Title :
Comparison of a priori calibration models for respiratory inductance plethysmography during running
Author :
Leutheuser, Heike ; Heyde, Christian ; Gollhofer, Albert ; Eskofier, Bjorn M.
Author_Institution :
Dept. of Comput. Sci., Pattern Recognition Lab., Digital Sports Group, Friedrich Alexander Univ. Erlangen-Nurnberg, Erlangen, Germany
Abstract :
Respiratory inductive plethysmography (RIP) has been introduced as an alternative for measuring ventilation by means of body surface displacement (diameter changes in rib cage and abdomen). Using a posteriori calibration, it has been shown that RIP may provide accurate measurements for ventilatory tidal volume under exercise conditions. Methods for a priori calibration would facilitate the application of RIP. Currently, to the best knowledge of the authors, none of the existing ambulant procedures for RIP calibration can be used a priori for valid subsequent measurements of ventilatory volume under exercise conditions. The purpose of this study is to develop and validate a priori calibration algorithms for ambulant application of RIP data recorded in running exercise. We calculated Volume Motion Coefficients (VMCs) using seven different models on resting data and compared the root mean squared error (RMSE) of each model applied on running data. Least squares approximation (LSQ) without offset of a two-degree-of-freedom model achieved the lowest RMSE value. In this work, we showed that a priori calibration of RIP exercise data is possible using VMCs calculated from 5 min resting phase where RIP and flowmeter measurements were performed simultaneously. The results demonstrate that RIP has the potential for usage in ambulant applications.
Keywords :
biomechanics; biomedical telemetry; body sensor networks; bone; calibration; data acquisition; flowmeters; inductance measurement; least squares approximations; mean square error methods; medical signal processing; physiological models; plethysmography; pneumodynamics; telemedicine; volume measurement; LSQ; RMSE value; VMC calculation; a priori calibration algorithm development; a priori calibration algorithm validation; a priori calibration model comparison; abdomen diameter change; ambulant RIP application; ambulant RIP calibration procedures; ambulant RIP data recording; body surface displacement; flowmeter measurements; least squares approximation; respiratory inductance plethysmography; respiratory inductive plethysmography; resting data models; rib cage diameter change; root mean squared error; running exercise condition; time 5 min; two-degree-of-freedom model; ventilation measurement; ventilatory tidal volume measurements; volume motion coefficient calculation; Calibration; Frequency modulation; Gold; Solid modeling; Standards; Ventilation; Volume measurement;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2014 36th Annual International Conference of the IEEE
Conference_Location :
Chicago, IL
DOI :
10.1109/EMBC.2014.6945091