Title :
A point process approach to assess dynamic baroreflex gain
Author :
Chen, Z. ; Brown, EN ; Barbieri, R.
Author_Institution :
Harvard-MIT Div. of Health Sci. & Technol., Harvard Med. Sch, Cambridge, MA
Abstract :
Evaluation of arterial baroreflex in cardiovascular control is an important topic in cardiology and clinical medicine. In this paper, we present a point process approach to estimate the dynamic baroreflex gain in a closed-loop model of the cardiovascular system. Specifically, the inverse Gaussian probability distribution is used to model the heartbeat interval, whereas the instantaneous mean is modulated by a bivariate autoregressive model that contains the previous R-R intervals and systolic blood pressure (SBP) measures. The instantaneous baroreflex gain is estimated in the feedback loop with a point process filter, while the RRrarrSBP feedforward frequency response gain can be estimated by a Kalman filter. The proposed estimation approach provides a quantitative assessment of interacting heartbeat dynamics and hemodynamics. We validate our approach with real physiological signals and evaluate the proposed model with established goodness-of-fit tests.
Keywords :
Gaussian distribution; adaptive Kalman filters; autoregressive processes; biology computing; cardiovascular system; haemodynamics; medical signal processing; Kalman filter; R-R intervals; arterial baroreflex; bivariate autoregressive model; cardiology; cardiovascular control; clinical medicine; closed-loop model; dynamic baroreflex gain; feedback loop; heartbeat interval; hemodynamics; instantaneous baroreflex gain; inverse Gaussian probability distribution; physiological signals; point process approach; point process filter; systolic blood pressure measures; Baroreflex; Blood pressure; Cardiology; Cardiovascular system; Feedback loop; Frequency estimation; Heart beat; Medical control systems; Pressure measurement; Probability distribution;
Conference_Titel :
Computers in Cardiology, 2008
Conference_Location :
Bologna
Print_ISBN :
978-1-4244-3706-1
DOI :
10.1109/CIC.2008.4749164