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Selected Land Cover Factors as a Determinant of Differences in Particulate Matter Concentrations – A Case Study of Warsaw, Poland Cover

Selected Land Cover Factors as a Determinant of Differences in Particulate Matter Concentrations – A Case Study of Warsaw, Poland

Open Access
|May 2025

Figures & Tables

Figure 1.

The monthly average concentration of PM10 at five air quality stations in Warsaw in 2022
The monthly average concentration of PM10 at five air quality stations in Warsaw in 2022

Figure 2

Location of meteorological station, air quality stations (GIOŚ, 2023) on the background of land cover (GUGiK, 2025) within borders of Warsaw (Główny Urząd Geodezji i Kartografii, 2022) created using QGIS (QGIS Development Team, 2021)
Location of meteorological station, air quality stations (GIOŚ, 2023) on the background of land cover (GUGiK, 2025) within borders of Warsaw (Główny Urząd Geodezji i Kartografii, 2022) created using QGIS (QGIS Development Team, 2021)

Land cover structure in 1-km buffer from air quality stations in Warsaw_ The types of land cover with area smaller than 0_01 ha (no pixels in raster) were removed from the table

Area [ha]Artificial surfacesCultivated areasBroadleaf tree coverConiferous tree coverHerbaceous vegetationMoors and HeathlandPeatbogsNatural material surfacesWater bodies
WI192.0121.5531.8011.9956.170.370.050.010.48
WN149.4945.1919.8323.0975.060.960.300.000.48
WD159.2620.2351.9429.7451.720.680.320.080.48
WK166.2122.9114.5621.1685.742.230.160.900.48
WT14.8554.7435.19116.0656.622.500.000.000.48

Air monitoring stations located in Warsaw, Poland with basic statistics_ The data from these points were used from the model in this study_ Data in table are based on (GIOŚ, 2025)

Symbol on mapInternational codePM10 24-hour averages yearly coverage (%)Minimum daily concentration (µg/m3)Maximum daily concentration (µg/m3)Mean concentration (µg/m3)C90.5 (µg/m3)WGS84 coordinates
WDPL0308A93.44.075.720.836.352.285073°N 20.933018°E
WIPL0140A99.76.8184.535.359.052.219298°N 21.004724°E
WKPL0739A95.63.286.523.641.652.207742°N 20.906073°E
WNPL0141A97.02.869.620.436.252.160772°N 21.033819°E
WTPL0717A96.45.979.524.443.152.188474°N 21.176233°E

Parameters of the linear model of PM10 concentration based on meteorological conditions and surrounding land cover_

Parameter (unit of coefficient)CoefficientStandard error
Daily maximum temperature (µg/m3⋅°C)1.321****0.076
Daily minimum temperature (µg/m3⋅°C)−1.894****0.095
Duration of rain (µg/m3⋅h)−0.695****0.092
Duration of snow (µg/m3⋅h)−1.08****0.14
Duration of fog (µg/m3⋅h)0.55**0.25
Duration of mist (µg/m3⋅h)0.940****0.059
Duration of wind >=10m/s (µg/m3⋅h)−0.59**0.23
Duration of hoar frost (µg/m3⋅h)1.04****0.17
Artificial surfaces area (µg/m3⋅ha)0.420****0.019
Broadleaf tree cover (µg/m3⋅ha)−0.754****0.046
Coniferous tree cover (µg/m3⋅ha)0.637****0.030
Herbaceous vegetation (µg/m3⋅ha)−0.681****0.038

List of available meteorological parameters at Warsaw-Okęcie (Warsaw Chopin Airport Meteorological Station, WMO 12375)

Parameter nameUnitParameter nameUnit
Daily maximum temperature(°C)Sunshine duration(hours)
Daily minimum temperature(°C)Duration of rain(hours)
Daily average temperature(°C)Duration of snow(hours)
Minimum ground temperature(°C)Duration of rain and snow(hours)
Daily total precipitation(mm)Duration of hail(hours)
Precipitation type(S/W/)Duration of fog(hours)
Snow depth(cm)Duration of mist(hours)
Snow water equivalent(mm/cm)Duration of rime(hours)
Occurrence of snow cover(0/1)Duration of glaze(hours)
Occurrence of lightning(0/1)Duration of low-level snow drift(hours)
Ground state(Z/R)Duration of high-level snow drift(hours)
Lower isotherm(cm)Duration of turbidity(hours)
Upper isotherm(cm)Duration of wind >=10m/s(hours)
Actinometry(J/cm2)Duration of wind >15m/s(hours)
Duration of thunderstorm(hours)
Duration of dew(hours)
Duration of hoar frost(hours)
DOI: https://doi.org/10.2478/acee-2025-0012 | Journal eISSN: 2720-6947 | Journal ISSN: 1899-0142
Language: English
Page range: 161 - 174
Submitted on: Jan 15, 2025
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Accepted on: Mar 20, 2025
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Published on: May 10, 2025
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2025 Jan Stefan Bihałowicz, Paweł Zając, published by Silesian University of Technology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.