<?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">10.24057/2071-9388-2021-144</article-id><article-id custom-type="elpub" pub-id-type="custom">gesj-2731</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>HYDROLOGY, HYDRAULICS AND HYDROCLIMATIC IMPACT</subject></subj-group></article-categories><title-group><article-title>Climate Change Impact On Water Balance Components In Arctic River Basins</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>Nasonova</surname><given-names>Olga N.</given-names></name></name-alternatives><bio xml:lang="en"><p>Gubkina St. 3, Moscow, 119333</p></bio><email xlink:type="simple">olniknas@yandex.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>Gusev</surname><given-names>Yeugeny M.</given-names></name></name-alternatives><bio xml:lang="en"><p>Gubkina St. 3, Moscow, 119333</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="western" xml:lang="en"><surname>Kovalev</surname><given-names>Evgeny</given-names></name></name-alternatives><bio xml:lang="en"><p>Gubkina St. 3, Moscow, 119333</p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff xml:lang="en" id="aff-1"><institution>Water Problems Institute of Russian Academy of Sciences</institution><country>Russian Federation</country></aff><pub-date pub-type="collection"><year>2022</year></pub-date><pub-date pub-type="epub"><day>18</day><month>01</month><year>2023</year></pub-date><volume>15</volume><issue>4</issue><fpage>148</fpage><lpage>157</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Nasonova O.N., Gusev Y.M., Kovalev E., 2023</copyright-statement><copyright-year>2023</copyright-year><copyright-holder xml:lang="ru">Nasonova O.N., Gusev Y.M., Kovalev E.</copyright-holder><copyright-holder xml:lang="en">Nasonova O.N., Gusev Y.M., Kovalev E.</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/2731">https://ges.rgo.ru/jour/article/view/2731</self-uri><abstract><p>Climate change impact on the water balance components (including river runoff, evapotranspiration and precipitation) of five Arctic river basins (the Northern Dvina, Taz, Lena, Indigirka, and MacKenzie), located in different natural conditions, was investigated using a physically-based land surface model SWAP and meteorological projections simulated at half-degree spatial resolution by five Global Climate Models (GCM) for four Representative Concentration Pathways (RCP) scenarios from 2005 to 2100. After the SWAP model calibration and validation, 20 projections of changes in climatic values of the water balance components were obtained for each river basin. The projected changes in climatic river runoff were analyzed with climatic precipitation and evapotranspiration changes. On average, all rivers’ water balance components will increase by the end of the 21st century: precipitation by 12-30%, runoff by 10–30%, and evapotranspiration by 6-47% depending on the river basin. The partitioning of increment in precipitation between runoff and evapotranspiration differs for the selected river basins due to differences in their natural conditions. The Northern Dvina and Taz river runoff will experience the most negligible impact of climate change under the RCP scenarios. This impact will increase towards eastern Siberia and reach a maximum in the Indigirka basin. Analysis of the obtained hydrological projections made it possible to estimate their uncertainties by applying different GCMs and RCP scenarios. On average, the contribution of GCMs to the uncertainty of hydrological projections is nearly twice more significant than the contribution of scenarios in 2006–2036 and decreases over time to 1.1-1.2 in 2068–2099.</p></abstract><kwd-group xml:lang="en"><kwd>climate change</kwd><kwd>land surface model</kwd><kwd>Arctic rivers</kwd><kwd>hydrological projections</kwd><kwd>RCP scenarios</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Arnell N.W. and Lloyd-Hughes B. (2014). The global-scale impacts of climate change on water resources and flooding under new climate and socio-economic scenarios. Climatic change, 122, 127–140, DOI: 10.1007/s10584-013-0948-4.</mixed-citation><mixed-citation xml:lang="en">Arnell N.W. and Lloyd-Hughes B. (2014). The global-scale impacts of climate change on water resources and flooding under new climate and socio-economic scenarios. Climatic change, 122, 127–140, DOI: 10.1007/s10584-013-0948-4.</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Barry R.G. and Serreze M.C. (2000). Atmospheric component of the Arctic Ocean freshwater balance and their interannual variability. In: The Freshwater Budget of the Arctic Ocean (Eds: Lewis E.L., Jones E.P., Lemke P., Prowse T.D., and Wadhams P.). New York: Springer, 45-56, ISBN-13: 978-0792364405.</mixed-citation><mixed-citation xml:lang="en">Barry R.G. and Serreze M.C. (2000). Atmospheric component of the Arctic Ocean freshwater balance and their interannual variability. In: The Freshwater Budget of the Arctic Ocean (Eds: Lewis E.L., Jones E.P., Lemke P., Prowse T.D., and Wadhams P.). New York: Springer, 45-56, ISBN-13: 978-0792364405.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Bring A., Shiklomanov A., and Lammers R.B. (2017). Pan-Arctic river discharge: Prioritizing monitoring of future climate change hot spots. Earth’s Future, 5, 72-92, DOI: 10.1002/2016EF000434.</mixed-citation><mixed-citation xml:lang="en">Bring A., Shiklomanov A., and Lammers R.B. (2017). Pan-Arctic river discharge: Prioritizing monitoring of future climate change hot spots. Earth’s Future, 5, 72-92, DOI: 10.1002/2016EF000434.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Champeaux J.L., Masson V., and Chauvin F. (2005). ECOCLIMAP: a global database of land surface parameters at 1 km resolution. Meteorol. Appl., 12, 29-32, DOI: 10.1017/S1350482705001519.</mixed-citation><mixed-citation xml:lang="en">Champeaux J.L., Masson V., and Chauvin F. (2005). ECOCLIMAP: a global database of land surface parameters at 1 km resolution. Meteorol. Appl., 12, 29-32, DOI: 10.1017/S1350482705001519.</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Clapp R.B. and Hornberger G.M. (1978). Empirical equations for some soil hydraulic properties. Water Resour. Res., 14(4), 601–604, DOI: 10.1029/WR014i004p00601.</mixed-citation><mixed-citation xml:lang="en">Clapp R.B. and Hornberger G.M. (1978). Empirical equations for some soil hydraulic properties. Water Resour. Res., 14(4), 601–604, DOI: 10.1029/WR014i004p00601.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Cosby B., Hornberger G., Clapp R., and Ginn T. (1984). A statistical exploration of the relationships of soil moisture characteristics to the physical properties of soils. Water Resour. Res., 20, 682-690, DOI: 10.1029/WR020i006p00682.</mixed-citation><mixed-citation xml:lang="en">Cosby B., Hornberger G., Clapp R., and Ginn T. (1984). A statistical exploration of the relationships of soil moisture characteristics to the physical properties of soils. Water Resour. Res., 20, 682-690, DOI: 10.1029/WR020i006p00682.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Dai A. (2016). Historical and future changes in streamflow and continental runoff: A review In: Tang Q. and Oki T., eds., Terrestrial Water Cycle and Climate Change: Natural and Human-Induced Impacts, American Geophysical Union, Washington, D.C., 17-37, ISBN: 978-1-118- 97176-5.</mixed-citation><mixed-citation xml:lang="en">Dai A. (2016). Historical and future changes in streamflow and continental runoff: A review In: Tang Q. and Oki T., eds., Terrestrial Water Cycle and Climate Change: Natural and Human-Induced Impacts, American Geophysical Union, Washington, D.C., 17-37, ISBN: 978-1-118- 97176-5.</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Dobrovolski S.G. (2014). Assessment of the statistical significance of global changes in the annual river runoff in XXI century due to possible anthropogenic warming of climate. Water Resources, 41(6), 728–737, DOI: 10.1134/S0097807814060049.</mixed-citation><mixed-citation xml:lang="en">Dobrovolski S.G. (2014). Assessment of the statistical significance of global changes in the annual river runoff in XXI century due to possible anthropogenic warming of climate. Water Resources, 41(6), 728–737, DOI: 10.1134/S0097807814060049.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Duan Q., Sorooshian S., and Gupta V.K. (1992). Effective and efficient global optimization for conceptual rainfallrunoff models. Water Resour. Res., 28(4), 1015-1031, DOI:10.1029/91WR02985.</mixed-citation><mixed-citation xml:lang="en">Duan Q., Sorooshian S., and Gupta V.K. (1992). Effective and efficient global optimization for conceptual rainfallrunoff models. Water Resour. Res., 28(4), 1015-1031, DOI:10.1029/91WR02985.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Gelfan A.N., Gusev E.M., Kalugin A.S., Krylenko I.N., Motovilov Yu.G., Nasonova O.N., Millionschikova T.D., and Frolova N.L. (2022). Runoff of Russian rivers under current and projected climate change: A review 2. Climate change impact on the water regime of Russian rivers in the XXI century. Water Resources, 22(3), 1-16.</mixed-citation><mixed-citation xml:lang="en">Gelfan A.N., Gusev E.M., Kalugin A.S., Krylenko I.N., Motovilov Yu.G., Nasonova O.N., Millionschikova T.D., and Frolova N.L. (2022). Runoff of Russian rivers under current and projected climate change: A review 2. Climate change impact on the water regime of Russian rivers in the XXI century. Water Resources, 22(3), 1-16.</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Gelfan A., Gustafsson D., Motovilov Yu., Arheimer B., Kalugin A., Krylenko I., and Lavrenov A. (2017). Climate change impact on the water regime of two great Arctic rivers: modeling and uncertainty issues. Climatic Change, 141, 499-515, DOI: 10.1007/s10584-016-1710-5.</mixed-citation><mixed-citation xml:lang="en">Gelfan A., Gustafsson D., Motovilov Yu., Arheimer B., Kalugin A., Krylenko I., and Lavrenov A. (2017). Climate change impact on the water regime of two great Arctic rivers: modeling and uncertainty issues. Climatic Change, 141, 499-515, DOI: 10.1007/s10584-016-1710-5.</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Georgiady A.G. and Milyukova I.P. (2006). River runoff within Lena river basin in conditions of probable global climate warming. Computational technologies, 11(2), 166-174 (in Russian with English summary).</mixed-citation><mixed-citation xml:lang="en">Georgiady A.G. and Milyukova I.P. (2006). River runoff within Lena river basin in conditions of probable global climate warming. Computational technologies, 11(2), 166-174 (in Russian with English summary).</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Georgievsky M.V. and Golovanov O.F. (2019). Forcasting changes in river water resources of Russian Federation based on CMIP5 runoff data. Vestnik of Saint Petersburg University. Earth Sciences, 64(2), 206-218, (in Russian with English summary), DOI: 10.21638/spbu07.2019.203.</mixed-citation><mixed-citation xml:lang="en">Georgievsky M.V. and Golovanov O.F. (2019). Forcasting changes in river water resources of Russian Federation based on CMIP5 runoff data. Vestnik of Saint Petersburg University. Earth Sciences, 64(2), 206-218, (in Russian with English summary), DOI: 10.21638/spbu07.2019.203.</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Gosling S.N., Zaherpour J., Mount N.J., Hattermann F.F., Dankers R., Arheimer B., Breuer L., Ding J., Haddeland I., Kumar R., Kundu D., Liu J. van Griensven A., Veldkamp T.I.E., Vetter T., Wang X., and Zhang X. (2017). A comparison of changes in river runoff from multiple global and catchment-scale hydrological models under global warming scenarios of 1°C, 2°C and 3°C. Climatic Change, 141, 577-595, DOI:10.1007/s10584-016-1773-3.</mixed-citation><mixed-citation xml:lang="en">Gosling S.N., Zaherpour J., Mount N.J., Hattermann F.F., Dankers R., Arheimer B., Breuer L., Ding J., Haddeland I., Kumar R., Kundu D., Liu J. van Griensven A., Veldkamp T.I.E., Vetter T., Wang X., and Zhang X. (2017). A comparison of changes in river runoff from multiple global and catchment-scale hydrological models under global warming scenarios of 1°C, 2°C and 3°C. Climatic Change, 141, 577-595, DOI:10.1007/s10584-016-1773-3.</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M. and Nasonova O.N. (2013). A technique for scenario prediction of changes in water balance components in northern river basins in the context of possible climate change. Water Resources, 40(4), 426-440, DOI: 10.1134/S0097807813040040.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M. and Nasonova O.N. (2013). A technique for scenario prediction of changes in water balance components in northern river basins in the context of possible climate change. Water Resources, 40(4), 426-440, DOI: 10.1134/S0097807813040040.</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev Ye.M. and Nasonova O.N. (2014). Application of a technique for scenario prediction of climate change impact on the water balance components of northern river basins. J. Hydrol. Hydromech., 62(3), 197-208, DOI: 10.2478/johh-2014-0025.</mixed-citation><mixed-citation xml:lang="en">Gusev Ye.M. and Nasonova O.N. (2014). Application of a technique for scenario prediction of climate change impact on the water balance components of northern river basins. J. Hydrol. Hydromech., 62(3), 197-208, DOI: 10.2478/johh-2014-0025.</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M. and Nasonova O.N. (2010). Modeling heat and water exchange of the land surface and atmosphere. Moscow: Nauka (in Russian), ISBN 978-5-02-036958-0.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M. and Nasonova O.N. (2010). Modeling heat and water exchange of the land surface and atmosphere. Moscow: Nauka (in Russian), ISBN 978-5-02-036958-0.</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., and Dzhogan L.Ya. (2011a). Modeling river runoff in northwestern Russia with the use of land surface model SWAP and global databases. Water Resources, 38(5), 571-582, DOI: 10.1134/S0097807811050101.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., and Dzhogan L.Ya. (2011a). Modeling river runoff in northwestern Russia with the use of land surface model SWAP and global databases. Water Resources, 38(5), 571-582, DOI: 10.1134/S0097807811050101.</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M, Nasonova O.N, and Dzhogan L.Y. (2016a). Physically based modeling of many-year dynamics of daily streamflow and snow water equivalent in the Lena R. basin. Water Resources, 43(1), 21-32, DOI: 10.1134/S0097807816010085.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M, Nasonova O.N, and Dzhogan L.Y. (2016a). Physically based modeling of many-year dynamics of daily streamflow and snow water equivalent in the Lena R. basin. Water Resources, 43(1), 21-32, DOI: 10.1134/S0097807816010085.</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., and Dzhogan L.Y. (2015a). Physically based simulating long-term dynamics of diurnal variations of river runoff and snow water equivalent in the Kolyma River basin. Water Resources, 42(6), 834-841, DOI: 10.1134/S0097807815060056.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., and Dzhogan L.Y. (2015a). Physically based simulating long-term dynamics of diurnal variations of river runoff and snow water equivalent in the Kolyma River basin. Water Resources, 42(6), 834-841, DOI: 10.1134/S0097807815060056.</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., and Dzhogan L.Y. (2010). Reproduction of Pechora runoff hydrographs with the help of a model of heat and water exchange between the land surface and the atmosphere (SWAP). Water Resources, 37(2), 182-193, DOI: 10.1134/S0097807810020065.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., and Dzhogan L.Y. (2010). Reproduction of Pechora runoff hydrographs with the help of a model of heat and water exchange between the land surface and the atmosphere (SWAP). Water Resources, 37(2), 182-193, DOI: 10.1134/S0097807810020065.</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., and Dzhogan L.Y. (2016b). Scenario prediction of changes in water balance components in the Lena basin in the context of possible climate changes. Water Resources, 43(5), 754-765, DOI: 10.1134/S0097807816050079.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., and Dzhogan L.Y. (2016b). Scenario prediction of changes in water balance components in the Lena basin in the context of possible climate changes. Water Resources, 43(5), 754-765, DOI: 10.1134/S0097807816050079.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., Dzhogan L.Ya., and Aizel’ G.V. (2013). Modeling Streamflow of the Olenek and Indigirka Rivers Using Land Surface Model SWAP. Water Resources, 40(5), 535-543, DOI: 10.1134/S0097807813030056.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., Dzhogan L.Ya., and Aizel’ G.V. (2013). Modeling Streamflow of the Olenek and Indigirka Rivers Using Land Surface Model SWAP. Water Resources, 40(5), 535-543, DOI: 10.1134/S0097807813030056.</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., Dzhogan L.Y., and Ayzel G.V. (2014). Scenario prediction of changes in water balance components of the Olenek and Indigirka rivers in the context of possible climate change in the region of the republic of Sakha (Yakutia). Water Resources, 41(6), 748-762, DOI: 10.1134/S0097807814030099.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., Dzhogan L.Y., and Ayzel G.V. (2014). Scenario prediction of changes in water balance components of the Olenek and Indigirka rivers in the context of possible climate change in the region of the republic of Sakha (Yakutia). Water Resources, 41(6), 748-762, DOI: 10.1134/S0097807814030099.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., Dzhogan L.Y., and Ayzel G.V. (2015b). Simulating the formation of river runoff and snow cover in the northernwest Siberia. Water Resources, 42(4), 460-467, DOI: 10.1134/S0097807815040065.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., Dzhogan L.Y., and Ayzel G.V. (2015b). Simulating the formation of river runoff and snow cover in the northernwest Siberia. Water Resources, 42(4), 460-467, DOI: 10.1134/S0097807815040065.</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., Dzhogan L.Ya., and Kovalev E.E. (2011b). Northern Dvina runoff simulation using land-surface model SWAP and global databases. Water Resources, 38(4), 470-483. DOI: 10.1134/S0097807811030043.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., Dzhogan L.Ya., and Kovalev E.E. (2011b). Northern Dvina runoff simulation using land-surface model SWAP and global databases. Water Resources, 38(4), 470-483. DOI: 10.1134/S0097807811030043.</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E. M., Nasonova O. N., Dzhogan L. Ya., and Kovalev E. E. (2008). The Application of the Land Surface Model for Calculating River Runoff in High Latitudes. Water Resources. 35(2), 171-184, DOI: 10.1007/s11268-008-2005-7.</mixed-citation><mixed-citation xml:lang="en">Gusev E. M., Nasonova O. N., Dzhogan L. Ya., and Kovalev E. E. (2008). The Application of the Land Surface Model for Calculating River Runoff in High Latitudes. Water Resources. 35(2), 171-184, DOI: 10.1007/s11268-008-2005-7.</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., Kovalev E.E, and Ayzel’ G.V. (2018). Possible Climate Change Impact on River Runoff in the Different Regions of the Globe. Russian Meteorology and Hydrology, 43(6), 397-403, DOI: 10.3103/S1068373918060079.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., Kovalev E.E, and Ayzel’ G.V. (2018). Possible Climate Change Impact on River Runoff in the Different Regions of the Globe. Russian Meteorology and Hydrology, 43(6), 397-403, DOI: 10.3103/S1068373918060079.</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., Shurkhno E.A., and Dzhogan L.Ya. (2019a). Scenario Forecasting of Changes in Water Balance Components in the Ob–Irtysh Basin in the Context of Possible Climate Change. Water Resources, 46(5), 647-658. DOI: 10.1134/S0097807819050099.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., Shurkhno E.A., and Dzhogan L.Ya. (2019a). Scenario Forecasting of Changes in Water Balance Components in the Ob–Irtysh Basin in the Context of Possible Climate Change. Water Resources, 46(5), 647-658. DOI: 10.1134/S0097807819050099.</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Gusev E.M., Nasonova O.N., Shurkhno E.A., Dzhogan L.Ya., and Aizel G.V. (2019b). Physically Based Modeling of the Long-Term Dynamics of Water Balance and Snow Water Storage Components in the Ob–Irtysh River Basin. Water Resources, 46(4), 493-503, DOI: 10.1134/S0097807819040109.</mixed-citation><mixed-citation xml:lang="en">Gusev E.M., Nasonova O.N., Shurkhno E.A., Dzhogan L.Ya., and Aizel G.V. (2019b). Physically Based Modeling of the Long-Term Dynamics of Water Balance and Snow Water Storage Components in the Ob–Irtysh River Basin. Water Resources, 46(4), 493-503, DOI: 10.1134/S0097807819040109.</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Hempel S., Frieler K., Warszawski L., Schewe J., and Piontek F. (2013). A trend-preserving bias correction – the ISI-MIP approach. Earth Syst. Dynam., 4(2), 219-236, DOI: 10.5194/esd-4-219-2013,2013.</mixed-citation><mixed-citation xml:lang="en">Hempel S., Frieler K., Warszawski L., Schewe J., and Piontek F. (2013). A trend-preserving bias correction – the ISI-MIP approach. Earth Syst. Dynam., 4(2), 219-236, DOI: 10.5194/esd-4-219-2013,2013.</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Kattsov V.M., Walsh J.E, Chapman W.L., Govorkova V.A., Pavlova T.V., and Zhang X. (2007). Simulation and projection of Arctic freshwater budget components by the IPCC AR4 global climate models. J. Hydrometeorol., 8(3), 571-589, DOI:10.1175/JHM575.1.</mixed-citation><mixed-citation xml:lang="en">Kattsov V.M., Walsh J.E, Chapman W.L., Govorkova V.A., Pavlova T.V., and Zhang X. (2007). Simulation and projection of Arctic freshwater budget components by the IPCC AR4 global climate models. J. Hydrometeorol., 8(3), 571-589, DOI:10.1175/JHM575.1.</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Khon V.Ch. and Mokhov I.I. (2012). The hydrological regime of large river basins in northern Eurasia in the XX–XXI centuries. Water Resources, 39(1), 1-10, DOI: 10.1134/S0097807812010058.</mixed-citation><mixed-citation xml:lang="en">Khon V.Ch. and Mokhov I.I. (2012). The hydrological regime of large river basins in northern Eurasia in the XX–XXI centuries. Water Resources, 39(1), 1-10, DOI: 10.1134/S0097807812010058.</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Kislov A.V., Grebenets V.I., Evstigneev V.M., Konishchev V.N., Sidorova M.V., Surkova G.V., and Tumel’ N.V. (2011). Effects of possible climate warming in the 21st century for Northern Eurasia. Vestnik MGU, Ser. 5, Geography, 3, 3-8 (in Russian with English summary).</mixed-citation><mixed-citation xml:lang="en">Kislov A.V., Grebenets V.I., Evstigneev V.M., Konishchev V.N., Sidorova M.V., Surkova G.V., and Tumel’ N.V. (2011). Effects of possible climate warming in the 21st century for Northern Eurasia. Vestnik MGU, Ser. 5, Geography, 3, 3-8 (in Russian with English summary).</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Koirala S., Hirabayashi Y., Mahendran R., and Kanae S. (2014). Global assessment of agreement among streamflowprojections using CMIP5 model outputs. Environ. Res. Lett., 9(6), 064017, DOI: 10.1088/1748-9326/9/6/064017.</mixed-citation><mixed-citation xml:lang="en">Koirala S., Hirabayashi Y., Mahendran R., and Kanae S. (2014). Global assessment of agreement among streamflowprojections using CMIP5 model outputs. Environ. Res. Lett., 9(6), 064017, DOI: 10.1088/1748-9326/9/6/064017.</mixed-citation></citation-alternatives></ref><ref id="cit36"><label>36</label><citation-alternatives><mixed-citation xml:lang="ru">Krysanova V. and Hattermann F.F. (2017). Intercomparison of climate change impacts in 12 large river basins: overview of methods and summary of results. Climatic Change, 141, 363-379.</mixed-citation><mixed-citation xml:lang="en">Krysanova V. and Hattermann F.F. (2017). Intercomparison of climate change impacts in 12 large river basins: overview of methods and summary of results. Climatic Change, 141, 363-379.</mixed-citation></citation-alternatives></ref><ref id="cit37"><label>37</label><citation-alternatives><mixed-citation xml:lang="ru">Nasonova O.N. (2011). Application of a land surface model for simulating rainfall streamflow hydrograph: 2. Comparison with hydrological models. Water Resources, 38(3), 274-283, DOI: 10.1134/S0097807811030080.</mixed-citation><mixed-citation xml:lang="en">Nasonova O.N. (2011). Application of a land surface model for simulating rainfall streamflow hydrograph: 2. Comparison with hydrological models. Water Resources, 38(3), 274-283, DOI: 10.1134/S0097807811030080.</mixed-citation></citation-alternatives></ref><ref id="cit38"><label>38</label><citation-alternatives><mixed-citation xml:lang="ru">Nasonova O.N., Gusev Ye.M., and Kovalev Ye.E. (2009). Investigating the Ability of a Land Surface Model to Simulate Streamflow with the Accuracy of Hydrological Models: A Case Study Using MOPEX Materials. J. Hydrometeorology, 10(5), 1128-1150, DOI: 10.1175/2009JHM1083.1.</mixed-citation><mixed-citation xml:lang="en">Nasonova O.N., Gusev Ye.M., and Kovalev Ye.E. (2009). Investigating the Ability of a Land Surface Model to Simulate Streamflow with the Accuracy of Hydrological Models: A Case Study Using MOPEX Materials. J. Hydrometeorology, 10(5), 1128-1150, DOI: 10.1175/2009JHM1083.1.</mixed-citation></citation-alternatives></ref><ref id="cit39"><label>39</label><citation-alternatives><mixed-citation xml:lang="ru">Nasonova O.N., Gusev Ye.M., Kovalev E.E., Ayzel G.V., and Chebanova M.K. (2021). Projected changes in water balance components of 11 large river basins during the 21st century and their uncertainties. Water Resources, 48(5), 666-675, DOI: 10.1134/S0097807821050158.</mixed-citation><mixed-citation xml:lang="en">Nasonova O.N., Gusev Ye.M., Kovalev E.E., Ayzel G.V., and Chebanova M.K. (2021). Projected changes in water balance components of 11 large river basins during the 21st century and their uncertainties. Water Resources, 48(5), 666-675, DOI: 10.1134/S0097807821050158.</mixed-citation></citation-alternatives></ref><ref id="cit40"><label>40</label><citation-alternatives><mixed-citation xml:lang="ru">Nasonova O.N., Gusev Ye.M., Kovalev E.E., Ayzel G.V., and Panysheva K.M. (2019). Projecting changes in Russian northern river runoff due to possible climate change during the 21st century: A case study of the Northern Dvina, Taz and Indigirka rivers. Water Resources, 46(Suppl. 1), S145-S154, DOI: 10.1134/S0097807819070145.</mixed-citation><mixed-citation xml:lang="en">Nasonova O.N., Gusev Ye.M., Kovalev E.E., Ayzel G.V., and Panysheva K.M. (2019). Projecting changes in Russian northern river runoff due to possible climate change during the 21st century: A case study of the Northern Dvina, Taz and Indigirka rivers. Water Resources, 46(Suppl. 1), S145-S154, DOI: 10.1134/S0097807819070145.</mixed-citation></citation-alternatives></ref><ref id="cit41"><label>41</label><citation-alternatives><mixed-citation xml:lang="ru">Nasonova O.N., Gusev E.M., Kovalev E.E., and Shurkhno E.A. (2021). Global estimates of changes in the terrestrial water balance components in the context of possible climate changes. Water Resources, 48(4), 459-473, DOI: 10.1134/S0097807821040151.</mixed-citation><mixed-citation xml:lang="en">Nasonova O.N., Gusev E.M., Kovalev E.E., and Shurkhno E.A. (2021). Global estimates of changes in the terrestrial water balance components in the context of possible climate changes. Water Resources, 48(4), 459-473, DOI: 10.1134/S0097807821040151.</mixed-citation></citation-alternatives></ref><ref id="cit42"><label>42</label><citation-alternatives><mixed-citation xml:lang="ru">Nasonova O.N., Gusev Ye.M., Volodin E.M., and Kovalev E.E. (2018). Application of the land surface model SWAP and global climate model INMCM4.0 for projecting runoff of northern Russian rivers. 2. Projections and their uncertainties. Water Resources, 45(Suppl. 2), S85-S92, DOI: 10.1134/S0097807818060271.</mixed-citation><mixed-citation xml:lang="en">Nasonova O.N., Gusev Ye.M., Volodin E.M., and Kovalev E.E. (2018). Application of the land surface model SWAP and global climate model INMCM4.0 for projecting runoff of northern Russian rivers. 2. Projections and their uncertainties. Water Resources, 45(Suppl. 2), S85-S92, DOI: 10.1134/S0097807818060271.</mixed-citation></citation-alternatives></ref><ref id="cit43"><label>43</label><citation-alternatives><mixed-citation xml:lang="ru">Semenov S.M. and Gladilshchikova A.A. (2022). Scenarios of anthropogenic changes in the climate system in the XXI century. Fundamental and Applied Climatology, 8(1), 75-106, DOI: 10.21513/2410-8758-2022-1-75-106.</mixed-citation><mixed-citation xml:lang="en">Semenov S.M. and Gladilshchikova A.A. (2022). Scenarios of anthropogenic changes in the climate system in the XXI century. Fundamental and Applied Climatology, 8(1), 75-106, DOI: 10.21513/2410-8758-2022-1-75-106.</mixed-citation></citation-alternatives></ref><ref id="cit44"><label>44</label><citation-alternatives><mixed-citation xml:lang="ru">Shkolnik I.M., Meleshko V.P., Karol I.L., Kiselev A.A., Nadyozhina E.D., Govorkova V.A., and Pavlova T.V. (2014). Expected climate change on the territory of the Russian Federation in the XXI century. Trudy GGO, 575, 65-118 (in Russian).</mixed-citation><mixed-citation xml:lang="en">Shkolnik I.M., Meleshko V.P., Karol I.L., Kiselev A.A., Nadyozhina E.D., Govorkova V.A., and Pavlova T.V. (2014). Expected climate change on the territory of the Russian Federation in the XXI century. Trudy GGO, 575, 65-118 (in Russian).</mixed-citation></citation-alternatives></ref><ref id="cit45"><label>45</label><citation-alternatives><mixed-citation xml:lang="ru">Weedon G.P., Gomes S., Viterbo P., Shuttleworth W.J., Blyth E., Oesterle H., Adam J.C., Bellouin N., Boucher O., and Best M. (2011). Creation of the WATCH Forcing Data and its uses to assess global and regional reference crop evaporation over land during the twentieth century. J. Hydrometeorol., 12, 823-848, DOI: 10.1175/2011JHM1369.1.</mixed-citation><mixed-citation xml:lang="en">Weedon G.P., Gomes S., Viterbo P., Shuttleworth W.J., Blyth E., Oesterle H., Adam J.C., Bellouin N., Boucher O., and Best M. (2011). Creation of the WATCH Forcing Data and its uses to assess global and regional reference crop evaporation over land during the twentieth century. J. Hydrometeorol., 12, 823-848, DOI: 10.1175/2011JHM1369.1.</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>
