Impact of the meteorological variables and of restrictions to urban mobility associated with the COVID-19 pandemic on the concentrations of particulate matter (PM10)
DOI:
https://doi.org/10.26848/rbgf.v18.07.p5323-5338Palabras clave:
Atmospheric pollution, Generalized Additive Model (GAM), SARS-CoV-2, Temporal variability of air pollutantsResumen
This study investigated the association of meteorological parameters with the different periods of urban mobility related to COVID-19, on the PM10 concentrations in a small town in Southern Brazil. The particulate matter was monitored during a two-year period from 2019 to 2021, which covered the pre-lockdown, lockdown, and relaxation time phases. The meteorological data and PM10 concentrations, monitored using a high-volume air sampler installed in the centre of the town, were implemented in a Generalized Additive Model (GAM) as predictive air pollutant concentration variables. The results indicated that the wind speed and direction did not affect the variation in PM10 concentrations. However, the seasons showed a significant influence, with greater PM10 concentrations in the winter, due to worse pollutant dispersion conditions. There was a mean reduction of 40% in the PM10 concentrations during the lockdown period, corroborating the efficacy of mobility restrictions on air quality. The study concluded that although rainfall and relative humidity interfered significantly with particulate matter concentrations, social mobility and seasons were also preponderant factors with respect to air quality improvements. The study also emphasized the importance of monitoring air pollution in small towns (with no air quality monitoring stations), where the impact of air pollutants on public health can also be significant.
Descargas
Citas
Al-Jallad, F., Katheeri, E., Omar, M., 2013. Levels of Particulate Matter in Western UAE Desert and factors affecting their distribution. In: International Conference on Modelling, Monitoring and Management of Air Pollution, 21th. Longhurst, JWS, Brebbia CA, eds, WIT Press.
Ard, K., Thomas, J., Bullock, C., 2024. Toxic air pollution and cognitive decline: Untangling particulate matter. Health & Place 89, 103330. https://doi.org/10.1016/j.healthplace.2024.103330
Barmpadimos, I., Hueglin, C., Keller, J., Henne, S., Prévôt, A.S.H., 2011. Influence of meteorology on PM10 trends and variability in Switzerland from 1991 to 2008. Atmospheric Chemistry and Physics 11, 1813-1835. https://www.10.5194/acp-11-1813-2011
Bodor, K., Szép, R., Bodor, Z., 2022. The human health risk assessment of particulate air pollution (PM2.5 and PM10) in Romania. Toxicology Reports 09, 556-562. https://doi.org/10.1016/j.toxrep.2022.03.022
CETESB. Companhia Ambiental do Estado de São Paulo. Qualidade do ar no Estado de São Paulo, 2016. São Paulo (SP): CETESB, 2017. 198p. [in Portuguese]
Chen Z., Chen, D., Zhao, C., Kwan, M., Cai, J., Zhuang, Y., Zhao, B., Wang, X., Chen, B., Yang, J., Li, R., He, B., Gao, B., Wang, K., Xu, B., 2020. Influence of meteorological conditions on PM2.5 concentrations across China: A review of methodology and mechanism. Environment International 139, 105558. https://doi.org/10.1016/j.envint.2020.105558
CFR. Code of Federal Regulations, 2024. Title 40 - Protection of Environment. Chapter I - Environmental Protection Agency. Subchapter C - Air Programs. Available at https://www.ecfr.gov/current/title-40/chapter-I/subchapter-C/part-58#58.3. Accessed 11 Dec. 2024.
CONAMA. Conselho Nacional do Meio Ambiente, 2024. Ministério do Meio Ambiente e Mudança do Clima, Brasil. Resolução n. 506, de 05 de julho – Estabelece padrões nacionais de qualidade do ar e fornece diretrizes para sua aplicação. 5p. [in Portuguese]
Costa, L.G., Cole, T.B., Dao, K., Chang, Y.-C., Coburn, J., Garrick, J.M., 2020. Effects of air pollution on the nervous system and its possible role in neurodevelopmental and neurodegenerative disorders. Pharmacology & Therapeutics 210, 107523. https://doi.org/10.1016/j.pharmthera.2020.107523
Elminir, H.K., 2005. Dependence of urban air pollutants on meteorology. Science of The Total Environment 350, 225-237. https://doi.org/10.1016/j.scitotenv.2005.01.043
Filonchyk, M., Hurynovich, V., Yan, H., 2021. Impact of Covid-19 lockdown on air quality in the Poland, Eastern Europe. Environmental Research 198, 110454. https://doi.org/10.1016/j.envres.2020.110454.
Gao, B., Ouyang, W., Cheng, H., Xu, Y., Lin, C., Chen, J., 2019. Interactions between rainfall and fine particulate matter investigated by simultaneous chemical composition measurements in downtown Beijing. Atmospheric Environment 218, 117000. https://doi.org/10.1016/j.atmosenv.2019.117000
Giaccherini, M., Kopinska, J., Palma, A., 2021. When particulate matter strikes cities: Social disparities and health costs of air pollution. Journal of Health Economics 78, 102478. https://doi.org/10.1016/j.jhealeco.2021.102478
IBGE. Instituto Brasileiro de Geografia e Estatística. Censo Agropecuário 2017 - Resultados definitivos. Available at https://cidades.ibge.gov.br/brasil/pr/francisco-beltrao/pesquisa/24/76693. Accessed 30 Nov. 2023. [in Portuguese].
IBGE. Instituto Brasileiro de Geografia e Estatística, 2022. Frota de veículos (Ministério da Infraestrutura, Secretaria Nacional de Trânsito). Available at https://cidades.ibge.gov.br/brasil/pr/francisco-beltrao/pesquisa/22/28120?indicador=28122. Accessed 01 Dec. 2023 [in Portuguese]
Kanniah, K.D., Zaman, N.A.F.K., Kaskaoutis, D.G., Latif, M.T., 2020. COVID-19's impact on the atmospheric environment in the Southeast Asia region. Science of The Total Environment 736, 139658. https://doi.org/10.1016/j.scitotenv.2020.139658.
Liu, X., Niu, J., Wang, Z., Pan, X., Su, F., Yao, D., Zhu, M., Yan, J., Yan, J., Yao, G., 2023. A comprehensive investigation of PM2.5 in the Huaihe River Basin, China: Separating the contributions from meteorology and emission reductions. Atmospheric Pollution Research 14, 101647. https://doi.org/10.1016/j.apr.2023.101647
Luan, T., Guo, X., Zhang, T., Guo, L., 2019. Below-Cloud Aerosol Scavenging by Different-Intensity Rains in Beijing City. Journal of Meteorological Research 33, 126-137. https://doi.org/10.1007/s13351-019-8079-0
Mahato, S., Pal, S., Ghosh, K.G., 2020. Effect of lockdown amid COVID-19 pandemic on air quality of the megacity Delhi, India. Science of The Total Environment 730, 139086. https://doi.org/10.1016/j.scitotenv.2020.139086
Maleki, M., Anvari, E., Hopke, P.K., Noorimotlagh, Z., Mirzaee, S.A., 2021. An updated systematic review on the association between atmospheric particulate matter pollution and prevalence of SARS-CoV-2. Environmental Research 195, 110898. https://doi.org/10.1016/j.envres.2021.110898
Martins, E.H., de Souza Eicardi, M., Nogarotto, D.C., Pozza, S.A., 2024. Health and economic benefits of lowering particulate matter (PM) levels: scenarios for a Southern Brazilian metropolis. Aerosol Science and Engineering 9, 1-12. https://doi.org/10.1007/s41810-024-00239-3
McMullen, N., Annesi-Maesano, I., Renard, J.-B., 2021. Impact of rain precipitation on urban atmospheric particle matter measured at three locations in France between 2013 and 2019. Atmosphere 12, 769. https://doi.org/10.3390/atmos12060769
Millán-Martínez, M., Sánchez-Rodas, D., de la Campa, A.M.S., de la Rosa. J., 2022. Impact of the SARS-CoV-2 lockdown measures in Southern Spain on PM10 trace element and gaseous pollutant concentrations, Chemosphere 303, 134853. https://doi.org/10.1016/j.chemosphere.2022.134853
NCHM. National Center for Hydrology, 2024. Weather and Climate Services Division, Rainfall classification: Intensity of Rainfall in 24 Hours. Available at https://www.nchm.gov.bt/attachment/ckfinder/userfiles/files/Rainfall%20intensity%20classification.pdf. Accessed 27 Mar. 2025.
NWS. National Weather Service, 2024. Beaufort Wind Scale. Available at https://www.weather.gov/mfl/beaufort. Accessed 27 Mar. 2025.
Odo, D.B., Yang, I.A., Dey, S., Hammer, M.S., Van Donkelaar, A., Martin, R.V., Dong, G.-H., Yang, B.-Y., Hystad, P., Knibbs, L.D., 2023. A cross-sectional analysis of long-term exposure to ambient air pollution and cognitive development in children aged 3-4 years living in 12 low- and middle-income countries. Environmental Pollution 318, 120916. https://doi.org/10.1016/j.envpol.2022.120916
Ouyang, W., Guo, B., Cai, G., Li, Q., Han, S., Liu, B., Liu, X., 2015. The washing effect of precipitation on particulate matter and the pollution dynamics of rainwater in downtown Beijing. Science of The Total Environment 505, 306-314. https://doi.org/10.1016/j.scitotenv.2014.09.062
PMFB. Prefeitura Municipal de Francisco Beltrão, 2023. Plano Diretor, Francisco Beltrão Aspectos físicos e políticos (2013 – 2023). Available at https://franciscobeltrao.pr.gov.br/secretarias/obras-e-urbanismo/aspectos-fisicos-e-politicos. Accessed 03 Dec. 2023. [in Portuguese]
PMFB. Prefeitura Municipal de Francisco Beltrão, 2017. Revisão – Plano Diretor, Francisco Beltrão. Cap. 5 - Aspectos sócio-econômicos. Available at https://franciscobeltrao.pr.gov.br/wp-content/uploads/2019/01/PDM-2017-V1-5-SÓCIO-ECONÔMICOS-Final.pdf. Accessed 06 Dec. 2023. [in Portuguese]
Quérel, A., Lemaitre, P., Monier, M., Porcheron, E., Flossmann, A.I., Hervo, M., 2014. An experiment to measure raindrop collection efficiencies: influence of rear capture. Atmospheric Measurement Techniques 07, 1321-1330. https://doi.org/10.5194/amt-7-1321-2014
Roldán-Henao, N., Hoyos, C.D., Herrera-Mejía, L., Isaza, A., 2020. An investigation of the precipitation net effect on the particulate matter concentration in a narrow valley: role of lower-troposphere stability. Journal of Applied Meteorology and Climatology 59, 401-426. https://doi.org/10.1175/JAMC-D-18-0313.1
Samoli, E., Peng, R., Ramsay, T., Pipikou, M., Touloumi, G., Dominici, F., Burnett, R., Cohen, A., Krewski, D., Samet, J., Katsouyanni, K., 2008. Acute effects of ambient particulate matter on mortality in Europe and North America: results from the APHENA study. Environmental Health Perspectives 116, 1480-86. https://doi.org/10.1289/ehp.113
Saqer, R., Issa, S., Saleous, N., 2024. Spatio-temporal characterization of PM10 concentration across Abu Dhabi Emirate (UAE). Heliyon 10, e32812. https://doi.org/10.1016/j.heliyon.2024.e32812
Scapini, V., Torres, S., Rubilar-Torrealba, R., 2023. Meteorological, PM2.5 and PM10 factors on SARS-COV-2 transmission: the case of southern regions in Chile. Environmental Pollution 322, 120961. https://doi.org/10.1016/j.envpol.2022.120961
Silver, B., He, X., Arnold, S.R., Spracklen, D.V., 2020. The impact of COVID-19 control measures on air quality in China. Environmental Research Letters 15, 084021. https://doi.org/10.1088/1748-9326/aba3a2
Tian, X., Cui, K., Sheu, H.-L., Hsieh, Y.-K., Yu, F., 2021. Effects of Rain and Snow on the Air Quality Index, PM2.5 Levels, and Dry Deposition Flux of PCDD/Fs. Aerosol and Air Quality Research 21, 210158. https://doi.org/10.4209/aaqr.210158
Unal, Y.S., Toros, H., Deniz, A., Incecik, S., 2011. Influence of meteorological factors and emission sources on spatial and temporal variations of PM10 concentrations in Istanbul metropolitan área. Atmospheric Environment 45, 5504-5513. https://doi.org/10.1016/j.atmosenv.2011.06.039
USEPA. Environmental Protection Agency, 2011. Chapter I - Appendix J to Part 50 - Reference Method for the Determination of Particulate Matter as PM10 in the Atmosphere, Code of Federal Regulations (USA).
USEPA. Environmental Protection Agency, 2012. Chapter I - Appendix B to Part 50 - Reference Method for the Determination of Suspended Particulate Matter in the Atmosphere (High-Volume Method), Code of Federal Regulations (USA).
USEPA. Environment Protection Agency, 2023. Learn about how mobile source pollution affects your health. Last modified: May 18th. Disponível em: https://epa.gov/mobile-source-pollution/forms/contact-us-about-mobile-source-pollution. Accessed 09 Jun. 2023.
Wang, Y., He, L., 2020. Effect of rainfall intensity on PM10 and PM2.5 scavenging in Guangzhou at night. In: IOP Conference Series: Earth and Environmental Science 450, 012075. Xi’an, China.
WHO. World Health Organization, 2021. Global air quality guidelines. Particulate matter (PM2.5 and PM10), ozone, nitrogen dioxide, sulfur dioxide and carbon monoxide. Bonn, Germany.
WHO. World Health Organization, 2013. Health effects of particulate matter. Regional Office for Europe of the World Health Organization, Copenhagen.
Wood, S.N., 2017. Generalized Additive Models: An Introduction with R. 2nd ed. New York, Chapman and Hall/CRC.
Yang, Q., Yuan, Q., Li, T., Shen, H., Zhang, L., 2017. The relationships between PM2.5 and meteorological factors in China: seasonal and regional variations. International Journal of Environmental Research and Public Health 14, 1510. https://doi.org/10.3390/ijerph14121510
Zender-Świercz, E., Galiszewska, B., Telejko, M. Starzomska, M., 2024. The effect of temperature and humidity of air on the concentration of particulate matter - PM2.5 and PM10, Atmospheric Research 312, 107733. https://doi.org/10.1016/j.atmosres.2024.107733
Zhang, F., Cheng, H., Wang, Z., Lv, X., Zhu, Z., Zhang, G., Wang, X., 2014. Fine particles (PM2.5) at a CAWNET background site in Central China: Chemical compositions, seasonal variations and regional pollution events. Atmospheric Environment 86, 193-202. https://doi.org/10.1016/j.atmosenv.2013.12.008
Zhao, X., Yu, X., Wang, Y., Fan, C., 2016. Economic evaluation of health losses from air pollution in Beijing, China. Environmental Science and Pollution Research 23, 11716-11728. https://doi.org/10.1007/s11356-016-6270-8
Zhao, Q., 2025. Particulate matter, socioeconomic status, and cognitive function among older adults in China. Archives of Gerontology and Geriatrics 131, 105756. https://doi.org/10.1016/j.archger.2025.105756
Zhou, Y., Yue, Y., Bai, Y., Zhang, L., 2020. Effects of Rainfall on PM2.5 and PM10 in the Middle Reaches of the Yangtze River. Advances in Meteorology 20, ID 2398146. https://doi.org/10.1155/2020/2398146
Descargas
Publicado
Cómo citar
Número
Sección
Licencia
Derechos de autor 1969 Ana Flávia Scudeler, Elaine Schornobay Lui, Davi Zacarias de Souza, Kelly Geronazzo Martins, Waldir Nagel Schirmer

Esta obra está bajo una licencia internacional Creative Commons Atribución 4.0.
Material protegido por derechos de autor y plagio. En caso de material protegido por derechos de autor reproducido en el manuscrito, la atribución completa debe ser informada en el texto; un documento de respaldo de la autorización debe enviarse al Consejo Editorial como documento complementario. Es responsabilidad de los autores, no de la revista o de los editores y revisores, informar en el artículo la autoría de los textos, datos, figuras, imágenes y / o mapas publicados anteriormente en otros lugares. Si existe alguna sospecha sobre la originalidad del material, el Comité Editorial puede verificar el manuscrito en busca de plagio. En los casos en que se confirme el plagio, el manuscrito será devuelto sin más revisión y sin la posibilidad de volver a enviarlo. El autoplagio (es decir, el uso de frases idénticas de documentos previamente publicados por el mismo autor) tampoco es aceptable.






