On the convergence and accuracy of the cardiovascular intrinsic frequency method

In this paper, we analyse the convergence, accuracy and stability of the intrinsic frequency (IF) method. The IF method is a descendant of the sparse time frequency representation methods. These methods are designed for analysing nonlinear and non-stationary signals. Specifically, the IF method is c...

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Main Authors: Peyman Tavallali, Thomas Y. Hou, Derek G. Rinderknecht, Niema M. Pahlevan
Format: Article
Language:English
Published: The Royal Society 2015-01-01
Series:Royal Society Open Science
Subjects:
Online Access:https://royalsocietypublishing.org/doi/pdf/10.1098/rsos.150475
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author Peyman Tavallali
Thomas Y. Hou
Derek G. Rinderknecht
Niema M. Pahlevan
author_facet Peyman Tavallali
Thomas Y. Hou
Derek G. Rinderknecht
Niema M. Pahlevan
author_sort Peyman Tavallali
collection DOAJ
description In this paper, we analyse the convergence, accuracy and stability of the intrinsic frequency (IF) method. The IF method is a descendant of the sparse time frequency representation methods. These methods are designed for analysing nonlinear and non-stationary signals. Specifically, the IF method is created to address the cardiovascular system that by nature is a nonlinear and non-stationary dynamical system. The IF method is capable of handling specific nonlinear and non-stationary signals with less mathematical regularity. In previous works, we showed the clinical importance of the IF method. There, we showed that the IF method can be used to evaluate cardiovascular performance. In this article, we will present further details of the mathematical background of the IF method by discussing the convergence and the accuracy of the method with and without noise. It will be shown that the waveform fit extracted from the signal is accurate even in the presence of noise.
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spelling doaj.art-c6a7d357c58a4fabbb26055ed95e81c92022-12-22T00:59:00ZengThe Royal SocietyRoyal Society Open Science2054-57032015-01-0121210.1098/rsos.150475150475On the convergence and accuracy of the cardiovascular intrinsic frequency methodPeyman TavallaliThomas Y. HouDerek G. RinderknechtNiema M. PahlevanIn this paper, we analyse the convergence, accuracy and stability of the intrinsic frequency (IF) method. The IF method is a descendant of the sparse time frequency representation methods. These methods are designed for analysing nonlinear and non-stationary signals. Specifically, the IF method is created to address the cardiovascular system that by nature is a nonlinear and non-stationary dynamical system. The IF method is capable of handling specific nonlinear and non-stationary signals with less mathematical regularity. In previous works, we showed the clinical importance of the IF method. There, we showed that the IF method can be used to evaluate cardiovascular performance. In this article, we will present further details of the mathematical background of the IF method by discussing the convergence and the accuracy of the method with and without noise. It will be shown that the waveform fit extracted from the signal is accurate even in the presence of noise.https://royalsocietypublishing.org/doi/pdf/10.1098/rsos.150475intrinsic frequencyinstantaneous frequencypulse wave analysiscardiovascular diseaseventricular/arterial coupling
spellingShingle Peyman Tavallali
Thomas Y. Hou
Derek G. Rinderknecht
Niema M. Pahlevan
On the convergence and accuracy of the cardiovascular intrinsic frequency method
Royal Society Open Science
intrinsic frequency
instantaneous frequency
pulse wave analysis
cardiovascular disease
ventricular/arterial coupling
title On the convergence and accuracy of the cardiovascular intrinsic frequency method
title_full On the convergence and accuracy of the cardiovascular intrinsic frequency method
title_fullStr On the convergence and accuracy of the cardiovascular intrinsic frequency method
title_full_unstemmed On the convergence and accuracy of the cardiovascular intrinsic frequency method
title_short On the convergence and accuracy of the cardiovascular intrinsic frequency method
title_sort on the convergence and accuracy of the cardiovascular intrinsic frequency method
topic intrinsic frequency
instantaneous frequency
pulse wave analysis
cardiovascular disease
ventricular/arterial coupling
url https://royalsocietypublishing.org/doi/pdf/10.1098/rsos.150475
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AT niemampahlevan ontheconvergenceandaccuracyofthecardiovascularintrinsicfrequencymethod