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An Improved Dynamic Model for the Respiratory Response to Exercise
Respiratory system modeling has been extensively studied in steady-state conditions to simulate sleep disorders, to predict its behavior under ventilatory diseases or stimuli and to simulate its interaction with mechanical ventilation. Nevertheless, the studies focused on the instantaneous response...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5808356/ https://www.ncbi.nlm.nih.gov/pubmed/29467674 http://dx.doi.org/10.3389/fphys.2018.00069 |
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author | Serna, Leidy Y. Mañanas, Miguel A. Hernández, Alher M. Rabinovich, Roberto A. |
author_facet | Serna, Leidy Y. Mañanas, Miguel A. Hernández, Alher M. Rabinovich, Roberto A. |
author_sort | Serna, Leidy Y. |
collection | PubMed |
description | Respiratory system modeling has been extensively studied in steady-state conditions to simulate sleep disorders, to predict its behavior under ventilatory diseases or stimuli and to simulate its interaction with mechanical ventilation. Nevertheless, the studies focused on the instantaneous response are limited, which restricts its application in clinical practice. The aim of this study is double: firstly, to analyze both dynamic and static responses of two known respiratory models under exercise stimuli by using an incremental exercise stimulus sequence (to analyze the model responses when step inputs are applied) and experimental data (to assess prediction capability of each model). Secondly, to propose changes in the models' structures to improve their transient and stationary responses. The versatility of the resulting model vs. the other two is shown according to the ability to simulate ventilatory stimuli, like exercise, with a proper regulation of the arterial blood gases, suitable constant times and a better adjustment to experimental data. The proposed model adjusts the breathing pattern every respiratory cycle using an optimization criterion based on minimization of work of breathing through regulation of respiratory frequency. |
format | Online Article Text |
id | pubmed-5808356 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-58083562018-02-21 An Improved Dynamic Model for the Respiratory Response to Exercise Serna, Leidy Y. Mañanas, Miguel A. Hernández, Alher M. Rabinovich, Roberto A. Front Physiol Physiology Respiratory system modeling has been extensively studied in steady-state conditions to simulate sleep disorders, to predict its behavior under ventilatory diseases or stimuli and to simulate its interaction with mechanical ventilation. Nevertheless, the studies focused on the instantaneous response are limited, which restricts its application in clinical practice. The aim of this study is double: firstly, to analyze both dynamic and static responses of two known respiratory models under exercise stimuli by using an incremental exercise stimulus sequence (to analyze the model responses when step inputs are applied) and experimental data (to assess prediction capability of each model). Secondly, to propose changes in the models' structures to improve their transient and stationary responses. The versatility of the resulting model vs. the other two is shown according to the ability to simulate ventilatory stimuli, like exercise, with a proper regulation of the arterial blood gases, suitable constant times and a better adjustment to experimental data. The proposed model adjusts the breathing pattern every respiratory cycle using an optimization criterion based on minimization of work of breathing through regulation of respiratory frequency. Frontiers Media S.A. 2018-02-07 /pmc/articles/PMC5808356/ /pubmed/29467674 http://dx.doi.org/10.3389/fphys.2018.00069 Text en Copyright © 2018 Serna, Mañanas, Hernández and Rabinovich. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Physiology Serna, Leidy Y. Mañanas, Miguel A. Hernández, Alher M. Rabinovich, Roberto A. An Improved Dynamic Model for the Respiratory Response to Exercise |
title | An Improved Dynamic Model for the Respiratory Response to Exercise |
title_full | An Improved Dynamic Model for the Respiratory Response to Exercise |
title_fullStr | An Improved Dynamic Model for the Respiratory Response to Exercise |
title_full_unstemmed | An Improved Dynamic Model for the Respiratory Response to Exercise |
title_short | An Improved Dynamic Model for the Respiratory Response to Exercise |
title_sort | improved dynamic model for the respiratory response to exercise |
topic | Physiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5808356/ https://www.ncbi.nlm.nih.gov/pubmed/29467674 http://dx.doi.org/10.3389/fphys.2018.00069 |
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