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Spatio-temporal visualization and forecasting of [Formula: see text] in the Brazilian state of Minas Gerais
Air pollution due to air contamination by gases, liquids, and solid particles in suspension, is a great environmental and public health concern nowadays. An important type of air pollution is particulate matter with a diameter of 10 microns or less ([Formula: see text] ) because one of the determini...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9968292/ https://www.ncbi.nlm.nih.gov/pubmed/36841859 http://dx.doi.org/10.1038/s41598-023-30365-w |
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author | da Silva, Kim Leone Souza López-Gonzales, Javier Linkolk Turpo-Chaparro, Josue E. Tocto-Cano, Esteban Rodrigues, Paulo Canas |
author_facet | da Silva, Kim Leone Souza López-Gonzales, Javier Linkolk Turpo-Chaparro, Josue E. Tocto-Cano, Esteban Rodrigues, Paulo Canas |
author_sort | da Silva, Kim Leone Souza |
collection | PubMed |
description | Air pollution due to air contamination by gases, liquids, and solid particles in suspension, is a great environmental and public health concern nowadays. An important type of air pollution is particulate matter with a diameter of 10 microns or less ([Formula: see text] ) because one of the determining factors that affect human health is the size of particles in the atmosphere due to the degree of permanence and penetration they have in the respiratory system. Therefore, it is extremely interesting to monitor and understand the behavior of [Formula: see text] concentrations so that they do not exceed the established critical levels. In this work, we will study the [Formula: see text] concentrations in all available monitoring stations in the Brazilian state of Minas Gerais. To better understand its behavior, we will provide a spatio-temporal visualization of the [Formula: see text] concentrations. Besides the descriptive and visualization analysis, we consider six standard and advanced time series models that will be used to fit and forecast [Formula: see text] concentrations, with application to three locations, one in Belo Horizonte, the Minas Gerais state capital, and the monitoring stations with the lowest and highest average [Formula: see text] concentration levels. |
format | Online Article Text |
id | pubmed-9968292 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99682922023-02-27 Spatio-temporal visualization and forecasting of [Formula: see text] in the Brazilian state of Minas Gerais da Silva, Kim Leone Souza López-Gonzales, Javier Linkolk Turpo-Chaparro, Josue E. Tocto-Cano, Esteban Rodrigues, Paulo Canas Sci Rep Article Air pollution due to air contamination by gases, liquids, and solid particles in suspension, is a great environmental and public health concern nowadays. An important type of air pollution is particulate matter with a diameter of 10 microns or less ([Formula: see text] ) because one of the determining factors that affect human health is the size of particles in the atmosphere due to the degree of permanence and penetration they have in the respiratory system. Therefore, it is extremely interesting to monitor and understand the behavior of [Formula: see text] concentrations so that they do not exceed the established critical levels. In this work, we will study the [Formula: see text] concentrations in all available monitoring stations in the Brazilian state of Minas Gerais. To better understand its behavior, we will provide a spatio-temporal visualization of the [Formula: see text] concentrations. Besides the descriptive and visualization analysis, we consider six standard and advanced time series models that will be used to fit and forecast [Formula: see text] concentrations, with application to three locations, one in Belo Horizonte, the Minas Gerais state capital, and the monitoring stations with the lowest and highest average [Formula: see text] concentration levels. Nature Publishing Group UK 2023-02-25 /pmc/articles/PMC9968292/ /pubmed/36841859 http://dx.doi.org/10.1038/s41598-023-30365-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article da Silva, Kim Leone Souza López-Gonzales, Javier Linkolk Turpo-Chaparro, Josue E. Tocto-Cano, Esteban Rodrigues, Paulo Canas Spatio-temporal visualization and forecasting of [Formula: see text] in the Brazilian state of Minas Gerais |
title | Spatio-temporal visualization and forecasting of [Formula: see text] in the Brazilian state of Minas Gerais |
title_full | Spatio-temporal visualization and forecasting of [Formula: see text] in the Brazilian state of Minas Gerais |
title_fullStr | Spatio-temporal visualization and forecasting of [Formula: see text] in the Brazilian state of Minas Gerais |
title_full_unstemmed | Spatio-temporal visualization and forecasting of [Formula: see text] in the Brazilian state of Minas Gerais |
title_short | Spatio-temporal visualization and forecasting of [Formula: see text] in the Brazilian state of Minas Gerais |
title_sort | spatio-temporal visualization and forecasting of [formula: see text] in the brazilian state of minas gerais |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9968292/ https://www.ncbi.nlm.nih.gov/pubmed/36841859 http://dx.doi.org/10.1038/s41598-023-30365-w |
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