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Robust Inferential Techniques Applied to the Analysis of the Tropospheric Ozone Concentration in an Urban Area

This paper analyzes 12 years of tropospheric ozone (O(3)) concentration measurements using robust techniques. The measurements were taken at an air quality monitoring station called Belisario, which is in Quito, Ecuador; the data collection time period was 1 January 2008 to 31 December 2019, and the...

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Autores principales: Hernandez, Wilmar, Mendez, Alfredo, González-Posadas, Vicente, Jiménez-Martín, José Luis, Camejo, Iván Menes
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7795081/
https://www.ncbi.nlm.nih.gov/pubmed/33401639
http://dx.doi.org/10.3390/s21010277
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author Hernandez, Wilmar
Mendez, Alfredo
González-Posadas, Vicente
Jiménez-Martín, José Luis
Camejo, Iván Menes
author_facet Hernandez, Wilmar
Mendez, Alfredo
González-Posadas, Vicente
Jiménez-Martín, José Luis
Camejo, Iván Menes
author_sort Hernandez, Wilmar
collection PubMed
description This paper analyzes 12 years of tropospheric ozone (O(3)) concentration measurements using robust techniques. The measurements were taken at an air quality monitoring station called Belisario, which is in Quito, Ecuador; the data collection time period was 1 January 2008 to 31 December 2019, and the measurements were carried out using photometric O(3) analyzers. Here, the measurement results were used to build variables that represented hours, days, months, and years, and were then classified and categorized. The index of air quality (IAQ) of the city was used to make the classifications, and robust and nonrobust confidence intervals were used to make the categorizations. Furthermore, robust analysis methods were compared with classical methods, nonparametric methods, and bootstrap-based methods. The results showed that the analysis using robust methods is better than the analysis using nonrobust methods, which are not immune to the influence of extreme observations. Using all of the aforementioned methods, confidence intervals were used to both establish and quantify differences between categories of the groups of variables under study. In addition, the central tendency and variability of the O(3) concentration at Belisario station were exhaustively analyzed, concluding that said concentration was stable for years, highly variable for months and hours, and slightly changing between the days of the week. Additionally, according to the criteria established by the IAQ, it was shown that in Quito, the O(3) concentration levels during the study period were not harmful to human health.
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spelling pubmed-77950812021-01-10 Robust Inferential Techniques Applied to the Analysis of the Tropospheric Ozone Concentration in an Urban Area Hernandez, Wilmar Mendez, Alfredo González-Posadas, Vicente Jiménez-Martín, José Luis Camejo, Iván Menes Sensors (Basel) Article This paper analyzes 12 years of tropospheric ozone (O(3)) concentration measurements using robust techniques. The measurements were taken at an air quality monitoring station called Belisario, which is in Quito, Ecuador; the data collection time period was 1 January 2008 to 31 December 2019, and the measurements were carried out using photometric O(3) analyzers. Here, the measurement results were used to build variables that represented hours, days, months, and years, and were then classified and categorized. The index of air quality (IAQ) of the city was used to make the classifications, and robust and nonrobust confidence intervals were used to make the categorizations. Furthermore, robust analysis methods were compared with classical methods, nonparametric methods, and bootstrap-based methods. The results showed that the analysis using robust methods is better than the analysis using nonrobust methods, which are not immune to the influence of extreme observations. Using all of the aforementioned methods, confidence intervals were used to both establish and quantify differences between categories of the groups of variables under study. In addition, the central tendency and variability of the O(3) concentration at Belisario station were exhaustively analyzed, concluding that said concentration was stable for years, highly variable for months and hours, and slightly changing between the days of the week. Additionally, according to the criteria established by the IAQ, it was shown that in Quito, the O(3) concentration levels during the study period were not harmful to human health. MDPI 2021-01-03 /pmc/articles/PMC7795081/ /pubmed/33401639 http://dx.doi.org/10.3390/s21010277 Text en © 2021 by the authors. 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 (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Hernandez, Wilmar
Mendez, Alfredo
González-Posadas, Vicente
Jiménez-Martín, José Luis
Camejo, Iván Menes
Robust Inferential Techniques Applied to the Analysis of the Tropospheric Ozone Concentration in an Urban Area
title Robust Inferential Techniques Applied to the Analysis of the Tropospheric Ozone Concentration in an Urban Area
title_full Robust Inferential Techniques Applied to the Analysis of the Tropospheric Ozone Concentration in an Urban Area
title_fullStr Robust Inferential Techniques Applied to the Analysis of the Tropospheric Ozone Concentration in an Urban Area
title_full_unstemmed Robust Inferential Techniques Applied to the Analysis of the Tropospheric Ozone Concentration in an Urban Area
title_short Robust Inferential Techniques Applied to the Analysis of the Tropospheric Ozone Concentration in an Urban Area
title_sort robust inferential techniques applied to the analysis of the tropospheric ozone concentration in an urban area
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7795081/
https://www.ncbi.nlm.nih.gov/pubmed/33401639
http://dx.doi.org/10.3390/s21010277
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