Abstract
Data on diurnal precipitation totals were retrieved by the gradient boosting method, as well as surface wind characteristics for St. Petersburg and 15 stations in Leningrad region for the period of 1994–2018. The following effects of the St. Petersburg megalopolis on the fields of the studied meteorological elements are identified: an increase in the amount of precipitation and a decrease in surface wind speed outside the megalopolis on the leeward-side territories and a decrease in surface wind speed in the megalopolis itself (city). The criteria for their detection on a specific day (time) are developed; and the quantitative estimates of the average values of these effects are calculated.
Similar content being viewed by others
REFERENCES
G. E. Landsberg, Urban Climate (Gidrometeoizdat, Leningrad, 1983) [in Russian].
K. G. Rubinshtein and A. S. Ginzburg, “Estimation of air temperature and precipitation changes in large cities (by example of Moscow and New York),” Rus. Meteorol. Hydrol., No. 2, 20–26 (2003).
E. G. Golovina, Peculirities of Anthropogenic Effect on the Meteorological Conditions in Polar Latitudes (Leningrad Hydrometeorological Institute, Leningrad, 1990) [in Russian].
A. J. Arnfield, “Two decades of urban climate research: A review of turbulence, exchanges of energy and water, and the urban heat island,” Int. J. Climatol. 23 (1), 1–26 (2003).
T. R. Oke, Boundary Layer Climate (Gidrometeoizdat, Leningrad, 1982) [in Russian].
N. E. Brusova, I. N. Kuznetsova, and M. I. Nakhaev, “Precipitation regime features in the Moscow region in 2008–2017,” Gidrometeorol. Issled. Prognozy, No. 1, 127–142 (2019).
P. Louka, S. E. Belcher, and R. G. Harrison, “Modified street canyon flow,” J. Wind Eng. Ind. Aerodyn. 74, 485–493 (1998).
E. M. Ladokhina, K. G. Rubinshtein, and V. Yu. Tsepelev, “Identification of periods with maximum heat island intensity in St. Petersburg for the validation of numerical weather forecasts,” Gidrometeorol. Issled. Prognozy, No. 2, 109–125 (2020).
I. D. Stewart, “A systematic review and scientific critique of methodology in modern urban heat island literature,” Int. J. Climatol. 31 (2), 200–217 (2011).
J. H. Friedman, “Greedy function approximation: A gradient boosting machine,” Ann. Statist. 29 (5), 1189–1232 (2001).
Y. Freund and R. E. Schapire, “Experiments with a new boosting algorithm,” in Proc. of the 13th Internat. Conf. on Machine Learning (1996), vol. 96, p. 1–9.
A. A. Koshechkin, V. S. Andryushchenko, and A. V. Zamyatin, “A new method to missing value imputation for immunosignature data,” Sovrem. Tekhnol. Meditsine 11, 2, 19–24 (2019).
O. G. Zolina and O. N. Bulygina, “Current climatic variability of extreme precipitation in Russia,” Fund. Prikl. Klimatol., No 1, 84–103 (2016).
A. K. Gorshenin and O. P. Martynov, “Hybrid extreme gradient boosting models to impute the missing data in precipitation records,” Informatics Appl. 13 (3), 34–40 (2019).
https://xgboost.readthedocs.io/_/downloads/en/release_ 1.1.0/pdf/. Cited June 16, 2020.
Climate of Leningrad, Ed. by Ts.A. Shver (Gidrometeoizdat, Leningrad, 1982) [in Russian].
V. P. Meleshko, A. V. Meshcherskaya, and E. I. Khlebnikova, Climate of Saint Petersburg and Its Measurements (GGO im. A.I. Voeikova, St. Petersburg, 2010) [in Russian].
Climate of Moscow under Global Warming, Ed. by A.V. Kislov (MSU, Moscow, 2017) [in Russian].
H. E. Landsberg, “Atmospheric changes in a growing community (the Columbia, Maryland experience),” J. Urban Ecol. 4 (1), 53–81 (1979).
B. P. Alisov, Climate Regions of USSR (OGIZ, Moscow, 1947) [in Russian].
F. W. Nicholas, M.S. Thesis (University of Maryland, Washington, DC, 1971).
Author information
Authors and Affiliations
Corresponding authors
Additional information
Translated by O. Bazhenov
Rights and permissions
About this article
Cite this article
Ladokhina, E.M., Rubinshtein, K.G. Analysis of the Effect of the St. Petersburg Megalopolis on Precipitation and Wind for Validation of Numerical Weather Forecasts. Atmos Ocean Opt 34, 239–249 (2021). https://doi.org/10.1134/S102485602103009X
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1134/S102485602103009X