Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Tavallali, Peyman, Hou, Thomas Y., Rinderknecht, Derek G., Pahlevan, Niema M.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society Publishing 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4807454/
https://www.ncbi.nlm.nih.gov/pubmed/27019733
http://dx.doi.org/10.1098/rsos.150475
_version_ 1782423386085916672
author Tavallali, Peyman
Hou, Thomas Y.
Rinderknecht, Derek G.
Pahlevan, Niema M.
author_facet Tavallali, Peyman
Hou, Thomas Y.
Rinderknecht, Derek G.
Pahlevan, Niema M.
author_sort Tavallali, Peyman
collection PubMed
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.
format Online
Article
Text
id pubmed-4807454
institution National Center for Biotechnology Information
language English
publishDate 2015
publisher The Royal Society Publishing
record_format MEDLINE/PubMed
spelling pubmed-48074542016-03-25 On the convergence and accuracy of the cardiovascular intrinsic frequency method Tavallali, Peyman Hou, Thomas Y. Rinderknecht, Derek G. Pahlevan, Niema M. R Soc Open Sci Biology (Whole organism) 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. The Royal Society Publishing 2015-12-16 /pmc/articles/PMC4807454/ /pubmed/27019733 http://dx.doi.org/10.1098/rsos.150475 Text en http://creativecommons.org/licenses/by/4.0/ © 2015 The Authors. Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Biology (Whole organism)
Tavallali, Peyman
Hou, Thomas Y.
Rinderknecht, Derek G.
Pahlevan, Niema M.
On the convergence and accuracy of the cardiovascular intrinsic frequency method
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 Biology (Whole organism)
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4807454/
https://www.ncbi.nlm.nih.gov/pubmed/27019733
http://dx.doi.org/10.1098/rsos.150475
work_keys_str_mv AT tavallalipeyman ontheconvergenceandaccuracyofthecardiovascularintrinsicfrequencymethod
AT houthomasy ontheconvergenceandaccuracyofthecardiovascularintrinsicfrequencymethod
AT rinderknechtderekg ontheconvergenceandaccuracyofthecardiovascularintrinsicfrequencymethod
AT pahlevanniemam ontheconvergenceandaccuracyofthecardiovascularintrinsicfrequencymethod