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
Link To Document :
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