<?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="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">aari</journal-id><journal-title-group><journal-title xml:lang="ru">Проблемы Арктики и Антарктики</journal-title><trans-title-group xml:lang="en"><trans-title>Arctic and Antarctic Research</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">0555-2648</issn><issn pub-type="epub">2618-6713</issn><publisher><publisher-name>Государственный научный центр Российской Федерации Арктический и антарктический научно-исследовательский институт</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.30758/0555-2648-2023-69-4-464-485</article-id><article-id custom-type="elpub" pub-id-type="custom">aari-575</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="ru"><subject>МЕТЕОРОЛОГИЯ И КЛИМАТОЛОГИЯ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>METEOROLOGY AND CLIMATOLOGY</subject></subj-group></article-categories><title-group><article-title>Изменения параметров экстремальных температурных событий западной части Российской Арктики  по данным реанализов ERA5 и MERRA-2 в 1980–2022 гг.</article-title><trans-title-group xml:lang="en"><trans-title>Changes in the parameters of extreme temperature events  in the western part of the Russian Arctic   according to ERA5 and MERRA-2 reanalyses in 1980–2022</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2435-7886</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Серых</surname><given-names>И. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Serykh</surname><given-names>I. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Москва</p><p> </p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">iserykh@ocean.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7441-5055</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Костяной</surname><given-names>А. Г.</given-names></name><name name-style="western" xml:lang="en"><surname>Kostianoy</surname><given-names>A. G.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Москва</p><p> </p></bio><bio xml:lang="en"><p>Moscow</p></bio><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Институт океанологии им. П.П. Ширшова РАН</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Shirshov Institute of Oceanology, Russian Academy of Sciences</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Институт океанологии им. П.П. Ширшова РАН; Геофизический центр РАН; Московский университет им. С.Ю. Витте</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Shirshov Institute of Oceanology, Russian Academy of Sciences; Geophysical Center, Russian Academy of Sciences; S.Yu. Witte Moscow University</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2023</year></pub-date><pub-date pub-type="epub"><day>09</day><month>12</month><year>2023</year></pub-date><volume>69</volume><issue>4</issue><fpage>464</fpage><lpage>485</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Серых И.В., Костяной А.Г., 2023</copyright-statement><copyright-year>2023</copyright-year><copyright-holder xml:lang="ru">Серых И.В., Костяной А.Г.</copyright-holder><copyright-holder xml:lang="en">Serykh I.V., Kostianoy A.G.</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://www.aaresearch.science/jour/article/view/575">https://www.aaresearch.science/jour/article/view/575</self-uri><abstract><p>Исследованы среднесуточные аномалии температуры воздуха на высоте 2 метра от поверхности (ТВП) в регионе западной части Российской Арктики (60–75° с. ш., 30–85° в. д.) по данным реанализов ERA5 и MERRA-2 за период 1980–2022 гг. Рассчитаны их среднеквадратические отклонения и распределение их среднего количества за год. Показано, что экстремальные события с положительными аномалиями ТВП усиливаются, удлиняются и учащаются над частью акваторий Баренцева, Карского и Белого морей, а также над некоторыми участками суши исследуемого региона. При этом амплитуда, продолжительность и число экстремальные событий с отрицательными аномалиями ТВП в этих районах сокращаются.</p></abstract><trans-abstract xml:lang="en"><p>The air temperature in the Arctic zone of Russia is increasing at a rate of 0.71 °C per decade, which is three times faster than the global average. The warming of climate is accompanied by an increase in its extremeness, which leads to an increase in the number of dangerous hydrometeorological phenomena. The most significant changes occurred in the statistics of large-scale summer heat waves in European Russia. One of the most important goals in studying current climate changes is to study the frequency of extreme hydrometeorological phenomena, in particular, heat or cold waves. In this paper, we investigate the average daily anomalies relative to the annual variation of air temperature at a height of 2 meters from the surface in the region of the western part of the Russian Arctic (60°–75° N, 30°–85° E), according to ERA5 and MERRA-2 atmospheric reanalyses for the period 1980–2022. Their root-mean-square deviations and the distribution of their average number per year are calculated. We have plotted the fields of average values and the rate of changes in the amplitude, duration and number of anomalous temperature events which exceed two standard deviations in the study region. Areas of increase and decrease in the amplitude, duration and number of extreme events, both with positive and negative temperature anomalies, are displayed. In general, it can be concluded that, on average, the amplitudes of positive extreme air temperature anomalies in the study area slightly increase. The duration of positive extreme anomalies is growing everywhere at a rate of 0.2 days per 10 years. The duration of negative extreme anomalies slightly decreases. The number of events with negative extreme anomalies has been decreasing at a rate of –0.5 to –3 events per year for 10 years, while the number of events with positive extreme anomalies has been increasing from 0.1 to 1 events per year for 10 years.</p><p>The results obtained significantly expand our knowledge of the spatiotemporal features of the ongoing changes in the extreme climate of the western part of the Russian Arctic, which is of paramount importance for the analysis and forecasting of the development of natural and socio-economic systems in the region under study.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>аномалии температуры</kwd><kwd>Баренцево море</kwd><kwd>Белое море</kwd><kwd>Карское море</kwd><kwd>потепление климата</kwd><kwd>северо-запад России</kwd><kwd>температура воздуха</kwd><kwd>экстремальные события</kwd></kwd-group><kwd-group xml:lang="en"><kwd>air temperature</kwd><kwd>Barents Sea</kwd><kwd>climate warming</kwd><kwd>extreme events</kwd><kwd>Kara Sea</kwd><kwd>Northwest Russia</kwd><kwd>temperature anomalies</kwd><kwd>White Sea</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">И.В. Серых выполнил данное исследование в рамках государственного задания Института океанологии им. П.П. Ширшова РАН по теме № FMWE-2021-0003 «Крупномасштабные, волновые и вихревые океанские процессы и роль океана в формировании климата: междекадная эволюция циркуляции, гидрофизических полей океана и потоков на границе океан-атмосфера в условиях меняющегося климата». А.Г. Костяной выполнил данное исследование в рамках проекта РНФ № 21-77-30010 «Системный анализ динамики геофизических процессов в российской Арктике и их воздействие на развитие и функционирование инфраструктуры железнодорожного транспорта» (2021–2024 гг.). Авторы выражают свою благодарность двум анонимным рецензентам за их внимание к работе, их благожелательную критику и сделанные замечания, учет которых позволил коренным образом повысить качество работы.</funding-statement><funding-statement xml:lang="en">I.V. Serykh carried out this study within the Federal assignment to the Shirshov Institute of Oceanology RAS on the Project N FMWE-2021-0003 “Large-scale, wave and eddy ocean processes and the role of the ocean in climate formation: interdecadal evolution of circulation, ocean hydrophysical fields and flows at the ocean-atmosphere boundary in a changing climate”. A.G. Kostianoy carried out this study in the framework of the Russian Science Foundation Project N 21-77-30010 “System analysis of the dynamics of geophysical processes in the Russian Arctic and their impact on the development and functioning of the railway transport infrastructure” (2021–2024). The authors express their gratitude to the anonymous reviewers for their attention to the work, their positive criticisms and comments, which allowed us to significantly improve the quality of the work.</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">Катцов В.М. (ред.) Третий оценочный доклад об изменениях климата и их последствиях на территории Российской Федерации. СПб.: Наукоемкие технологии; 2022. 126 с. https://www.meteorf.gov.ru/upload/pdf_download/compressed.pdf (дата обращения: 01.12.2023)</mixed-citation><mixed-citation xml:lang="en">Kattsov V.M. (ed.) Third assessment report on climate change and their consequences on the territory of the Russian Federation.St. Petersburg: Science-intensive technologies; 2022. 126 p. (In Russ.) https://www.meteorf.gov.ru/upload/pdf_download/compressed.pdf (accessed: 01.12.2023)</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Isaksen K., Nordli Ø., Ivanov B., Køltzow M.A.Ø., Aaboe S., Gjelten H.M., Mezghani A., Eastwood S., Førland E., R.E. Benestad, Hanssen-Bauer I., Brækkan R., Sviashchennikov P., Demin V., Revina A., Karandasheva T. Exceptional warming over the Barents area. Sci. Rep. 2022; 12: 9371. https://doi.org/10.1038/s41598-022-13568-5</mixed-citation><mixed-citation xml:lang="en">Isaksen K., Nordli Ø., Ivanov B., Køltzow M.A.Ø., Aaboe S., Gjelten H.M., Mezghani A., Eastwood S., Førland E., R.E. Benestad, Hanssen-Bauer I., Brækkan R., Sviashchennikov P., Demin V., Revina A., Karandasheva T. Exceptional warming over the Barents area. Sci. Rep. 2022; 12: 9371. https://doi.org/10.1038/s41598-022-13568-5</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Overland J. Arctic Climate Extremes. Atmosphere. 2022;13(10):1670. https://doi.org/10.3390/atmos13101670</mixed-citation><mixed-citation xml:lang="en">Overland J. Arctic Climate Extremes. Atmosphere. 2022;13(10):1670. https://doi.org/10.3390/atmos13101670</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Intergovernmental Panel on Climate Change (IPCC). Climate Change 2021 – The Physical Science Basis: Working Group I Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change.Cambridge: Cambridge University Press; 2023. https://doi.org/10.1017/9781009157896</mixed-citation><mixed-citation xml:lang="en">Intergovernmental Panel on Climate Change (IPCC). Climate Change 2021 – The Physical Science Basis: Working Group I Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change.Cambridge: Cambridge University Press; 2023. https://doi.org/10.1017/9781009157896</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Kostianoy A.G., Serykh I.V., Ekba Ya.A., Kravchenko P.N. Climate variability of extreme air temperature events in the Eastern Black Sea. Ecologica Montenegrina. 2017; 14: 21–29.</mixed-citation><mixed-citation xml:lang="en">Kostianoy A.G., Serykh I.V., Ekba Ya.A., Kravchenko P.N. Climate variability of extreme air temperature events in the Eastern Black Sea. Ecologica Montenegrina. 2017; 14: 21–29.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Kostianoy A.G., Serykh I.V., Kostianaia E.A. Climate change in the Lake Skadar region. In: Pesic V., Karaman G., Kostianoy A.G. (eds.) The Skadar/Shkodra Lake Environment. Springer International Publishing AG, Cham, Switzerland; 2018. P. 63–88.</mixed-citation><mixed-citation xml:lang="en">Kostianoy A.G., Serykh I.V., Kostianaia E.A. Climate change in the Lake Skadar region. In: Pesic V., Karaman G., Kostianoy A.G. (eds.) The Skadar/Shkodra Lake Environment. Springer International Publishing AG, Cham, Switzerland; 2018. P. 63–88.</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Серых И.В., Костяной А.Г. О климатических изменениях температуры Баренцева моря и их возможных причинах. В кн.: Лисицин А.П. (ред.) Система Баренцева моря. М.: Геос; 2021. С. 166–179. https://doi.org/10.29006/978-5-6045110-0-8</mixed-citation><mixed-citation xml:lang="en">Серых И.В., Костяной А.Г. О климатических изменениях температуры Баренцева моря и их возможных причинах. В кн.: Лисицин А.П. (ред.) Система Баренцева моря. М.: Геос; 2021. С. 166–179. https://doi.org/10.29006/978-5-6045110-0-8</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Nastos P.T., Kostianoy A.G., Serykh I.V., Chronis T. The Aegean Sea air temperature changes. In: Anagnostou С., Kostianoy A., Mariolakos I., Panayotidis P., Soilemezidou M., Tsaltas G. (eds.) The Aegean Sea Environment: Anthropogenic Presence and Impact. Cham: Springer International Publishing AG; 2023. https://doi.org/10.1007/698_2022_904</mixed-citation><mixed-citation xml:lang="en">Nastos P.T., Kostianoy A.G., Serykh I.V., Chronis T. The Aegean Sea air temperature changes. In: Anagnostou С., Kostianoy A., Mariolakos I., Panayotidis P., Soilemezidou M., Tsaltas G. (eds.) The Aegean Sea Environment: Anthropogenic Presence and Impact. Cham: Springer International Publishing AG; 2023. https://doi.org/10.1007/698_2022_904</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Кислов А.В., Матвеева Т.А., Платонов В.С. Экстремумы скорости ветра в Арктике. Фундаментальная и прикладная климатология. 2015;2:63–80.</mixed-citation><mixed-citation xml:lang="en">Kislov A.V., Matveeva T.A., Platonov V.S. Wind speed extremes in the Arctic. Fundamental and Applied Climatology. 2015; 2: 63–80. (In Russ.)</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Кислов А.В., Матвеева Т.А. Экстремумы скорости ветра в Европейском секторе Арктики. Метеорология и гидрология.2016;7:5–14.</mixed-citation><mixed-citation xml:lang="en">Kislov A.V., Matveeva T.A. Wind speed extremes in the European sector of the Arctic. Meteorology and Hydrology. 2016; 41: 447–454. https://doi.org/10.3103/S1068373916070013</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Duntsev S., Platonov V. Quality assessment of surface temperature reproduction by a model archive, the COSMO-CLM Russian Arctic hindcast, based on station data. IOP Conference Series: Earth and Environmental Science. 2022; 1023(1): 012007. https://doi/org/10.1088/17551315/1023/1/012007</mixed-citation><mixed-citation xml:lang="en">Duntsev S., Platonov V. Quality assessment of surface temperature reproduction by a model archive, the COSMO-CLM Russian Arctic hindcast, based on station data. IOP Conference Series: Earth and Environmental Science. 2022; 1023(1): 012007. https://doi/org/10.1088/17551315/1023/1/012007</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Zheleznova I. V., Gushchina D. Yu. Variability of extreme air temperatures and precipitation in different natural zones in the late 20th and early 21st centuries according to ERA5 reanalysis data. Izvestiya, Atmospheric and Oceanic Physics. 2023; 59(5): 479–488.</mixed-citation><mixed-citation xml:lang="en">Zheleznova I. V., Gushchina D. Yu. Variability of extreme air temperatures and precipitation in different natural zones in the late 20th and early 21st centuries according to ERA5 reanalysis data. Izvestiya, Atmospheric and Oceanic Physics. 2023; 59(5): 479–488.</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Киктев Д.Б., Круглова Е.Н., Куликова И.А., Муравьев А.В. Экстремальные метеорологические явления на сезонных и внутрисезонных интервалах времени в контексте изменения климата. Гидрометеорологические исследования и прогнозы. 2021; 1(379): 36–57. https://doi.org/10.37162/2618-9631-2021-1-36-57</mixed-citation><mixed-citation xml:lang="en">Kiktev D.B., Kruglova E.N., Kulikova I.A., Murav’ev A.V. Extreme weather events on seasonal and intraseasonal timescales in the context of climate change. Gidrometeorologicheskie issledovaniia i prognozy = Hydrometeorological Research and Forecasts. 2021; 1(379): 36–57. (In Russ.)</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Серых И.В., Толстиков А.В. Изменения климата западной части Российской Арктики в 1980–2021 гг. Часть 1. Температура воздуха, осадки, ветер. Проблемы Арктики и Антарктики. 2022; 68(3): 258–277. https://doi.org/10.30758/0555-2648-2022-68-3-258-277</mixed-citation><mixed-citation xml:lang="en">Serykh I.V., Tolstikov A.V. Climate change in the western part of the Russian Arctic in 1980–2021. Part 1. Air temperature, precipitation, wind. Arctic and Antarctic Research. 2022; 68(3): 258–277. (In Russ.) https://doi.org/10.30758/0555-2648-2022-68-3-258-277</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Серых И.В., Толстиков А.В. Изменения климата западной части Российской Арктики в 1980–2021 гг. Часть 2. Температура почвы, снег, влажность. Проблемы Арктики и Антарктики. 2022; 68(4): 352–369. https://doi.org/10.30758/0555-2648-2022-68-4-352-369</mixed-citation><mixed-citation xml:lang="en">Serykh I.V., Tolstikov A.V. Climate change in the western part of the Russian Arctic in 1980–2021. Part 2. Soil temperature, snow, humidity. Arctic and Antarctic Research. 2022; 68(4): 352–369. (In Russ.) https://doi.org/10.30758/0555-2648-2022-68-4-352-369</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Hersbach H., Bell B., Berrisford P., Hirahara S., Horányi A., Sabater J.M., Nicolas J.P., Peubey C., Radu R. Schepers D., Simmons A., Soci C., Abdalla S., Abellan X., Balsamo G., Bechtold P., Biavati G., Bidlot J., Bonavita M., De Chiara G., Dahlgren P., Dee D.P., Diamantakis M., Dragani R., Flemming J., Forbes R.M., Fuentes M., Geer A.J., Haimberger L., Healy S., Hogan R., Holm E.V., Janiskova M., Keeley S., Laloyaux P., Lopez P., Lupu C., Radnóti G., De Rosnay P., Rozum I., Vamborg F., Sébastien V., Thépaut J.-N. The ERA5 global reanalysis. Q. J. R. Meteorol. Soc. 2020; 146: 1999–2049. https://doi.org/10.1002/qj.3803</mixed-citation><mixed-citation xml:lang="en">Hersbach H., Bell B., Berrisford P., Hirahara S., Horányi A., Sabater J.M., Nicolas J.P., Peubey C., Radu R. Schepers D., Simmons A., Soci C., Abdalla S., Abellan X., Balsamo G., Bechtold P., Biavati G., Bidlot J., Bonavita M., De Chiara G., Dahlgren P., Dee D.P., Diamantakis M., Dragani R., Flemming J., Forbes R.M., Fuentes M., Geer A.J., Haimberger L., Healy S., Hogan R., Holm E.V., Janiskova M., Keeley S., Laloyaux P., Lopez P., Lupu C., Radnóti G., De Rosnay P., Rozum I., Vamborg F., Sébastien V., Thépaut J.-N. The ERA5 global reanalysis. Q. J. R. Meteorol. Soc. 2020; 146: 1999–2049. https://doi.org/10.1002/qj.3803</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Gelaro R., McCarty W., Suárez M.J., Todling R., Molod A., Takacs L., Randles C.A., Darmenov A., Bosilovich M.G., Reichle R., Wargan K., Coy L., Cullather R., Draper C., Akella S., Buchard V., Conaty A., da Silva A. M., Gu W., Kim G., Koster R., Lucchesi R., Merkova D., Nielsen J.E., Partyka G., Pawson S., Putman W., Rienecker M., Schubert S.D., Sienkiewicz M., Zhao B. The Modern-Era retrospective analysis for research and applications, Version 2 (MERRA-2). Journal of Climate. 2017; 30(14): 5419–5454. https://doi.org/10.1175/JCLI-D-16-0758.1</mixed-citation><mixed-citation xml:lang="en">Gelaro R., McCarty W., Suárez M.J., Todling R., Molod A., Takacs L., Randles C.A., Darmenov A., Bosilovich M.G., Reichle R., Wargan K., Coy L., Cullather R., Draper C., Akella S., Buchard V., Conaty A., da Silva A. M., Gu W., Kim G., Koster R., Lucchesi R., Merkova D., Nielsen J.E., Partyka G., Pawson S., Putman W., Rienecker M., Schubert S.D., Sienkiewicz M., Zhao B. The Modern-Era retrospective analysis for research and applications, Version 2 (MERRA-2). Journal of Climate. 2017; 30(14): 5419–5454. https://doi.org/10.1175/JCLI-D-16-0758.1</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Rienecker M.M., Suarez M.J., Gelaro R., Todling R., Bacmeister J., Liu E., Bosilovich M.G., Schubert S.D., Takacs L., Kim G., Bloom S., Chen J., Collins D., Conaty A., da Silva A., Gu W., Joiner J., Koster R.D., Lucchesi R., Molod A., Owens T., Pawson S., Pegion P., Redder C.R., Reichle R., Robertson F.R., Ruddick A.G., Sienkiewicz M., Woollen J. MERRA: NASA’s Modern- Era retrospective analysis for research and applications. Journal of Climate. 2011; 24(14): 3624– 3648. https://doi.org/10.1175/JCLI-D-11-00015.1</mixed-citation><mixed-citation xml:lang="en">Rienecker M.M., Suarez M.J., Gelaro R., Todling R., Bacmeister J., Liu E., Bosilovich M.G., Schubert S.D., Takacs L., Kim G., Bloom S., Chen J., Collins D., Conaty A., da Silva A., Gu W., Joiner J., Koster R.D., Lucchesi R., Molod A., Owens T., Pawson S., Pegion P., Redder C.R., Reichle R., Robertson F.R., Ruddick A.G., Sienkiewicz M., Woollen J. MERRA: NASA’s Modern- Era retrospective analysis for research and applications. Journal of Climate. 2011; 24(14): 3624– 3648. https://doi.org/10.1175/JCLI-D-11-00015.1</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Molod A., Takacs L., Suarez M., Bacmeister J. Development of the GEOS-5 atmospheric general circulation model: evolution from MERRA to MERRA-2. Geosci. Model Dev. Discuss. 2015; 8(5): 1339–1356. https://doi.org/10.5194/gmd-8-1339-2015</mixed-citation><mixed-citation xml:lang="en">Molod A., Takacs L., Suarez M., Bacmeister J. Development of the GEOS-5 atmospheric general circulation model: evolution from MERRA to MERRA-2. Geosci. Model Dev. Discuss. 2015; 8(5): 1339–1356. https://doi.org/10.5194/gmd-8-1339-2015</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Wu W.-S., Purser R.J., Parrish D.F. Three-dimensional variational analysis with spatially inhomogeneous covariances. Mon. Wea. Rev. 2002; 130: 2905–2916. https://doi.org/10.1175/15200493(2002)130&lt;2905:TDVAWS&gt;2.0.CO;2</mixed-citation><mixed-citation xml:lang="en">Wu W.-S., Purser R.J., Parrish D.F. Three-dimensional variational analysis with spatially inhomogeneous covariances. Mon. Wea. Rev. 2002; 130: 2905–2916. https://doi.org/10.1175/15200493(2002)130&lt;2905:TDVAWS&gt;2.0.CO;2</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Luo B., Minnett, P.J., Szczodrak M., Nalli N.R., Morris V.R. Accuracy assessment of MERRA-2 and ERA-Interim sea-surface temperature, air temperature and humidity profiles over the Atlantic Ocean using AEROSE measurements. Journal of Climate. 2020; 33(16): 6889–6909. https://doi.org/10.1175/JCLI-D-19-0955.1</mixed-citation><mixed-citation xml:lang="en">Luo B., Minnett, P.J., Szczodrak M., Nalli N.R., Morris V.R. Accuracy assessment of MERRA-2 and ERA-Interim sea-surface temperature, air temperature and humidity profiles over the Atlantic Ocean using AEROSE measurements. Journal of Climate. 2020; 33(16): 6889–6909. https://doi.org/10.1175/JCLI-D-19-0955.1</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Gvishiani A.D., Rozenberg I.N., Soloviev A.A., Kostianoy A.G., Gvozdik S.A., Serykh I.V., Krasnoperov R.I., Sazonov N.V., Dubchak I.A., Popov A.B., Kostianaia E.A., Gvozdik G.A. Electronic atlas of climatic changes in hydrometeorological parameters of the western part of the Russian Arctic for 1950–2021 as geoinformatic support of railway development. Applied Sciences. 2023; 13(9): 5278. https://doi.org/10.3390/app13095278</mixed-citation><mixed-citation xml:lang="en">Gvishiani A.D., Rozenberg I.N., Soloviev A.A., Kostianoy A.G., Gvozdik S.A., Serykh I.V., Krasnoperov R.I., Sazonov N.V., Dubchak I.A., Popov A.B., Kostianaia E.A., Gvozdik G.A. Electronic atlas of climatic changes in hydrometeorological parameters of the western part of the Russian Arctic for 1950–2021 as geoinformatic support of railway development. Applied Sciences. 2023; 13(9): 5278. https://doi.org/10.3390/app13095278</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Серых И.В., Костяной А.Г., Лебедев С.А., Костяная Е.А. О переходе температурного режима региона Белого моря в новое фазовое состояние. Фундаментальная и прикладная гидрофизика. 2022; 15(1): 98–111. https://doi.org/10.59887/fpg/k9x4-p8fz-5kz6 Serykh I.V., Kostianoy A.G., Lebedev S.A., Kostianaia E.A. On the transition of temperature regime of the White Sea Region to a new phase state. Fundamental and Applied Hydrophysics. 2022; 15(1): 98–111. https://doi.org/10.59887/fpg/k9x4-p8fz-5kz6</mixed-citation><mixed-citation xml:lang="en">Серых И.В., Костяной А.Г., Лебедев С.А., Костяная Е.А. О переходе температурного режима региона Белого моря в новое фазовое состояние. Фундаментальная и прикладная гидрофизика. 2022; 15(1): 98–111. https://doi.org/10.59887/fpg/k9x4-p8fz-5kz6 Serykh I.V., Kostianoy A.G., Lebedev S.A., Kostianaia E.A. On the transition of temperature regime of the White Sea Region to a new phase state. Fundamental and Applied Hydrophysics. 2022; 15(1): 98–111. https://doi.org/10.59887/fpg/k9x4-p8fz-5kz6</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Serykh I.V., Kostianoy A.G. Seasonal and interannual variability of the Barents Sea temperature. Ecologica Montenegrina. 2019; 25: 1–13.</mixed-citation><mixed-citation xml:lang="en">Serykh I.V., Kostianoy A.G. Seasonal and interannual variability of the Barents Sea temperature. Ecologica Montenegrina. 2019; 25: 1–13.</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Bulygina O.N., Razuvaev V.N., Korshunova N.N., Groisman P.Y. Climate variations and changes in extreme climate events in Russia. Environmental Research Letters. 2007; 2(4): 045020. https:// doi.org/10.1088/1748-9326/2/4/045020</mixed-citation><mixed-citation xml:lang="en">Bulygina O.N., Razuvaev V.N., Korshunova N.N., Groisman P.Y. Climate variations and changes in extreme climate events in Russia. Environmental Research Letters. 2007; 2(4): 045020. https:// doi.org/10.1088/1748-9326/2/4/045020</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Shikhov A.N., Abdullin R.K., Tarasov A.V. Mapping temperature and precipitation extremes under changing climate (on the example of The Ural region, Russia). Geography, Environment, Sustainability. 2020; 13(2): 154–165. https://doi.org/10.24057/2071-9388-2019-42</mixed-citation><mixed-citation xml:lang="en">Shikhov A.N., Abdullin R.K., Tarasov A.V.  Mapping temperature and precipitation extremes under changing climate (on the example of The Ural region, Russia). Geography, Environment, Sustainability. 2020; 13(2): 154–165. https://doi.org/10.24057/2071-9388-2019-42</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Cornes R.C., Jones P.D. How well does the ERA-Interim reanalysis replicate trends in extremes of surface temperature across Europe? Journal of Geophysical Research: Atmospheres. 2013; 118(18): 10262–10276. https://doi/org/10.1002/jgrd.50799</mixed-citation><mixed-citation xml:lang="en">Cornes R.C., Jones P.D. How well does the ERA-Interim reanalysis replicate trends in extremes of surface temperature across Europe? Journal of Geophysical Research: Atmospheres. 2013; 118(18): 10262–10276. https://doi/org/10.1002/jgrd.50799</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Lan H., Guo D., Hua W., Pepin N., Sun J. Evaluation of reanalysis air temperature and precipitation in high-latitude Asia using ground-based observations. International Journal of Climatology. 2023; 43(3): 1621–1638. https://doi.org/10.1002/joc.7937</mixed-citation><mixed-citation xml:lang="en">Lan H., Guo D., Hua W., Pepin N., Sun J. Evaluation of reanalysis air temperature and precipitation in high-latitude Asia using ground-based observations. International Journal of Climatology. 2023; 43(3): 1621–1638. https://doi.org/10.1002/joc.7937</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">Bosilovich M. G. Regional climate and variability of NASA MERRA and recent reanalyses: U.S. summertime precipitation and temperature. J. Appl. Meteorol. Climatol. 2013; 52(8): 1939–1951. https://doi.org/10.1175/JAMC-D-12-0291.1</mixed-citation><mixed-citation xml:lang="en">Bosilovich M. G. Regional climate and variability of NASA MERRA and recent reanalyses: U.S. summertime precipitation and temperature. J. Appl. Meteorol. Climatol. 2013; 52(8): 1939–1951. https://doi.org/10.1175/JAMC-D-12-0291.1</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Tilinina N., Gulev S.K., Rudeva I., Koltermann K.P. Comparing cyclone life cycle characteristics and their interannual variability in different reanalyses.J. Clim. 2013; 26: 6419–6438. https://doi.org/10.1175/JCLI-D-12-00777.1</mixed-citation><mixed-citation xml:lang="en">Tilinina N., Gulev S.K., Rudeva I., Koltermann K.P. Comparing cyclone life cycle characteristics and their interannual variability in different reanalyses.J. Clim. 2013; 26: 6419–6438. https://doi.org/10.1175/JCLI-D-12-00777.1</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Bentamy A., Piollé J.F., Grouazel A., Danielson R., Gulev S., Paul F., Azelmat H., Mathieu P.P., von Schuckmann K., Sathyendranath S., Evers-King H., Esau I., Johannessen J.A., Clayson C.A., Pinker R.T., Grodsky S.A., Bourassa M., Smith S.R., Haines K., Valdivieso M., Josey S.A. Review and assessment of latent and sensible heat flux accuracy over the global oceans. Remote Sens. Environ. 2017; 201: 196–218. https://doi.org/10.1016/j.rse.2017.08.016</mixed-citation><mixed-citation xml:lang="en">Bentamy A., Piollé J.F., Grouazel A., Danielson R., Gulev S., Paul F., Azelmat H., Mathieu P.P., von Schuckmann K., Sathyendranath S., Evers-King H., Esau I., Johannessen J.A., Clayson C.A., Pinker R.T., Grodsky S.A., Bourassa M., Smith S.R., Haines K., Valdivieso M., Josey S.A. Review and assessment of latent and sensible heat flux accuracy over the global oceans. Remote Sens. Environ. 2017; 201: 196–218. https://doi.org/10.1016/j.rse.2017.08.016</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Schubert S.D., Chang Y., DeAngelis A.M., Koster R.D., Lim Y., Wang H. Exceptional warmth in the Northern Hemisphere during January–March of 2020: The roles of unforced and forced modes of atmospheric variability. J. Clim. 2022; 35(8): 2565–2584. https://doi/org/10.1175/JCLI-D-21-0291.1</mixed-citation><mixed-citation xml:lang="en">Schubert S.D., Chang Y., DeAngelis A.M., Koster R.D., Lim Y., Wang H. Exceptional warmth in the Northern Hemisphere during January–March of 2020: The roles of unforced and forced modes of atmospheric variability. J. Clim. 2022; 35(8): 2565–2584. https://doi/org/10.1175/JCLI-D-21-0291.1</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Taszarek M., Pilguj N., Allen J.T., Gensini V., Brooks H.E., Szuster P. Comparison of convective parameters derived from ERA5 and MERRA-2 with Rawinsonde data over Europe and North America. J. Climate. 2021; 34: 3211–3237. https://doi.org/10.1175/JCLI-D-20-0484.1</mixed-citation><mixed-citation xml:lang="en">Taszarek M., Pilguj N., Allen J.T., Gensini V., Brooks H.E., Szuster P. Comparison of convective parameters derived from ERA5 and MERRA-2 with Rawinsonde data over Europe and North America. J. Climate. 2021; 34: 3211–3237. https://doi.org/10.1175/JCLI-D-20-0484.1</mixed-citation></citation-alternatives></ref><ref id="cit34"><label>34</label><citation-alternatives><mixed-citation xml:lang="ru">Koster R.D., McCarty W., Coy L., Gelaro R., Huang A., Merkova D., Smith E.B., Sienkiewicz M., Wargan K. MERRA-2 input observations: summary and assessment. In: Randal D. Koster (ed.) Technical report series on global modeling and data assimilation.NASA/TM-2016-104606. 2016; 46. 51 p. https://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/20160014544.pdf. (accessed: 20.11.2023)</mixed-citation><mixed-citation xml:lang="en">Koster R.D., McCarty W., Coy L., Gelaro R., Huang A., Merkova D., Smith E.B., Sienkiewicz M., Wargan K.  MERRA-2 input observations: summary and assessment. In: Randal D. Koster (ed.) Technical report series on global modeling and data assimilation.NASA/TM-2016-104606. 2016; 46. 51 p. https://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa.gov/20160014544.pdf. (accessed: 20.11.2023)</mixed-citation></citation-alternatives></ref><ref id="cit35"><label>35</label><citation-alternatives><mixed-citation xml:lang="ru">Shafiee M., Maadani O., Cobo J.H. Comparison between MERRA-2 and CWEEDS for use in pavement mechanistic-empirical design in Canada. Canadian Journal of Civil Engineering. 2023; 50(9). https://doi.org/10.1139/cjce-2022-0384</mixed-citation><mixed-citation xml:lang="en">Shafiee M., Maadani O., Cobo J.H. Comparison between MERRA-2 and CWEEDS for use in pavement mechanistic-empirical design in Canada. Canadian Journal of Civil Engineering. 2023; 50(9). https://doi.org/10.1139/cjce-2022-0384</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>
