Cargando…
The Influence of Anthropogenic and Environmental Disturbances on Parameter Estimation of a Dengue Transmission Model
Some deterministic models deal with environmental conditions and use parameter estimations to obtain experimental parameters, but they do not consider anthropogenic or environmental disturbances, e.g., chemical control or climatic conditions. Even more, they usually use theoretical or measured in-la...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9861738/ https://www.ncbi.nlm.nih.gov/pubmed/36668912 http://dx.doi.org/10.3390/tropicalmed8010005 |
_version_ | 1784874916888182784 |
---|---|
author | Catano-Lopez, Alexandra Rojas-Diaz, Daniel Vélez, Carlos M. |
author_facet | Catano-Lopez, Alexandra Rojas-Diaz, Daniel Vélez, Carlos M. |
author_sort | Catano-Lopez, Alexandra |
collection | PubMed |
description | Some deterministic models deal with environmental conditions and use parameter estimations to obtain experimental parameters, but they do not consider anthropogenic or environmental disturbances, e.g., chemical control or climatic conditions. Even more, they usually use theoretical or measured in-lab parameters without worrying about uncertainties in initial conditions, parameters, or changes in control inputs. Thus, in this study, we estimate parameters (including chemical control parameters) and confidence contours under uncertainty conditions using data from the municipality of Bello (Colombia) during 2010–2014, which includes two epidemic outbreaks. Our study shows that introducing non-periodic pulse inputs into the mathematical model allows us to: (i) perform parameter estimation by fitting real data of consecutive dengue outbreaks, (ii) highlight the importance of chemical control as a method of vector control, and (iii) reproduce the endemic behavior of dengue. We described a methodology for parameter and sub-contour box estimation under uncertainties and performed reliable simulations showing the behavior of dengue spread in different scenarios. |
format | Online Article Text |
id | pubmed-9861738 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-98617382023-01-22 The Influence of Anthropogenic and Environmental Disturbances on Parameter Estimation of a Dengue Transmission Model Catano-Lopez, Alexandra Rojas-Diaz, Daniel Vélez, Carlos M. Trop Med Infect Dis Article Some deterministic models deal with environmental conditions and use parameter estimations to obtain experimental parameters, but they do not consider anthropogenic or environmental disturbances, e.g., chemical control or climatic conditions. Even more, they usually use theoretical or measured in-lab parameters without worrying about uncertainties in initial conditions, parameters, or changes in control inputs. Thus, in this study, we estimate parameters (including chemical control parameters) and confidence contours under uncertainty conditions using data from the municipality of Bello (Colombia) during 2010–2014, which includes two epidemic outbreaks. Our study shows that introducing non-periodic pulse inputs into the mathematical model allows us to: (i) perform parameter estimation by fitting real data of consecutive dengue outbreaks, (ii) highlight the importance of chemical control as a method of vector control, and (iii) reproduce the endemic behavior of dengue. We described a methodology for parameter and sub-contour box estimation under uncertainties and performed reliable simulations showing the behavior of dengue spread in different scenarios. MDPI 2022-12-22 /pmc/articles/PMC9861738/ /pubmed/36668912 http://dx.doi.org/10.3390/tropicalmed8010005 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Catano-Lopez, Alexandra Rojas-Diaz, Daniel Vélez, Carlos M. The Influence of Anthropogenic and Environmental Disturbances on Parameter Estimation of a Dengue Transmission Model |
title | The Influence of Anthropogenic and Environmental Disturbances on Parameter Estimation of a Dengue Transmission Model |
title_full | The Influence of Anthropogenic and Environmental Disturbances on Parameter Estimation of a Dengue Transmission Model |
title_fullStr | The Influence of Anthropogenic and Environmental Disturbances on Parameter Estimation of a Dengue Transmission Model |
title_full_unstemmed | The Influence of Anthropogenic and Environmental Disturbances on Parameter Estimation of a Dengue Transmission Model |
title_short | The Influence of Anthropogenic and Environmental Disturbances on Parameter Estimation of a Dengue Transmission Model |
title_sort | influence of anthropogenic and environmental disturbances on parameter estimation of a dengue transmission model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9861738/ https://www.ncbi.nlm.nih.gov/pubmed/36668912 http://dx.doi.org/10.3390/tropicalmed8010005 |
work_keys_str_mv | AT catanolopezalexandra theinfluenceofanthropogenicandenvironmentaldisturbancesonparameterestimationofadenguetransmissionmodel AT rojasdiazdaniel theinfluenceofanthropogenicandenvironmentaldisturbancesonparameterestimationofadenguetransmissionmodel AT velezcarlosm theinfluenceofanthropogenicandenvironmentaldisturbancesonparameterestimationofadenguetransmissionmodel AT catanolopezalexandra influenceofanthropogenicandenvironmentaldisturbancesonparameterestimationofadenguetransmissionmodel AT rojasdiazdaniel influenceofanthropogenicandenvironmentaldisturbancesonparameterestimationofadenguetransmissionmodel AT velezcarlosm influenceofanthropogenicandenvironmentaldisturbancesonparameterestimationofadenguetransmissionmodel |