<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">gesj</journal-id><journal-title-group><journal-title xml:lang="en">GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</journal-title><trans-title-group xml:lang="ru"><trans-title>GEOGRAPHY, ENVIRONMENT, SUSTAINABILITY</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2071-9388</issn><issn pub-type="epub">2542-1565</issn><publisher><publisher-name>Russian Geographical Society</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.24057/2071-9388-2026-4234</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-4853</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>RESEARCH PAPER</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>Статьи</subject></subj-group></article-categories><title-group><article-title>Simulation of the water regime of two large European Russia rivers under the conditions of modern climate in the term land surface model</article-title><trans-title-group xml:lang="ru"><trans-title></trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Medvedev</surname><given-names>A. I.</given-names></name></name-alternatives><bio xml:lang="en"><p>119234, Moscow, GSP-1, Leninskie Gory, 1, p. 4;</p><p>119017, Moscow, Staromonetniy lane, 29</p><p> </p></bio><email xlink:type="simple">a.medvedev@rcc.msu.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Stepanenko</surname><given-names>V. M.</given-names></name></name-alternatives><bio xml:lang="en"><p>119234, Moscow, GSP-1, Leninskie Gory, 1, p. 4;</p><p>119017, Moscow, Staromonetniy lane, 29;</p><p>119234, Moscow, GSP-1, Leninskie Gory, 1, p. 1;</p><p>119234, Moscow, GSP-1, Leninskie Gory, Leninskie Gory, 1, p. 1</p><p> </p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Ryazanova</surname><given-names>A. A.</given-names></name></name-alternatives><bio xml:lang="en"><p>119017, Moscow, Staromonetniy lane, 29;</p><p>634055, Tomsk, 10/3 Akademichesky Ave., Tomsk</p><p> </p></bio><xref ref-type="aff" rid="aff-3"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>Lomonosov Moscow State University Research Computing Centre; Institute of Geography of the Russian Academy of Sciences</institution><country>Russian Federation</country></aff><aff xml:lang="en" id="aff-2"><institution>Lomonosov Moscow State University Research Computing Centre; Institute of Geography of the Russian Academy of Sciences; Faculty of Geography, Lomonosov Moscow State University; Moscow Centre for Fundamental and Applied Mathematics</institution><country>Russian Federation</country></aff><aff xml:lang="en" id="aff-3"><institution>Institute of Geography of the Russian Academy of Sciences; Institute for Monitoring of Climatic and Ecological Systems SB RAS</institution><country>Russian Federation</country></aff><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>12</day><month>07</month><year>2026</year></pub-date><volume>19</volume><issue>2</issue><fpage>216</fpage><lpage>223</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Medvedev A.I., Stepanenko V.M., Ryazanova A.A., 2026</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="ru">Medvedev A.I., Stepanenko V.M., Ryazanova A.A.</copyright-holder><copyright-holder xml:lang="en">Medvedev A.I., Stepanenko V.M., Ryazanova A.A.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://ges.rgo.ru/jour/article/view/4853">https://ges.rgo.ru/jour/article/view/4853</self-uri><abstract><p>The paper is devoted to the application of the TerM land surface model to reproduce the water regime of typical watersheds of the European part of Russia (Vychegda River, Oka River) under the conditions of modern climate. The work evaluates the quality of the TerM model with respect to the main components of the water regime in regional climatic conditions: long-time runoff mean, mean snow water equivalent at the beginning of melting, volume and dates of spring floods in the studied catchments. The quality of the model is assessed by comparing the results of numerical experiments with observational data. To obtain optimal results, a number of model improvements are proposed, in particular: accounting for artificial irrigation of cultivated plants in the process of transpiration, calibration of the infiltration capacity parameter of watershed soils, roughness Manning coefficient for river bed and coefficient of river network tortuosity. The TerM model with the proposed modifications successfully reproduces main characteristics of the water regime in the studied catchments.</p></abstract><kwd-group xml:lang="en"><kwd>land surface models</kwd><kwd>river water regime under modern climate conditions</kwd><kwd>model calibration.</kwd></kwd-group><funding-group><funding-statement xml:lang="en">The studies were supported by grant of the Ministry of Science and Higher Education of Russian Federation (agreement № 075-15-2024-554 of 24.04.2024).</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Amante, C., &amp; Eakins, B. W. (2009). ETOPO1 arc-minute global relief model: procedures, data sources and analysis.</mixed-citation><mixed-citation xml:lang="en">Amante, C., &amp; Eakins, B. W. (2009). ETOPO1 arc-minute global relief model: procedures, data sources and analysis.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Choulga, M., Kourzeneva, E., Zakharova, E., &amp; Doganovsky, A. (2014). Estimation of the mean depth of boreal lakes for use in numerical weather prediction and climate modelling. Tellus A: Dynamic Meteorology and Oceanography, 66(1), 21295.</mixed-citation><mixed-citation xml:lang="en">Choulga, M., Kourzeneva, E., Zakharova, E., &amp; Doganovsky, A. (2014). Estimation of the mean depth of boreal lakes for use in numerical weather prediction and climate modelling. Tellus A: Dynamic Meteorology and Oceanography, 66(1), 21295.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Chow V. T. (1969). Open-channel hydraulics. (In Russian).</mixed-citation><mixed-citation xml:lang="en">Chow V. T. (1969). Open-channel hydraulics. (In Russian).</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Clark, M. P. et al. (2015). Improving the representation of hydrologic processes in Earth System Models. Water Resources Research, 51(8), 5929-5956.</mixed-citation><mixed-citation xml:lang="en">Clark, M. P. et al. (2015). Improving the representation of hydrologic processes in Earth System Models. Water Resources Research, 51(8), 5929-5956.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Dai, Y. et al. (2019). A global high-resolution data set of soil hydraulic and thermal properties for land surface modeling. Journal of Advances in Modeling Earth Systems, 11(9), 2996-3023.</mixed-citation><mixed-citation xml:lang="en">Dai, Y. et al. (2019). A global high-resolution data set of soil hydraulic and thermal properties for land surface modeling. Journal of Advances in Modeling Earth Systems, 11(9), 2996-3023.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Dickinson, R. E. (1983). Land surface processes and climate—Surface albedos and energy balance. Advances in geophysics, 25, 305-353.</mixed-citation><mixed-citation xml:lang="en">Dickinson, R. E. (1983). Land surface processes and climate—Surface albedos and energy balance. Advances in geophysics, 25, 305-353.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Dorman, J. L., &amp; Sellers, P. J. (1989). A global climatology of albedo, roughness length and stomatal resistance for atmospheric general circulation models as represented by the simple biosphere model (SiB). Journal of Applied Meteorology and Climatology, 28(9), 833-855.</mixed-citation><mixed-citation xml:lang="en">Dorman, J. L., &amp; Sellers, P. J. (1989). A global climatology of albedo, roughness length and stomatal resistance for atmospheric general circulation models as represented by the simple biosphere model (SiB). Journal of Applied Meteorology and Climatology, 28(9), 833-855.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Dümenil, L., &amp; Todini, E. (1992). A rainfall–runoff scheme for use in the Hamburg climate model. Advances in theoretical hydrology, 129-157.</mixed-citation><mixed-citation xml:lang="en">Dümenil, L., &amp; Todini, E. (1992). A rainfall–runoff scheme for use in the Hamburg climate model. Advances in theoretical hydrology, 129-157.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Frolova, N. L. et al., Agafonova, S. A., Nesterenko, D. P., &amp; Povalishnikova, Ye. S. (2013). Natural regulation of river flow in the Volga basin under changing climate conditions. Water management in Russia: problems, technologies, management, (6), 32-49. (In Russian).</mixed-citation><mixed-citation xml:lang="en">Frolova, N. L. et al., Agafonova, S. A., Nesterenko, D. P., &amp; Povalishnikova, Ye. S. (2013). Natural regulation of river flow in the Volga basin under changing climate conditions. Water management in Russia: problems, technologies, management, (6), 32-49. (In Russian).</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Fu, G., &amp; Wu, J. S. (2017). Validation of MODIS collection 6 FPAR/LAI in the alpine grassland of the Northern Tibetan Plateau. Remote Sensing Letters, 8(9), 831-838.</mixed-citation><mixed-citation xml:lang="en">Fu, G., &amp; Wu, J. S. (2017). Validation of MODIS collection 6 FPAR/LAI in the alpine grassland of the Northern Tibetan Plateau. Remote Sensing Letters, 8(9), 831-838.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Gelfan, A., Motovilov, Y., Krylenko, I., Moreido, V., &amp; Zakharova, E. (2015). Testing the robustness of the physically-based ECOMAG model with respect to changing conditions. Hydrological Sciences Journal, 60(7-8), 1266-1285.</mixed-citation><mixed-citation xml:lang="en">Gelfan, A., Motovilov, Y., Krylenko, I., Moreido, V., &amp; Zakharova, E. (2015). Testing the robustness of the physically-based ECOMAG model with respect to changing conditions. Hydrological Sciences Journal, 60(7-8), 1266-1285.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Grigoriev, V., Frolova, N., Kireeva, M., &amp; Stepanenko, V. (2020). Estimation of the accuracy of ERA5 reanalysis data. Proceedings of the IX International Scientific and Practical Conference «Marine Research and Education (MARESEDU-2020)», (2), 47-50.</mixed-citation><mixed-citation xml:lang="en">Grigoriev, V., Frolova, N., Kireeva, M., &amp; Stepanenko, V. (2020). Estimation of the accuracy of ERA5 reanalysis data. Proceedings of the IX International Scientific and Practical Conference «Marine Research and Education (MARESEDU-2020)», (2), 47-50.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Guo, H., Zhan, C., Ning, L., Li, Z., &amp; Hu, S. (2022). Evaluation and comparison of CMIP6 and CMIP5 model performance in simulating the runoff. Theoretical and Applied Climatology, 149(3), 1451-1470.</mixed-citation><mixed-citation xml:lang="en">Guo, H., Zhan, C., Ning, L., Li, Z., &amp; Hu, S. (2022). Evaluation and comparison of CMIP6 and CMIP5 model performance in simulating the runoff. Theoretical and Applied Climatology, 149(3), 1451-1470.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Hersbach, H. et al. (2020). The ERA5 global reanalysis. Quarterly journal of the royal meteorological society, 146(730), 1999-2049.</mixed-citation><mixed-citation xml:lang="en">Hersbach, H. et al. (2020). The ERA5 global reanalysis. Quarterly journal of the royal meteorological society, 146(730), 1999-2049.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Huang, B., &amp; Mehta, V. M. (2010). Influences of freshwater from major rivers on global ocean circulation and temperatures in the MIT ocean general circulation model. Advances in Atmospheric Sciences, 27(3), 455-468.</mixed-citation><mixed-citation xml:lang="en">Huang, B., &amp; Mehta, V. M. (2010). Influences of freshwater from major rivers on global ocean circulation and temperatures in the MIT ocean general circulation model. Advances in Atmospheric Sciences, 27(3), 455-468.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Huffman, G. J., Adler, R. F., Behrangi, A., Bolvin, D. T., Nelkin, E. J., Gu, G., &amp; Ehsani, M. R. (2023). The new version 3.2 Global Precipitation Climatology Project (GPCP) monthly and daily precipitation products. Journal of Climate, 36(21), 7635-7655.</mixed-citation><mixed-citation xml:lang="en">Huffman, G. J., Adler, R. F., Behrangi, A., Bolvin, D. T., Nelkin, E. J., Gu, G., &amp; Ehsani, M. R. (2023). The new version 3.2 Global Precipitation Climatology Project (GPCP) monthly and daily precipitation products. Journal of Climate, 36(21), 7635-7655.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Isaev D. I., Denschikova M. I., Vanchenko S. I. (2023). Assessment of the development of the Oka River bends based on the floodplain relief pattern. The historical approach in geography and geoecology, 100-104. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Isaev D. I., Denschikova M. I., Vanchenko S. I. (2023). Assessment of the development of the Oka River bends based on the floodplain relief pattern. The historical approach in geography and geoecology, 100-104. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Jarvis, P. (1976). The interpretation of the variations in leaf water potential and stomatal conductance found in canopies in the field. Philosophical Transactions of the Royal Society of London. B, Biological Sciences, 273(927), 593-610.</mixed-citation><mixed-citation xml:lang="en">Jarvis, P. (1976). The interpretation of the variations in leaf water potential and stomatal conductance found in canopies in the field. Philosophical Transactions of the Royal Society of London. B, Biological Sciences, 273(927), 593-610.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Kislov, A. V., Varentsov, M. I., &amp; Tarasova, L. L. (2015). The role of spring soil moisture in the formation of large-scale droughts in the East European Plain in 2002 and 2010. Proceedings of the Russian Academy of Sciences. Atmospheric and Oceanic Physics, 51(4), 464-464. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Kislov, A. V., Varentsov, M. I., &amp; Tarasova, L. L. (2015). The role of spring soil moisture in the formation of large-scale droughts in the East European Plain in 2002 and 2010. Proceedings of the Russian Academy of Sciences. Atmospheric and Oceanic Physics, 51(4), 464-464. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Loveland, T. R., Reed, B. C., Brown, J. F., Ohlen, D. O., Zhu, Z., Yang, L. W. M. J., &amp; Merchant, J. W. (2000). Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data. International journal of remote sensing, 21(6-7), 1303-1330.</mixed-citation><mixed-citation xml:lang="en">Loveland, T. R., Reed, B. C., Brown, J. F., Ohlen, D. O., Zhu, Z., Yang, L. W. M. J., &amp; Merchant, J. W. (2000). Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data. International journal of remote sensing, 21(6-7), 1303-1330.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Malakhova, V. V., &amp; Golubeva, E. N. (2012). The role of the Siberian rivers in increase of the dissolved methane concentration in the East Siberian shelf.</mixed-citation><mixed-citation xml:lang="en">Malakhova, V. V., &amp; Golubeva, E. N. (2012). The role of the Siberian rivers in increase of the dissolved methane concentration in the East Siberian shelf.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Medvedev, A. I., Stepanenko, V. M., &amp; Bogomolov, V. Y. (2024). Influence of External Parameters on Evapotranspiration in the INM RAS–MSU Land Surface Model. Russian Meteorology and Hydrology, 49(5), 420-429.</mixed-citation><mixed-citation xml:lang="en">Medvedev, A. I., Stepanenko, V. M., &amp; Bogomolov, V. Y. (2024). Influence of External Parameters on Evapotranspiration in the INM RAS–MSU Land Surface Model. Russian Meteorology and Hydrology, 49(5), 420-429.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Medvedev, A. I., Stepanenko, V. M., Gelfan, A. N., &amp; Bogomolov, V. Y. (2025) Simulation of snow water content at the northern part of the East European Plain at the TerM land surface model. Water Resources. (in print).</mixed-citation><mixed-citation xml:lang="en">Medvedev, A. I., Stepanenko, V. M., Gelfan, A. N., &amp; Bogomolov, V. Y. (2025) Simulation of snow water content at the northern part of the East European Plain at the TerM land surface model. Water Resources. (in print).</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Medvedev, A. I., Stepanenko, V. M., Gelfan, A. N., &amp; Bogomolov, V. Y. (2025) Simulation of spring floods on the rivers of the northern part of the East European Plain at the TerM land surface model. Proceedings of the Russian Academy of Sciences. Atmospheric and Oceanic Physics. (in print).</mixed-citation><mixed-citation xml:lang="en">Medvedev, A. I., Stepanenko, V. M., Gelfan, A. N., &amp; Bogomolov, V. Y. (2025) Simulation of spring floods on the rivers of the northern part of the East European Plain at the TerM land surface model. Proceedings of the Russian Academy of Sciences. Atmospheric and Oceanic Physics. (in print).</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Motovilov, Yu. G., &amp; Gelfan, A. N. (2018) Models of runoff formation in river basin hydrology problems. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Motovilov, Yu. G., &amp; Gelfan, A. N. (2018) Models of runoff formation in river basin hydrology problems. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Nogueira, M. (2020). Inter-comparison of ERA-5, ERA-interim and GPCP rainfall over the last 40 years: Process-based analysis of systematic and random differences. Journal of Hydrology, 583, 124632.</mixed-citation><mixed-citation xml:lang="en">Nogueira, M. (2020). Inter-comparison of ERA-5, ERA-interim and GPCP rainfall over the last 40 years: Process-based analysis of systematic and random differences. Journal of Hydrology, 583, 124632.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Raymond, P. A., et al. (2013). Global carbon dioxide emissions from inland waters. Nature, 503(7476), 355-359.</mixed-citation><mixed-citation xml:lang="en">Raymond, P. A., et al. (2013). Global carbon dioxide emissions from inland waters. Nature, 503(7476), 355-359.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Ryazanova, A. A., Bogomolov, V. Y., &amp; Medvedev, A. I. (2023). The Applicability of Various Pedotransfer Functions to the Description of Soils. Water Resources, 50(5), 732-747.</mixed-citation><mixed-citation xml:lang="en">Ryazanova, A. A., Bogomolov, V. Y., &amp; Medvedev, A. I. (2023). The Applicability of Various Pedotransfer Functions to the Description of Soils. Water Resources, 50(5), 732-747.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Ryazanova, A. A., Bogomolov, V. Y. E., Stepanenko, V. M., Varentsov, M. I., &amp; Medvedev, A. I. (2024). TerMPS: software for preparing land surface parameter data used in land surface models and Earth system models. Numerical methods and programming, 25(5), 11-29.</mixed-citation><mixed-citation xml:lang="en">Ryazanova, A. A., Bogomolov, V. Y. E., Stepanenko, V. M., Varentsov, M. I., &amp; Medvedev, A. I. (2024). TerMPS: software for preparing land surface parameter data used in land surface models and Earth system models. Numerical methods and programming, 25(5), 11-29.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Schewe, J., &amp; Schmied, H. M. (2022). DDM30 river routing network for ISIMIP3.</mixed-citation><mixed-citation xml:lang="en">Schewe, J., &amp; Schmied, H. M. (2022). DDM30 river routing network for ISIMIP3.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Sellers, P. J., Mintz, Y. C. S. Y., Sud, Y. E. A., &amp; Dalcher, A. (1986). A simple biosphere model (SiB) for use within general circulation models. Journal of Atmospheric Sciences, 43(6), 505-531.</mixed-citation><mixed-citation xml:lang="en">Sellers, P. J., Mintz, Y. C. S. Y., Sud, Y. E. A., &amp; Dalcher, A. (1986). A simple biosphere model (SiB) for use within general circulation models. Journal of Atmospheric Sciences, 43(6), 505-531.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Stepanenko, V., Pavinskiy, S., &amp; Dyukarev, Ye. (2025). Comparison of two schemes of radiation transfer within the vegetation canopy based on measurements at the Mukhrino Carbon Polygon. Environmental Dynamics and Global Climate Change, 16(2), 58-68.</mixed-citation><mixed-citation xml:lang="en">Stepanenko, V., Pavinskiy, S., &amp; Dyukarev, Ye. (2025). Comparison of two schemes of radiation transfer within the vegetation canopy based on measurements at the Mukhrino Carbon Polygon. Environmental Dynamics and Global Climate Change, 16(2), 58-68.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Stepanenko, V., Mammarella, I., Ojala, A., Miettinen, H., Lykosov, V., &amp; Vesala, T. (2016). LAKE 2.0: a model for temperature, methane, carbon dioxide and oxygen dynamics in lakes. Geoscientific Model Development, 9(5), 1977-2006.</mixed-citation><mixed-citation xml:lang="en">Stepanenko, V., Mammarella, I., Ojala, A., Miettinen, H., Lykosov, V., &amp; Vesala, T. (2016). LAKE 2.0: a model for temperature, methane, carbon dioxide and oxygen dynamics in lakes. Geoscientific Model Development, 9(5), 1977-2006.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Stepanenko, V. M., Medvedev, A. I., Yu. Bogomolov, V., Shangareeva, S. K., Ryazanova, A. A., Faykin, G. M., ... &amp; Chernenkov, A. Y. (2024). Land surface scheme TerM: the model formulation, code architecture and applications. Russian Journal of Numerical Analysis and Mathematical Modelling, 39(6), 363-377.</mixed-citation><mixed-citation xml:lang="en">Stepanenko, V. M., Medvedev, A. I., Yu. Bogomolov, V., Shangareeva, S. K., Ryazanova, A. A., Faykin, G. M., ... &amp; Chernenkov, A. Y. (2024). Land surface scheme TerM: the model formulation, code architecture and applications. Russian Journal of Numerical Analysis and Mathematical Modelling, 39(6), 363-377.</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Stepanenko, V. M. (2022). River routing in the INM RAS-MSU land surface model: Numerical scheme and parallel implementation on hybrid supercomputers. Supercomputing Frontiers and Innovations, 9(1), 32-48.</mixed-citation><mixed-citation xml:lang="en">Stepanenko, V. M. (2022). River routing in the INM RAS-MSU land surface model: Numerical scheme and parallel implementation on hybrid supercomputers. Supercomputing Frontiers and Innovations, 9(1), 32-48.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Suiazova, V. I., Debolskiy, A. V., Mortikov, E. V., Shestakova, A. A., Gladskikh, D. S., &amp; Chechin, D. G. (2025). Influence of Thermal Roughness Parameterizations on Simulations of Turbulent Fluxes by the Atmospheric Surface Layer Model. Izvestiya, Atmospheric and Oceanic Physics, 61(5), 531-541.</mixed-citation><mixed-citation xml:lang="en">Suiazova, V. I., Debolskiy, A. V., Mortikov, E. V., Shestakova, A. A., Gladskikh, D. S., &amp; Chechin, D. G. (2025). Influence of Thermal Roughness Parameterizations on Simulations of Turbulent Fluxes by the Atmospheric Surface Layer Model. Izvestiya, Atmospheric and Oceanic Physics, 61(5), 531-541.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Varentsova, N. A., Kireeva, M. B., Kharlamov, M. A., Varentsov, M. I., Frolova, N. L., &amp; Povalishnikova, Ye. S. (2022). Formation of spring runoff in rivers of the European part of Russia: main factors and methods of their consideration. I. Review of research. Hydrometeorological research and forecasts, (2), 92-116. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Varentsova, N. A., Kireeva, M. B., Kharlamov, M. A., Varentsov, M. I., Frolova, N. L., &amp; Povalishnikova, Ye. S. (2022). Formation of spring runoff in rivers of the European part of Russia: main factors and methods of their consideration. I. Review of research. Hydrometeorological research and forecasts, (2), 92-116. (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Volodin, E. M. et al. (2017). Simulation of the present-day climate with the climate model INMCM5. Climate dynamics, 49(11), 3715-3734.</mixed-citation><mixed-citation xml:lang="en">Volodin, E. M. et al. (2017). Simulation of the present-day climate with the climate model INMCM5. Climate dynamics, 49(11), 3715-3734.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Yegorov, V. A., Bartalev, S. A., Kolbudaev, P. A., Plotnikov, D. Ye., &amp; Khvostikov, S. A. (2018). Map of Russia’s vegetation cover, obtained from data from the Proba-V satellite system. Contemporary problems of remote sensing of Earth from space, 15(2), 282-286. (in Russian).</mixed-citation><mixed-citation xml:lang="en">Yegorov, V. A., Bartalev, S. A., Kolbudaev, P. A., Plotnikov, D. Ye., &amp; Khvostikov, S. A. (2018). Map of Russia’s vegetation cover, obtained from data from the Proba-V satellite system. Contemporary problems of remote sensing of Earth from space, 15(2), 282-286. (in Russian).</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
