Title :
Performance of energy expenditure assessment using a chest-worn wireless patch sensor
Author :
Selvaraj, Nandakumar ; Toai Doan
Author_Institution :
Vital Connect Inc., Campbell, CA, USA
Abstract :
Traditional systems for energy expenditure (EE) assessment are impractical for continuous monitoring in free-living conditions. The study presents the performance of a chest-worn wireless HealthPatch® sensor for the continuous estimation of EE rate and total energy expenditure (TEE) based on the heart rate and acceleration signals of upper torso. Volunteers (n=32) were attached with patch sensors at three locations on chest, a portable metabolic analyzer, three commercial devices: BodyMediaFIT, Nike+FuelBand and FitBitForce for comparative analysis. Participants carried out a protocol consisted of resting, mild, moderate and intense level of exercises that lasted for 90 min. Analyses of correlation, performance errors and agreement were carried out for the EE rate and TEE values of the patch sensor compared to the metabolic analyzer. The correlation coefficient and mean absolute error of patch sensor´s EE rate were 0.94±0.04 and 0.67±0.24 (Kcal/min), respectively for the collective three patch locations. The patch sensor offered the most accurate estimates of TEE with least mean absolute percentage error of <;15%, least bias (0.8 Kcal) and narrowest 95% limits of agreement (-79-81 Kcal) than the other consumer based wearable sensors.
Keywords :
acceleration measurement; biomechanics; biomedical telemetry; body sensor networks; cardiology; correlation methods; error analysis; portable instruments; telemedicine; BodyMediaFIT; EE assessment; EE rate analysis; FitBitForce; Nike+FuelBand; TEE estimation accuracy; TEE value analysis; agreement analysis; bias; chest-worn wireless patch sensor; commercial device; comparative analysis; consumer based wearable sensor; continuous EE rate estimation; continuous TEE estimation; continuous monitoring; continuous total energy expenditure estimation; correlation analysis; correlation coefficient; energy expenditure assessment; free-living condition; heart rate; intense exercise level; mean absolute error; mean absolute percentage error; mild exercise level; moderate exercise level; patch sensor location; performance error analysis; portable metabolic analyzer; resting condition; time 90 min; upper torso acceleration signal; wireless HealthPatch sensor; Biomedical monitoring; Calibration; Correlation; Heart rate; Protocols; Wireless communication; Wireless sensor networks; Actigraphy; Energy expenditure; Heart rate; Performance Analysis; Wearable sensors;
Conference_Titel :
Wireless Mobile Communication and Healthcare (Mobihealth), 2014 EAI 4th International Conference on
Conference_Location :
Athens
DOI :
10.1109/MOBIHEALTH.2014.7015955