Classification and characterization of postural transitions using instrumented shoes.
Details
Serval ID
serval:BIB_8E254368E864
Type
Article: article from journal or magazin.
Collection
Publications
Institution
Title
Classification and characterization of postural transitions using instrumented shoes.
Journal
Medical & biological engineering & computing
ISSN
1741-0444 (Electronic)
ISSN-L
0140-0118
Publication state
Published
Issued date
08/2018
Peer-reviewed
Oui
Volume
56
Number
8
Pages
1403-1412
Language
english
Notes
Publication types: Journal Article
Publication Status: ppublish
Publication Status: ppublish
Abstract
The frequency and quality of sit-to-stand and stand-to-sit postural transitions decrease with age and are highly relevant for fall risk assessment. Accurate classification and characterization of these transitions in daily life of older adults are therefore needed. In this study, we propose to use instrumented shoes for postural transition classification as well as transition duration estimation from insole force signals. In the first part, data were collected with 10 older adults and 10 young participants performing transitions in the laboratory while wearing the instrumented shoes, without arm assistance. A wavelet approach was used to transform the insole force data, and candidate events were selected for transition duration estimation. Transition durations were then validated against a model based on force plate reference. Vertical force estimation was also compared to force plate measurement. In the second part, postural transitions were classified in daily life using the instrumented shoes and validated against a highly accurate wearable system. Transition duration was estimated with an error ranging from 10 to 20% while the error for vertical force estimation was 7%. Postural transition classification was achieved with excellent sensitivity and precision exceeding 90%. In conclusion, the instrumented shoes are suitable for classifying and characterizing postural transitions in daily life conditions of healthy older adults. Graphical abstract "Experimental setup showing instrumented shoes, reference force plate, as well as IMUs used for postural transition classification and duration estimation comparison".
Keywords
Adult, Aged, Biomechanical Phenomena, Female, Humans, Male, Postural Balance/physiology, Shoes, Instrumented shoes, Postural transitions, Transition classification, Transition duration, Wavelet
Pubmed
Web of science
Create date
27/01/2018 9:45
Last modification date
20/08/2019 14:52