Variability of snow cover extreme characteristics in the modern climate of Siberia
Keywords:
snow cover, air temperature, precipitation, average values, percentiles, linear trend coefficients, correlation, difference integral curvesAbstract
Long-term (up to seven months a year) occurrence of snow cover in the north of Eurasia determines the possibility of the influence of variability of the magnitude and frequency of manifestations of extremes of snow reserves on the speed and direction of climate and water balance changes. In this regard, an assessment of the long-term variability of average and extreme (percentiles 5 and 95 %) values of snow cover thickness in Siberia was carried out taking into account the features of the meteorological regime of the region in 1976 –2022. Using observation data from meteorological stations, positive long-term trends in average values and extremes of snow cover thickness (more than 1.5 сm in 10 years) prevailing across the territory were identified against the background of an increase in average values and extremes of air temperature (from 0 to 2.5 °С in 10 years) and precipitation (more than 0.40 and 0.04 mm in 10 years for average values and maximum extremes, as well as 0.2–1.0 days in 10 years for the number of days without precipitation), which generally corresponds to the patterns of global warming. The most intense long-term changes in characteristics were noted in Western and Central Siberia. The dependence of long-term changes in snow cover thickness characteristics on the meteorological regime as a whole is most pronounced for maximum precipitation extremes (beta coefficients are 10.91– 64.71 with regression coefficients equal to 0.34 – 0.68) due to the direct connection between changes in snow cover thickness and precipitation with a long-term increase in air temperature, but in the region of negative values. The analysis of the difference integral curves showed the presence of two decreases in the long-term course of the period characteristics (in 1985–1995 and 2005–2015), corresponding to decreases in the long-term course of the Arctic and North Atlantic oscillation indices. For the snow cover thickness, insufficient accuracy of reproduction of average values, extremes and linear trend coefficients by ERA5-Land reanalysis with deviations from observation data coefficients of 2–5 times was determined.
References
- Pörtner H-O, Roberts DC, Tignor MMB, Poloczanska E, Mintenbeck K, Alegría A, et al., editors. Climate change 2022: impacts, adaptation and vulnerability. Working Group II contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge: Cambridge University Press; 2023. XII, 3056 p. DOI: 10.1017/9781009325844.
- Соломон С, Чин Д, Мэннинг М, редакторы. Изменение климата, 2007 г.: физическая научная основа. Вклад рабочей группы I в четвертый доклад Межправительственной группы экспертов по изменению климата об оценках. Резюме для политиков, техническое резюме и часто задаваемые вопросы. Кембридж: Издательство Кембриджского университета; 2007. VIII, 163 с.
- Semenov VA, Latif M, Dommenget D, Keenlyside NS, Strehz A, Martin T, et al. The impact of North Atlantic – Arctic multidecadal variability on Northern Hemisphere surface air temperature. Journal of Climate. 2010;23(21):5668–5677. DOI: 10.1175/2010JCLI3347.1.
- Попова ВВ, Морозова ПА, Титкова ТБ, Семенов ВА, Черенкова ЕА, Ширяева АВ и др. Региональные особенности современных изменений зимней аккумуляции снега на севере Евразии по данным наблюдений, реанализа и спутниковых измерений. Лед и снег. 2015;55(4):54–62. DOI: 10.15356/2076-6734-2015-4-73-86.
- Акентьева ЕМ, Анисимов ОА, Бардин МЮ, Журавлев СА, Катцов ВМ, Киселев АА и др. Третий оценочный доклад об изменениях климата и их последствиях на территории Российской Федерации. Общее резюме. Киселев АА, Махоткина ЕЛ, Павлова ТВ, редакторы. Санкт-Петербург: Наукоемкие технологии; 2022. 124 с.
- Кислов АВ, Китаев ЛМ, Евстигнеев ВМ. Изменение снежного покрова при прогнозируемом потеплении климата в XXI в. (на примере Восточно-Европейской равнины). Вестник Московского университета. Серия 5, География. 2009;5:35–42. EDN: KZAPNV.
- Brown RD, Derksen C. Is Eurasian October snow cover extent increasing? Environmental Research Letters. 2013;8(2):024006. DOI: 10.1088/1748-9326/8/2/024006.
- Ghatak D, Deser C, Frei A, Gong G, Phillips A, Robinson DA, et al. Simulated Siberian snow cover response to observed Arctic sea ice loss, 1979–2008. Journal of Geophysical Research: Atmospheres. 2012;117(D23):D23108. DOI: 10.1029/2012JD018047.
- Khan V, Holko L, Rubinstein K, Breiling M. Snow cover characteristics over the main Russian river basins as represented by reanalyses and measured data. Journal of Applied Meteorology and Climatology. 2008;47(6):1819–1833. DOI: 10.1175/2007JAMC1626.1.
- Folland CK, Miller C, Bader D, Crowe M, Jones P, Plummer N, et al. Workshop on indices and indicators for climate extremes, Asheville, NC, USA, 3–6 June 1997. Breakout group C: temperature indices for climate extremes. Climatic Change. 1999;42(1):31–43. DOI: 10.1023/A:1005447712757.
- Олейников АД, Володичева НА. Современные тенденции изменения снеголавинного режима Центрального Кавказа (на примере Приэльбрусья). Лед и снег. 2019;59(2):191–200. DOI: 10.15356/2076-6734-2019-2-400.
- Китаев ЛМ, Данилович ИС, Акентьева ЕМ. Особенности региональной неоднородности средних и экстремальных метеорологических характеристик северо-запада Восточно-Европейской равнины. В: Янцер ОВ, Юровских АМ, Братанов НС, редакторы. Изменения климата и погодные аномалии: механизмы и эффективность фенологических гомеостатических реакций. Материалы Всероссийской научно-практической конференции; 7–10 сентября 2022 г.; Екатеринбург, Россия. Екатеринбург: Уральский государственный педагогический университет; 2022. с. 53–63.
- Бардин МЮ, Платова ТВ. Изменения порогов экстремальных значений температур и осадков на территории России в период глобального потепления. Проблемы экологического мониторинга и моделирования экосистем. 2013;25:71–93. EDN: VHTFMF.
- Brun E, Vionnet V, Boone A, Decharme B, Peings Ya, Valette R, et al. Simulation of northern Eurasian local snow depth, mass, and density using a detailed snowpack model and meteorological reanalyses. Journal of Hydrometeorology. 2013;14(1):203–219. DOI: 10.1175/JHM-D-12-012.1.
- Climate Data Store [Internet]. [S. l.]: Copernicus Climate Change Service; 2019. ERA5-Land monthly averaged data from 1950 to present; 2019 June 23 [cited 2021 December 30]. Available from: https://cds.climate.copernicus.eu/datasets/reanalysis-era5-land- monthly-means?tab=overview. DOI: 10.24381/cds.68d2bb30.
- Попова ВВ. Современные тренды осадков и атмосферной циркуляции в речных бассейнах европейской части России. Известия Российской академии наук. Серия географическая. 2023;87(1):60–76. DOI: 10.31857/S2587556623010144.
- Чижова ЮН. Влияние арктических воздушных масс на климатические условия периода снегонакопления в центре ЕТР. Арктика и Антарктика. 2021;1:16–25. DOI: 10.7256/2453-8922.2021.1.35112.
- Hurrell JW. Decadal trends in the North Atlantic oscillation: regional temperature and precipitation. Science. 1995;269(5224): 676–679. DOI: 10.1126/science.269.5224.676.
- Крючков АД, Калинин НА. Сравнение характеристик снежного покрова по данным метеорологических станций и реанализа ERA5-Land на территории Пермского края. Гидрометеорологические исследования и прогнозы. 2021;2:95–110. DOI: 10.37162/ 2618-9631-2021-2-95-110.
- Турков ДВ, Сократов ВС, Титкова ТБ. Определение снегозапасов Западной Сибири по расчетам на модели локального тепловлагообмена SPONSOR с использованием данных реанализа. Лед и снег.·2017;57(3):343–354. DOI: 10.15356/2076-6734-2017-3-343-354.
Downloads
Additional Files
Published
Issue
Section
License
Copyright (c) 2025 Journal of the Belarusian State University. Geography and Geology

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.
The authors who are published in this journal agree to the following:
- The authors retain copyright on the work and provide the journal with the right of first publication of the work on condition of license Creative Commons Attribution-NonCommercial. 4.0 International (CC BY-NC 4.0).
- The authors retain the right to enter into certain contractual agreements relating to the non-exclusive distribution of the published version of the work (e.g. post it on the institutional repository, publication in the book), with the reference to its original publication in this journal.
- The authors have the right to post their work on the Internet (e.g. on the institutional store or personal website) prior to and during the review process, conducted by the journal, as this may lead to a productive discussion and a large number of references to this work. (See The Effect of Open Access.)













