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Changes in the criticality of Hopf bifurcations due to certain model reduction techniques in systems with multiple timescales
A major obstacle in the analysis of many physiological models is the issue of model simplification. Various methods have been used for simplifying such models, with one common technique being to eliminate certain 'fast' variables using a quasi-steady-state assumption. In this article, we s...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Springer
2011
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3520151/ https://www.ncbi.nlm.nih.gov/pubmed/22657384 http://dx.doi.org/10.1186/2190-8567-1-9 |
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author | Zhang, Wenjun Kirk, Vivien Sneyd, James Wechselberger, Martin |
author_facet | Zhang, Wenjun Kirk, Vivien Sneyd, James Wechselberger, Martin |
author_sort | Zhang, Wenjun |
collection | PubMed |
description | A major obstacle in the analysis of many physiological models is the issue of model simplification. Various methods have been used for simplifying such models, with one common technique being to eliminate certain 'fast' variables using a quasi-steady-state assumption. In this article, we show when such a physiological model reduction technique in a slow-fast system is mathematically justified. We provide counterexamples showing that this technique can give erroneous results near the onset of oscillatory behaviour which is, practically, the region of most importance in a model. In addition, we show that the singular limit of the first Lyapunov coefficient of a Hopf bifurcation in a slow-fast system is, in general, not equal to the first Lyapunov coefficient of the Hopf bifurcation in the corresponding layer problem, a seemingly counterintuitive result. Consequently, one cannot deduce, in general, the criticality of a Hopf bifurcation in a slow-fast system from the lower-dimensional layer problem. |
format | Online Article Text |
id | pubmed-3520151 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Springer |
record_format | MEDLINE/PubMed |
spelling | pubmed-35201512012-12-13 Changes in the criticality of Hopf bifurcations due to certain model reduction techniques in systems with multiple timescales Zhang, Wenjun Kirk, Vivien Sneyd, James Wechselberger, Martin J Math Neurosci Research A major obstacle in the analysis of many physiological models is the issue of model simplification. Various methods have been used for simplifying such models, with one common technique being to eliminate certain 'fast' variables using a quasi-steady-state assumption. In this article, we show when such a physiological model reduction technique in a slow-fast system is mathematically justified. We provide counterexamples showing that this technique can give erroneous results near the onset of oscillatory behaviour which is, practically, the region of most importance in a model. In addition, we show that the singular limit of the first Lyapunov coefficient of a Hopf bifurcation in a slow-fast system is, in general, not equal to the first Lyapunov coefficient of the Hopf bifurcation in the corresponding layer problem, a seemingly counterintuitive result. Consequently, one cannot deduce, in general, the criticality of a Hopf bifurcation in a slow-fast system from the lower-dimensional layer problem. Springer 2011-09-23 /pmc/articles/PMC3520151/ /pubmed/22657384 http://dx.doi.org/10.1186/2190-8567-1-9 Text en Copyright © 2011 Zhang et al; licensee Springer. https://creativecommons.org/licenses/by/2.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0 (https://creativecommons.org/licenses/by/2.0/) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Zhang, Wenjun Kirk, Vivien Sneyd, James Wechselberger, Martin Changes in the criticality of Hopf bifurcations due to certain model reduction techniques in systems with multiple timescales |
title | Changes in the criticality of Hopf bifurcations due to certain model reduction techniques in systems with multiple timescales |
title_full | Changes in the criticality of Hopf bifurcations due to certain model reduction techniques in systems with multiple timescales |
title_fullStr | Changes in the criticality of Hopf bifurcations due to certain model reduction techniques in systems with multiple timescales |
title_full_unstemmed | Changes in the criticality of Hopf bifurcations due to certain model reduction techniques in systems with multiple timescales |
title_short | Changes in the criticality of Hopf bifurcations due to certain model reduction techniques in systems with multiple timescales |
title_sort | changes in the criticality of hopf bifurcations due to certain model reduction techniques in systems with multiple timescales |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3520151/ https://www.ncbi.nlm.nih.gov/pubmed/22657384 http://dx.doi.org/10.1186/2190-8567-1-9 |
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