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Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise

BACKGROUND: Heart rate can be used to prescribe exercise intensity for development and maintenance of cardiorespiratory fitness. The aim of this study was to identify the dynamics of heart rate response during moderate-to-vigorous treadmill exercise and to explore parameter dependencies with respect...

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Autores principales: Hunt, Kenneth J., Fankhauser, Simon E., Saengsuwan, Jittima
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4687158/
https://www.ncbi.nlm.nih.gov/pubmed/26689430
http://dx.doi.org/10.1186/s12938-015-0112-7
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author Hunt, Kenneth J.
Fankhauser, Simon E.
Saengsuwan, Jittima
author_facet Hunt, Kenneth J.
Fankhauser, Simon E.
Saengsuwan, Jittima
author_sort Hunt, Kenneth J.
collection PubMed
description BACKGROUND: Heart rate can be used to prescribe exercise intensity for development and maintenance of cardiorespiratory fitness. The aim of this study was to identify the dynamics of heart rate response during moderate-to-vigorous treadmill exercise and to explore parameter dependencies with respect to time, intensity level and step-change direction. The focus was on simple approximate models for subsequent design of heart rate control systems. METHODS: 24 healthy, able-bodied male subjects each did two separate, 35-min tests on a treadmill, one at moderate and one at vigorous intensity. Each test had four individual upward and downward steps (1–4). Heart rate responses were modelled as first-order transfer functions with steady-state gain k and time constant [Formula: see text] . Models were estimated both for the overall testing periods and for individual step responses within each test. RESULTS: There were no significant differences in the overall mean values of k [24.3 vs. 24.1 bpm/(m/s), [Formula: see text] ] and [Formula: see text] (55.7 vs. 59.5 s, [Formula: see text] ) between the two intensity levels. The overall nominal gain for both conditions was [Formula: see text] , 21.9–26.6 bpm/(m/s) (mean [Formula: see text] standard deviation, 95 % confidence interval), and the overall nominal time constant was [Formula: see text] , 50.9–64.3 s. Analysis of models estimated from the individual steps revealed a significant difference in steady-state gain k for upward and downward steps [30.2 vs. 23.6 bpm/(m/s), [Formula: see text] ], but no difference in time constant [Formula: see text] between these two directions (57.5 vs. 54.4 s, [Formula: see text] ). For gain k, there was no significant main effect of intensity ([Formula: see text] ) or intensity–time ([Formula: see text] ) interactions, but there was a significant main effect of time ([Formula: see text] ). Pairwise comparison with respect to time showed a significant difference between the upward steps at times 1 and 3 [33.0 vs. 27.3 bpm/(m/s), [Formula: see text] ], but no significant difference between the downward steps at times 2 and 4 [24.4 vs. 22.8 bpm/(m/s), [Formula: see text] ]. For time constant [Formula: see text] , there were no significant main effects of intensity ([Formula: see text] ) or time ([Formula: see text] ), or intensity–time interactions ([Formula: see text] ). CONCLUSIONS: The tight CI-bounds obtained, and the observed parameter dependencies, suggest that the overall nominal model with [Formula: see text] and [Formula: see text] might serve as the basis for design of a linear time-invariant (LTI) feedback system for real-time control of heart rate. Future work should focus on this hypothesis and on direct comparison of LTI and nonlinear/time-varying control approaches.
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spelling pubmed-46871582015-12-23 Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise Hunt, Kenneth J. Fankhauser, Simon E. Saengsuwan, Jittima Biomed Eng Online Research BACKGROUND: Heart rate can be used to prescribe exercise intensity for development and maintenance of cardiorespiratory fitness. The aim of this study was to identify the dynamics of heart rate response during moderate-to-vigorous treadmill exercise and to explore parameter dependencies with respect to time, intensity level and step-change direction. The focus was on simple approximate models for subsequent design of heart rate control systems. METHODS: 24 healthy, able-bodied male subjects each did two separate, 35-min tests on a treadmill, one at moderate and one at vigorous intensity. Each test had four individual upward and downward steps (1–4). Heart rate responses were modelled as first-order transfer functions with steady-state gain k and time constant [Formula: see text] . Models were estimated both for the overall testing periods and for individual step responses within each test. RESULTS: There were no significant differences in the overall mean values of k [24.3 vs. 24.1 bpm/(m/s), [Formula: see text] ] and [Formula: see text] (55.7 vs. 59.5 s, [Formula: see text] ) between the two intensity levels. The overall nominal gain for both conditions was [Formula: see text] , 21.9–26.6 bpm/(m/s) (mean [Formula: see text] standard deviation, 95 % confidence interval), and the overall nominal time constant was [Formula: see text] , 50.9–64.3 s. Analysis of models estimated from the individual steps revealed a significant difference in steady-state gain k for upward and downward steps [30.2 vs. 23.6 bpm/(m/s), [Formula: see text] ], but no difference in time constant [Formula: see text] between these two directions (57.5 vs. 54.4 s, [Formula: see text] ). For gain k, there was no significant main effect of intensity ([Formula: see text] ) or intensity–time ([Formula: see text] ) interactions, but there was a significant main effect of time ([Formula: see text] ). Pairwise comparison with respect to time showed a significant difference between the upward steps at times 1 and 3 [33.0 vs. 27.3 bpm/(m/s), [Formula: see text] ], but no significant difference between the downward steps at times 2 and 4 [24.4 vs. 22.8 bpm/(m/s), [Formula: see text] ]. For time constant [Formula: see text] , there were no significant main effects of intensity ([Formula: see text] ) or time ([Formula: see text] ), or intensity–time interactions ([Formula: see text] ). CONCLUSIONS: The tight CI-bounds obtained, and the observed parameter dependencies, suggest that the overall nominal model with [Formula: see text] and [Formula: see text] might serve as the basis for design of a linear time-invariant (LTI) feedback system for real-time control of heart rate. Future work should focus on this hypothesis and on direct comparison of LTI and nonlinear/time-varying control approaches. BioMed Central 2015-12-21 /pmc/articles/PMC4687158/ /pubmed/26689430 http://dx.doi.org/10.1186/s12938-015-0112-7 Text en © Hunt et al. 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Hunt, Kenneth J.
Fankhauser, Simon E.
Saengsuwan, Jittima
Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise
title Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise
title_full Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise
title_fullStr Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise
title_full_unstemmed Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise
title_short Identification of heart rate dynamics during moderate-to-vigorous treadmill exercise
title_sort identification of heart rate dynamics during moderate-to-vigorous treadmill exercise
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4687158/
https://www.ncbi.nlm.nih.gov/pubmed/26689430
http://dx.doi.org/10.1186/s12938-015-0112-7
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