Title :
A method to compare new and traditional accelerometry data in physical activity monitoring
Author :
Van Hees, Vincent T. ; Pias, Marcelo ; Taherian, Salman ; Ekelund, Ulf ; Brage, Soren
Author_Institution :
Inst. of Metabolic Sci., Med. Res. Council (MRC), Cambridge, UK
Abstract :
The accelerometer devices as traditionally used in the epidemiological field for physical activity monitoring (e.g. Actigraph, Actical, and RT3) provide manufacturer-dependent output values called counts that are computed by obscure and proprietary signal processing techniques. This lack of transparency poses a challenge for comparison of historical accelerometer data in counts with data collected using raw accelerometry in S.I. units — m/s2. The purpose of this study was to develop a method that facilitates the compatibility between both methods through conversion of raw accelerometer output data collected with inertial acceleration sensors into Actigraph counts — the most widely used (de facto standard) device brand in epidemiological studies. The basics of the conversion algorithm were captured from the technical specifications of the Actigraph GT1M. Fine-tuning of the algorithm was achieved empirically under controlled conditions using a mechanical shaker device. A pilot evaluation was carried out through physical activity monitoring in free-living scenarios of 19 adult participants (age: 47 ± 11 yrs, BMI: 25.2 ± 4.1 kg-m−2) wearing both devices. The results show that Actigraph counts estimated by the proposed method explain 94.2% of the variation in Actigraph counts (p < 0.001). The concordance correlation coefficient was 0.93 (p < 0.05). The sensitivity for classifying intensity ranged from 93.4% for light physical activity to 70.7% for moderate physical activity.
Keywords :
Acceleration; Accelerometers; Band pass filters; Data processing; Monitoring; Sensors; Conversion algorithm; Physical activity monitoring; accelerometer signal processing;
Conference_Titel :
World of Wireless Mobile and Multimedia Networks (WoWMoM), 2010 IEEE International Symposium on a
Conference_Location :
Montreal, QC, Canada
Print_ISBN :
978-1-4244-7264-2
Electronic_ISBN :
978-1-4244-7263-5
DOI :
10.1109/WOWMOM.2010.5534986