Title :
Model-Based Verification of a Non-Linear Separation Scheme for Ballistocardiography
Author :
Yu Yao ; Bruser, Christoph ; Pietrzyk, Uwe ; Leonhardt, Steffen ; van Waasen, S. ; Schiek, M.
Author_Institution :
Central Inst. ZEA-2 - Electron. Syst., Res. Center Julich, Julich, Germany
Abstract :
The current rise in popularity of ballisto-cardiography-related research has led to the development of new sensor concepts and recording methods. Measuring the ballistocardiogram using bed mounted pressure sensors opens up new possibilities for home monitoring applications. The signals measured with these sensors contain a mixture of cardiac and respiratory components, which can be used for detection of comorbidities of heart failure like apnea or arrhythmia. However, the separation of the cardiac and respiratory components has proven to be difficult, since there is significant overlap in the spectra of both components. In this paper, an algorithm for the separation task is presented, which can overcome the problem of overlapping spectra. Additionally, a model has been developed for the generation of artificial ballistocardiograms, which are used to analyze the separation performance. Furthermore, the algorithm is tested on preliminary data from a clinical study.
Keywords :
blood flow measurement; cardiology; medical disorders; medical signal processing; patient monitoring; pneumodynamics; pressure sensors; source separation; apnea; arrhythmia; artificial ballistocardiogram; ballistocardiography-related research; bed mounted pressure sensors; cardiac component separation; clinical study; heart failure detection; home monitoring application; model-based verification; nonlinear separation scheme; overlapping spectra; preliminary data; recording method; respiratory component separation; sensor concepts; separation performance; separation task; Ballistocardiography (BCG); biomedical signal processing; nonlinear filters; source separation;
Journal_Title :
Biomedical and Health Informatics, IEEE Journal of
DOI :
10.1109/JBHI.2013.2261820