Title :
Observer of the human cardiac sympathetic nerve activity using noncausal blind source separation
Author :
Vetter, Rolf ; Vesin, Jean-Marc ; Celka, Patrick ; Scherrer, Urs
Author_Institution :
Fed. Inst. of Technol., Lausanne, Switzerland
fDate :
3/1/1999 12:00:00 AM
Abstract :
We present a novel method for the blind reconstruction of the cardiac sympathetic nerve activity (CSNA) in the low-frequency (LF) band (0.04-0.15 Hz) using only heart rate and arterial blood pressure. The originality of the method consists in the application of blind source separation techniques to obtain an observer of CSNA. We show how this observer can be deduced from a linear model of the cardiovascular system by introduction of the fundamental assumptions about the independence of the cardiac sympathetic an parasympathetic outflow. In cardiovascular applications, the reliability of the observer has been assessed by verification of the fundamental assumption for the given data. A primer qualitative validation has been performed using the muscle sympathetic nerve activity as an indirect indicator of CSNA. Very satisfying and promising results have been obtained. Moreover, we have performed quantitative validations of the observer in various experimental conditions known to elicit selectively cardiac sympathetic or parasympathetic response. The experimental conditions include a supine-to-60° tilt test, indirect sympathetic stimulation/inhibition by medication, and sympathetic stimulation by isometric handgrip. We show that the observer allows to highlight changing levels of the cardiac sympathetic activity in the LF band in all these experimental conditions.
Keywords :
adaptive estimation; adaptive signal processing; biocontrol; cardiovascular system; closed loop systems; convolution; deconvolution; feedback; medical signal processing; muscle; neurophysiology; observers; physiological models; signal reconstruction; somatosensory phenomena; transfer functions; arterial blood pressure; baroreceptor control loop; blind reconstruction; blind source separation techniques; cardiac parasympathetic response; cardiac sympathetic response; cardiovascular system; closed loop system; feedback model; heart rate; hidden source signals reconstruction; human cardiac sympathetic nerve activity; indirect indicator; indirect sympathetic stimulation/inhibition; isometric handgrip; linear model; low-frequency band; noncausal blind source separation; observer; parameter learning algorithm; supine-to-tilt test; Autonomic nervous system; Blind source separation; Cardiology; Cardiovascular system; Electric variables control; Fluctuations; Heart rate; Humans; Medical control systems; Source separation; Algorithms; Analysis of Variance; Baroreflex; Blood Pressure; Cardiovascular Agents; Electromyography; Hand Strength; Heart Rate; Humans; Infusions, Intravenous; Isometric Contraction; Linear Models; Models, Cardiovascular; Monte Carlo Method; Nitroprusside; Observer Variation; Phenylephrine; Reference Values; Signal Processing, Computer-Assisted; Sympathetic Nervous System; Tilt-Table Test;
Journal_Title :
Biomedical Engineering, IEEE Transactions on