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On-line parameter identification of the lumped arterial system model: A simulation study

A lumped model of the arterial system has been used in constructing a hybrid mock loop due to its real-time response. However, the parameters of the model are always from a general case and not adapted to a specific patient. In this study, we focused on on-line parameter identification of the lumped...

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Detalles Bibliográficos
Autores principales: Huang, Feng, Ying, Shunv
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7351215/
https://www.ncbi.nlm.nih.gov/pubmed/32649706
http://dx.doi.org/10.1371/journal.pone.0236012
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author Huang, Feng
Ying, Shunv
author_facet Huang, Feng
Ying, Shunv
author_sort Huang, Feng
collection PubMed
description A lumped model of the arterial system has been used in constructing a hybrid mock loop due to its real-time response. However, the parameters of the model are always from a general case and not adapted to a specific patient. In this study, we focused on on-line parameter identification of the lumped model of the arterial system that could be used for a specific patient. A five-element lumped arterial model is adopted in this study, in which the five parameters are to be determined. The aortic flow rate and the venous pressure are chosen as the inputs of the model, and aortic pressure as the output. An iterative optimization based on the established state space equations of the five-element model is used to seek the best parameter values by minimizing the difference between the model prediction and the previously obtained aortic pressure. The method is validated using simulated data from a complete numerical cardiovascular model. Results show that the method can track the dynamic variation of the parameters very well. Finally, a sensitivity analysis of the model parameters is conducted to interpret the effect of parameter changes. The good performance of the identification demonstrates the potential application of this method to customize a hybrid mock loop for a specific patient or clinically monitor the arterial vessel characteristics in real time.
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spelling pubmed-73512152020-07-22 On-line parameter identification of the lumped arterial system model: A simulation study Huang, Feng Ying, Shunv PLoS One Research Article A lumped model of the arterial system has been used in constructing a hybrid mock loop due to its real-time response. However, the parameters of the model are always from a general case and not adapted to a specific patient. In this study, we focused on on-line parameter identification of the lumped model of the arterial system that could be used for a specific patient. A five-element lumped arterial model is adopted in this study, in which the five parameters are to be determined. The aortic flow rate and the venous pressure are chosen as the inputs of the model, and aortic pressure as the output. An iterative optimization based on the established state space equations of the five-element model is used to seek the best parameter values by minimizing the difference between the model prediction and the previously obtained aortic pressure. The method is validated using simulated data from a complete numerical cardiovascular model. Results show that the method can track the dynamic variation of the parameters very well. Finally, a sensitivity analysis of the model parameters is conducted to interpret the effect of parameter changes. The good performance of the identification demonstrates the potential application of this method to customize a hybrid mock loop for a specific patient or clinically monitor the arterial vessel characteristics in real time. Public Library of Science 2020-07-10 /pmc/articles/PMC7351215/ /pubmed/32649706 http://dx.doi.org/10.1371/journal.pone.0236012 Text en © 2020 Huang, Ying http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Huang, Feng
Ying, Shunv
On-line parameter identification of the lumped arterial system model: A simulation study
title On-line parameter identification of the lumped arterial system model: A simulation study
title_full On-line parameter identification of the lumped arterial system model: A simulation study
title_fullStr On-line parameter identification of the lumped arterial system model: A simulation study
title_full_unstemmed On-line parameter identification of the lumped arterial system model: A simulation study
title_short On-line parameter identification of the lumped arterial system model: A simulation study
title_sort on-line parameter identification of the lumped arterial system model: a simulation study
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7351215/
https://www.ncbi.nlm.nih.gov/pubmed/32649706
http://dx.doi.org/10.1371/journal.pone.0236012
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