laboratory reference using a robust testing protocol in both younger and older adults. We observed that the BWM is a valid tool for estimating total step count and mean spatio-temporal gait characteristics however agreement for variability and asymmetry results was poor. We conducted a detailed investigation to explain the poor agreement between systems and determined it was due to inherent differences between the systems rather than inability of the sensor to measure the gait characteristics. The results highlight caution in the choice of reference system for validation studies. The BWM used in this study has the potential to gather longitudinal (real-world) spatio-temporal gait data that could be readily used in large lifestyle-based intervention studies, but further refinement of the algorithm(s) is required.
AbstractList • Detailed investigation to explain poor variability/asymmetry agreement between accelerometers and instrumented walkway. • Caution is urged in the choice of reference system for validation studies. • Accelerometers have potential to gather continuous and robust spatio-temporal gait data, representative of normal living. • Further refinement of the gait algorithms are required. Gait is an important clinical assessment tool since changes in gait may reflect changes in general health. Measurement of gait is a complex process which has been restricted to the laboratory until relatively recently. The application of an inexpensive body worn sensor with appropriate gait algorithms (BWM) is an attractive alternative and offers the potential to assess gait in any setting. In this study we investigated the use of a low-cost BWM, compared to laboratory reference using a robust testing protocol in both younger and older adults. We observed that the BWM is a valid tool for estimating total step count and mean spatio-temporal gait characteristics however agreement for variability and asymmetry results was poor. We conducted a detailed investigation to explain the poor agreement between systems and determined it was due to inherent differences between the systems rather than inability of the sensor to measure the gait characteristics. The results highlight caution in the choice of reference system for validation studies. The BWM used in this study has the potential to gather longitudinal (real-world) spatio-temporal gait data that could be readily used in large lifestyle-based intervention studies, but further refinement of the algorithm(s) is required.
Highlights • Detailed investigation to explain poor variability/asymmetry agreement between accelerometers and instrumented walkway. • Caution is urged in the choice of reference system for validation studies. • Accelerometers have potential to gather continuous and robust spatio-temporal gait data, representative of normal living. • Further refinement of the gait algorithms are required.
•Detailed investigation to explain poor variability/asymmetry agreement between accelerometers and instrumented walkway.•Caution is urged in the choice of reference system for validation studies.•Accelerometers have potential to gather continuous and robust spatio-temporal gait data, representative of normal living.•Further refinement of the gait algorithms are required. Gait is an important clinical assessment tool since changes in gait may reflect changes in general health. Measurement of gait is a complex process which has been restricted to the laboratory until relatively recently. The application of an inexpensive body worn sensor with appropriate gait algorithms (BWM) is an attractive alternative and offers the potential to assess gait in any setting. In this study we investigated the use of a low-cost BWM, compared to laboratory reference using a robust testing protocol in both younger and older adults. We observed that the BWM is a valid tool for estimating total step count and mean spatio-temporal gait characteristics however agreement for variability and asymmetry results was poor. We conducted a detailed investigation to explain the poor agreement between systems and determined it was due to inherent differences between the systems rather than inability of the sensor to measure the gait characteristics. The results highlight caution in the choice of reference system for validation studies. The BWM used in this study has the potential to gather longitudinal (real-world) spatio-temporal gait data that could be readily used in large lifestyle-based intervention studies, but further refinement of the algorithm(s) is required.
Gait is an important clinical assessment tool since changes in gait may reflect changes in general health. Measurement of gait is a complex process which has been restricted to the laboratory until relatively recently. The application of an inexpensive body worn sensor with appropriate gait algorithms (BWM) is an attractive alternative and offers the potential to assess gait in any setting. In this study we investigated the use of a low-cost BWM, compared to laboratory reference using a robust testing protocol in both younger and older adults. We observed that the BWM is a valid tool for estimating total step count and mean spatio-temporal gait characteristics however agreement for variability and asymmetry results was poor. We conducted a detailed investigation to explain the poor agreement between systems and determined it was due to inherent differences between the systems rather than inability of the sensor to measure the gait characteristics. The results highlight caution in the choice of reference system for validation studies. The BWM used in this study has the potential to gather longitudinal (real-world) spatio-temporal gait data that could be readily used in large lifestyle-based intervention studies, but further refinement of the algorithm(s) is required.
Author Rochester, L.
Godfrey, A.
Mathers, J.C.
Barry, G.
Del Din, S.
AuthorAffiliation c Institute of Cellular Medicine, Newcastle University, Campus for Ageing & Vitality, Newcastle upon Tyne, UK
b Clinical Ageing Research Unit, Newcastle University, Campus for Ageing & Vitality, Newcastle upon Tyne, UK
e Department of Sport, Exercise and Rehabilitation, Northumbria University, Newcastle upon Tyne, UK
d Human Nutrition Research Centre, Newcastle University, Campus for Ageing & Vitality, Newcastle upon Tyne, UK
a Institute of Neuroscience, Newcastle University, Campus for Ageing & Vitality, Newcastle upon Tyne, UK
AuthorAffiliation_xml – name: a Institute of Neuroscience, Newcastle University, Campus for Ageing & Vitality, Newcastle upon Tyne, UK
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– name: d Human Nutrition Research Centre, Newcastle University, Campus for Ageing & Vitality, Newcastle upon Tyne, UK
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  fullname: Rochester, L.
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Issue 4
Keywords Validation
Accelerometer
Gait
Algorithm
Healthy ageing
Language English
License http://creativecommons.org/licenses/by/4.0
Copyright © 2015. Published by Elsevier Ltd.
This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
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Snippet •Detailed investigation to explain poor variability/asymmetry agreement between accelerometers and instrumented walkway.•Caution is urged in the choice of...
Highlights • Detailed investigation to explain poor variability/asymmetry agreement between accelerometers and instrumented walkway. • Caution is urged in the...
Gait is an important clinical assessment tool since changes in gait may reflect changes in general health. Measurement of gait is a complex process which has...
• Detailed investigation to explain poor variability/asymmetry agreement between accelerometers and instrumented walkway. • Caution is urged in the choice of...
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SubjectTerms Accelerometer
Accelerometry - economics
Accelerometry - instrumentation
Accelerometry - methods
Adult
Aged
Algorithm
Algorithms
Biomechanical Phenomena
Gait
Gait - physiology
Healthy ageing
Humans
Middle Aged
Monitoring, Ambulatory - instrumentation
Monitoring, Ambulatory - methods
Radiology
Validation
Walking - physiology
Young Adult
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