DocumentCode
141251
Title
A comparison of methods to detect postural transitions using a single tri-axial accelerometer
Author
Godfrey, Alan ; Barry, Gillian ; Mathers, John C. ; Rochester, Lynn
Author_Institution
Inst. for Ageing & Health, Newcastle Univ., Newcastle upon Tyne, UK
fYear
2014
fDate
26-30 Aug. 2014
Firstpage
6234
Lastpage
6237
Abstract
Two algorithms for evaluating postural transitions (PTs) in cohorts of 40 healthy younger and 40 older adults are described and evaluated. The time of sit-to-stand (SiSt) and stand-to-sit (StSi) transitions and their duration were measured with two tri-axial accelerometers, one on the chest and one on the lower back. Each algorithm was optimized for these sensor placements. The first algorithm for sensor placement on the chest used a scalar product and vertical velocity estimates. The second algorithm for sensor placement on the lower back used a vector magnitude and a discrete wavelet transform. Both algorithms performed excellently in PT classification for younger and older adults (>86%). However, the chest based sensor and algorithm were better for estimating transition duration (TD) with ICCs to video analysis ranging from 0.678 to 0.969.
Keywords
accelerometers; biomechanics; biomedical measurement; discrete wavelet transforms; medical signal detection; signal classification; ICC; PT classification; SiSt; StSi; TD; chest based sensor; discrete wavelet transform; lower back; postural transition detection; scalar product; sensor placement; single tri-axial accelerometer; sit-to-stand transitions; stand-to-sit transitions; transition duration; vector magnitude; vertical velocity estimates; video analysis; Accelerometers; Algorithm design and analysis; Classification algorithms; Estimation; Gold; Standards; Video recording;
fLanguage
English
Publisher
ieee
Conference_Titel
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location
Chicago, IL
ISSN
1557-170X
Type
conf
DOI
10.1109/EMBC.2014.6945053
Filename
6945053
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