The value of using seasonality and meteorological variables to model intra-urban PM2.5 variation
A yearlong air monitoring campaign was conducted to assess the impact of local temperature, relative humidity, and wind speed on the temporal and spatial variability of PM2.5 in El Paso, Texas. Monitoring was conducted at four sites purposely selected to capture the local traffic variability. Effect...
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Published in | Atmospheric environment (1994) Vol. 182; pp. 1 - 8 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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Elsevier Ltd
01.06.2018
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Abstract | A yearlong air monitoring campaign was conducted to assess the impact of local temperature, relative humidity, and wind speed on the temporal and spatial variability of PM2.5 in El Paso, Texas. Monitoring was conducted at four sites purposely selected to capture the local traffic variability. Effects of meteorological events on seasonal PM2.5 variability were identified. For instance, in winter low-wind and low-temperature conditions were associated with high PM2.5 events that contributed to elevated seasonal PM2.5 levels. Similarly, in spring, high PM2.5 events were associated with high-wind and low-relative humidity conditions. Correlation coefficients between meteorological variables and PM2.5 fluctuated drastically across seasons. Specifically, it was observed that for most sites correlations between PM2.5 and meteorological variables either changed from positive to negative or dissolved depending on the season. Overall, the results suggest that mixed effects analysis with season and site as fixed factors and meteorological variables as covariates could increase the explanatory value of LUR models for PM2.5.
•Temperature is a significant predictor of PM2.5 spatial variability.•Seasonality performs best as a predictor of PM2.5 spatial variability in winter and spring.•Mixed effects models support the use of meteorological factors to model PM2.5 spatial variability. |
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AbstractList | A yearlong air monitoring campaign was conducted to assess the impact of local temperature, relative humidity, and wind speed on the temporal and spatial variability of PM
2.5
in El Paso, Texas. Monitoring was conducted at four sites purposely selected to capture the local traffic variability. Effects of meteorological events on seasonal PM
2.5
variability were identified. For instance, in winter low-wind and low-temperature conditions were associated with high PM
2.5
events that contributed to elevated seasonal PM
2.5
levels. Similarly, in spring, high PM
2.5
events were associated with high-wind and low-relative humidity conditions. Correlation coefficients between meteorological variables and PM
2.5
fluctuated drastically across seasons. Specifically, it was observed that for most sites correlations between PM
2.5
and meteorological variables either changed from positive to negative or dissolved depending on the season. Overall, the results suggest that mixed effects analysis with
season
and
site
as fixed factors and meteorological variables as covariates could increase the explanatory value of LUR models for PM
2.5
. A yearlong air monitoring campaign was conducted to assess the impact of local temperature, relative humidity, and wind speed on the temporal and spatial variability of PM2.5 in El Paso, Texas. Monitoring was conducted at four sites purposely selected to capture the local traffic variability. Effects of meteorological events on seasonal PM2.5 variability were identified. For instance, in winter low-wind and low-temperature conditions were associated with high PM2.5 events that contributed to elevated seasonal PM2.5 levels. Similarly, in spring, high PM2.5 events were associated with high-wind and low-relative humidity conditions. Correlation coefficients between meteorological variables and PM2.5 fluctuated drastically across seasons. Specifically, it was observed that for most sites correlations between PM2.5 and meteorological variables either changed from positive to negative or dissolved depending on the season. Overall, the results suggest that mixed effects analysis with season and site as fixed factors and meteorological variables as covariates could increase the explanatory value of LUR models for PM2.5. •Temperature is a significant predictor of PM2.5 spatial variability.•Seasonality performs best as a predictor of PM2.5 spatial variability in winter and spring.•Mixed effects models support the use of meteorological factors to model PM2.5 spatial variability. |
Author | Myers, Orrin B. Weigel, Margaret Armijos, Rodrigo X. Olvera Alvarez, Hector A. |
AuthorAffiliation | 3 Department of Environmental Health Sciences, School of Public Health, Indiana University, 1025 E 7 th Street. Bloomington IN, 47405 USA 1 School of Nursing, University of Texas at El Paso, 500 W. University Ave. El Paso TX, 79968 USA 2 Health Sciences Center, University of New Mexico, Albuquerque NM USA |
AuthorAffiliation_xml | – name: 1 School of Nursing, University of Texas at El Paso, 500 W. University Ave. El Paso TX, 79968 USA – name: 2 Health Sciences Center, University of New Mexico, Albuquerque NM USA – name: 3 Department of Environmental Health Sciences, School of Public Health, Indiana University, 1025 E 7 th Street. Bloomington IN, 47405 USA |
Author_xml | – sequence: 1 givenname: Hector A. orcidid: 0000-0002-8333-6567 surname: Olvera Alvarez fullname: Olvera Alvarez, Hector A. email: holvera@utep.edu organization: School of Nursing, University of Texas at El Paso, 500 W. University, Ave, El Paso, TX 79968, USA – sequence: 2 givenname: Orrin B. surname: Myers fullname: Myers, Orrin B. organization: Health Sciences Center, University of New Mexico, Albuquerque, NM, USA – sequence: 3 givenname: Margaret surname: Weigel fullname: Weigel, Margaret organization: Department of Environmental Health Sciences, School of Public Health, Indiana University, 1025 E 7th Street, Bloomington, IN 47405, USA – sequence: 4 givenname: Rodrigo X. surname: Armijos fullname: Armijos, Rodrigo X. organization: Department of Environmental Health Sciences, School of Public Health, Indiana University, 1025 E 7th Street, Bloomington, IN 47405, USA |
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SubjectTerms | Air pollution Land use regression Relative humidity Temperature Wind speed |
Title | The value of using seasonality and meteorological variables to model intra-urban PM2.5 variation |
URI | https://dx.doi.org/10.1016/j.atmosenv.2018.03.007 https://search.proquest.com/docview/2116842968 https://pubmed.ncbi.nlm.nih.gov/PMC6166668 |
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