Meteorological Factors Governing Particulate Matter Distribution in an Urban Environment
Meteorological Factors Governing Particulate Matter Distribution in an Urban Environment
Autori:
Izdanje: Sinteza 2021 - International Scientific Conference on Information Technology and Data Related Research
DOI: 10.15308/Sinteza-2021-89-93
Oblast: Environmental Data Science Session
Stranice: 89-93
Apstrakt:
In this study, the impact of meteorological factors on PM10 concentrations in the Belgrade urban area was investigated by using eXtreme Gradient Boosting (XGBoost) and SHapley Additive exPlanations (SHAP) attribution methods. As shown, XGBoost provided reliable PM10 predictions with relative errors in the range from approx. 19% to 26% and correlation coefficients higher than 0.95. The change in emission source intensity, momentum flux intensity, lifted index, humidity, and temperature, as well as concentrations of benzene, NO, NOx and SO2 were the most important variables that described the PM concentration dynamics in Belgrade urban area.
Ključne reči: Particulate Matter, Meteorological Factors, Machine Learning, Explainable Artificial Intelligence.
Priložene datoteke:
- 89-93 ( veličina: 906,96 KB, broj pregleda: 304 )
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@article{article, author = {M. Perišić, G. Jovanović, S. Stanišić, A. Šoštarić and A. Stojić}, title = {Meteorological Factors Governing Particulate Matter Distribution in an Urban Environment }, journal = {Sinteza 2021 - International Scientific Conference on Information Technology and Data Related Research}, year = 2021, pages = {89-93}, doi = {10.15308/Sinteza-2021-89-93} }
RT Conference Proceedings A1 Mirjana Perišić A1 Gordana Jovanović A1 Svetlana Stanišić A1 Andrej Šoštarić A1 Andreja Stojić T1 Meteorological Factors Governing Particulate Matter Distribution in an Urban Environment AD Univerzitet Singidunum, Beograd, Beograd, Srbija YR 2021 NO doi: 10.15308/Sinteza-2021-89-93
M. Perišić, G. Jovanović, S. Stanišić, A. Šoštarić and A. Stojić, Meteorological Factors Governing Particulate Matter Distribution in an Urban Environment , Univerzitet Singidunum, Beograd, 2021, doi:10.15308/Sinteza-2021-89-93