Effect of air pollution on visibility in urban conditions. Warsaw case study
Author(s) -
Grzegorz Majewski,
Piotr Oskar Czechowski,
Artur Badyda,
Andrzej Brandyk
Publication year - 2014
Publication title -
environment protection engineering
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.189
H-Index - 21
eISSN - 2450-260X
pISSN - 0324-8828
DOI - 10.37190/epe140204
Subject(s) - visibility , relative humidity , environmental science , meteorology , wind speed , principal component analysis , regression analysis , atmospheric sciences , humidity , air pollution , logistic regression , air temperature , statistics , mathematics , geography , chemistry , physics , organic chemistry
The influence of air pollutants on visibility in Warsaw Agglomeration has been investigated. Following pollutants were considered: PM10, SO2, NO2 and O3, while meteorological parameters included: air temperatures (mean, minimum, maximum), solar radiation, relative air humidity, rainfall rates and wind speed. Initial analyses were performed with the use of principal component analysis (PCA). In next stages, the logistic regression (LR), the analysis of variance (ANOVA), one-way classification and a model path of generalized regression models (GRM) were applied. PCA analysis showed that in the cold season the visibility index depends on PM10, SO2, NO2 and the temperatures: T, Tmin and Tmax. In the warm season, the index of visibility is mostly shaped by four elements: O3, T, Tmax and solar radiation. Logistic regression model indicated that in the warm season only two variables are significantly related to visibility: PM10 and relative humidity of air. Regularities in the cold season shown by the LR correspond with the conclusions from the PCA. Among meteorological conditions, the most important is air temperature, but only Tmax preserves the same direction of influence as the one pointed by the PCA model.
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