Abstract
Daily precipitation data from the European Centre for Medium-Range Weather Forecasts (ERA-Interim) from 1979 to 2016 are analyzed to determine the trends in seasonal and extreme precipitation across the pan-Arctic and estimate the contributions to the trends from the dynamic (e.g., changes in circulation patterns) and thermodynamic processes (e.g., sea ice melt–water vapor feedback) and their interactions. The trends in the seasonal total precipitation are generally consistent with the trends in the occurrence of seasonal extreme precipitation. Although the trends vary considerably in direction and magnitude across the pan-Arctic and the seasons, more regions experience a statistically significant positive trend than negative trend, particularly in autumn and winter seasons and over areas of the Arctic Ocean and the northern North Atlantic. Statistically significant negative trends are mostly found in areas of northern Eurasian and North America. The thermodynamic processes account for more than 85% of the total trends, with the rest of the trends explained by the dynamic processes (e.g., changes in circulation patterns) and the interaction between dynamic and thermodynamic processes.
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Availability of data and material
Daily atmospheric variables are provided by the European Centre for Medium Range Weather Forecasts (ECMWF) Interim ReAnalysis (ERA-Interim) (https://www.ecmwf.int/en/forecasts/datasets/reanalysis-datasets/era-interim).
Code availability
The Matlab code used in this paper is available as long as authors are contacted.
References
Anderson BT, Feldl N, Lintner BR (2018) Emergent behavior of Arctic precipitation in response to enhanced Warming. J Geophys Res Atmos 123:2704–2717
Auger JD, Birkel SD, Maasch KA, Mayewski PA, Schuenemann KC (2017) Examination of precipitation variability in southern Greenland. J Geophys Res Atmos 122:6202–6216
Barnston AG, Livezey RE (1987) Classification, seasonality and persistence of low-frequency atmospheric circulation patterns. Mon Wea Rev 115:1083–1126
Barrett AP, Stroeve JC, Serreze MC. (2020) Arctic Ocean precipitation from atmospheric reanalyses and comparisons with north pole drifting station records. J. Geophys. Res.: Oceans, 125: e2019JC015415.
Barry RG, Serreze MC (2000) Atmospheric components of the Arctic Ocean freshwater balance and their interannual variability. In: Lewis EL et al (eds) The Freshwater Budget of the Arctic Ocean. Springer, New York, pp 45–56
Behrangi A, Lebsock M, Wong S, Lambrigtsen B (2012) On the quantification of oceanic rainfall using space borne sensors. J Geophys Res 117:D20105
Behrangi A, Christensen M, Richardson M, Lebsock M, Stephens G, Huffman GJ, Bolvin D, Adler RF, Gardner A, Lambrigtsen B, Fetzer E (2016) Status of high-latitude precipitation estimates from observations and reanalyses. J Geophys Res Atmos 121:4468–4486
Bengtsson L, Hodges K, Koumoutsaris S, Zahn M, Keenlyside N (2011) The changing atmospheric water cycle in polar regions in a warmer climate. Tellus 63A:907–920
Bintanja R, Selten F (2014) Future increases in Arctic precipitation linked to local evaporation and sea-ice retreat. Nature 509:479–482
Boisvert LN, Stroeve JC (2015) The Arctic is becoming warmer and wetter as revealed by the Atmospheric Infrared Sounder. Geophys Res Lett 42:4439–4446
Boisvert LN, Webster MA, Petty AA, Markus T, Bromwich DH, Cullather DH (2018) Intercomparison of precipitation estimates over the Arctic Ocean and its peripheral seas. J Climate 31:8441–8462
Cai M (2005) Dynamic amplification of polar warming. Geophys Res Lett 32:L22710
Cassano JJ, Uotila P, Lynch AH, Cassano EN (2007) Predicted changes in synoptic forcing of net precipitation in large Arctic river basins during the 21st century. J Geophys Res 112:G04S49
Dee DP, Uppala SM, Simmons AJ, Berrisford P, Poli P, Kobayashi S, Andrae U, Balmaseda MA, Balsamo G, Bauer P, Bechtold P, Beljaars ACM, van de Berg L, Bidlot J, Bormann N, Delsol C, Drgani R, Fuentes M, Geer AJ, Haimberger L, Healy SB, Hersbach H, Hólm EV, Isaksen L, Kållberg P, Köhler M, Matricardi M, McNally AP, Monge-Sanz BM, Morcrette JJ, Park B-K, Peubey C, de Rosnay P, Tavolato C, Thépaut J-N, Vitart F (2011) The ERA-Interim reanalysis: configuration and performance of the data assimilation system. Quart J Roy Meteor Soc 137:553–597
Deser C, Tomas RA, Sun L (2015) The role of ocean-atmosphere coupling in the zonal-mean atmospheric response to Arctic sea ice loss. J Climate 28:2168–2186
Ding Q, Schweiger AJB, L’Heureux ML, Battisti DS, Johnson NC, Blanchard-Wrigglesworth E, Zhang Q, Harnos K, Eastman RM, Steig EJ (2017) Influence of high-latitude atmospheric circulation changes onsummertime Arctic sea ice. Nat Climate Change 7:289–295
Fearon MG, Doyle JD, Ryglicki DR, Finocchio PM, Sprenger M (2020) The role of cyclones in moisture transport into the Arctic. Geophys Res Lett doi:https://doi.org/10.1029/2020GL090353
Ghatak D, Deser C, Frei A, Gong G, Phillips A, Robinson DA, Stroeve J (2012) Simulated Siberian snow cover response to observed Arctic sea ice loss. 1979–2008. J Geophys Res 117:D23108
Gibson PB, Perkins-Kirkpatrick SE, Uotila P, Pepler AS, Alexander LV (2017) On the use of self-organizing maps for studying climate extremes. J Geophys Res Atmos 122:3891–3903
Glisan JM, Gutowksi WJ Jr (2014a) WRF winter extreme daily precipitation over the North American CORDEX Arctic. J Geophys Res Atmos 119:10738–10748
Glisan JM, Gutowksi WJ Jr (2014b) WRF summer extreme daily precipitation over the CORDEX Arctic. J Geophys Res Atmos 119:1720–1732
Glisan JM, Gutowski WJ Jr, Cassano JJ, Cassano EN, Seefeldt MW (2016) Analysis of WRF extreme daily precipitation over Alaska using self-organizing maps. J Geophys Res Atmos 121:7746–7761
Groves DG, Francis JA (2002) Moisture hudget of the Arctic atmosphere from TOV satellite data. J Geophys Res 107:4391
Hakuba MZ, Folini D, Wild M, Schär C (2012) Impact of Greenland’s topographic height on precipitation and snow accumulation in idealized simulations. J Geophys Res 117:D09107
Hanssen-Bauer I, Førland EJ (1998) Long-Term Trends in precipitation and pemperature in the Norwegian Arctic: Can They Be Explained by Changes in Atmospheric Circulation Patterns? Clim Res 10:143–153
Hegyi BM, Deng Y (2011) A dynamical fingerprint of tropical Pacific sea surface temperature on the decadal-scale variability of cool-season Arctic precipitation. J Geophys Res 116:D20121
Heikkilä U, Sorteberg A (2012) Characteristics of autumn-winter extreme precipitation on the Norwegian west coast identified by cluster analysis. Clim Dyn 39:929–939
Held I, Soden B (2006) Robust response of the hydrological cycle to global warming. J Climate 19:5686–5699
Henderson G, Peings Y, Furtado JC, Kushner PJ (2018) Snow-atmosphere coupling in the Northern Hemisphere. Nat Clim Chang 8:954–963
Holland MM, Barrett AP, Serreze MC (2007) Projected changes in Arctic ocean freshwater budgets. J Geophys Res 112:G04S55
Higgins ME, Cassano JJ (2009) Impacts of reduced sea ice on winter Arctic atmospheric circulation, precipitation, and temperature. J Geophys Res 114:D16107
Hwang Y-T, Frierson D (2010) Increasing atmospheric poleward energy with global warming. Geophys Res Lett 37:L24807
Kane DL, McNamara JP, Yang D, Olsson PQ, Gieck RE (2003) An extreme rainfall/runoff event in Arctic Alaska. J Hydrometeorology 4:1220–1228
Kattsov VM, Walsh JE (2000) Twentieth-century trends of Arctic precipitation from observational data and a climate model simulation. J Climate 13:1362–1370
Kattsov VM, Walsh JE, Chapman WL, Govorkova VA, Pavlova TV, Zhang X (2007) Simulation and projection of Arctic freshwater budget components by the IPCC AR4 global climate models. J Climate 8:571–589
Khon VC, Mokhov II, Roeckner E, Semenov VA (2007) Regional changes of precipitation characteristics in Northern Eurasia from simulations with global climate model. Global Planet Change 57:118–123
Kohonen T (2001) Self-Organizing Maps. 3rd ed. Springer, 501 pp
Kopec BG, Feng X, Michel FA, Posmentier ES (2016) Influence of sea ice on Arctic precipitation. Proc Natl Acad Sci USA 113:46–51
Lader R, Bhatt US, Walsh JE, Rupp TS, Bieniek PA (2016) Two-meter temperature and precipitation from atmospheric reanalysis evaluated for Alaska. J Appl Meteorol Clim 55:901–922
Lee S, Feldstein SB (2013) Detecting ozone- and greenhouse gas–driven wind trends with observational data. Science 339:563–567
Legates D, Willmott C (1990) Mean seasonal and spatial variability in gauge-corrected global precipitation. Int J Climatol 10:111–127
Lindsay R, Wensnahan M, Schweiger A, Zhang J (2014) Evaluation of seven different atmospheric reanalysis products in the Arctic. J Climate 27:2588–2606
Lique C, Holland MM, Dibike YB, Lawrence DM, Screen JA (2016) Modeling the Arctic freshwater system and its integration in the global system: Lessons learned and futurechallenges. J Geophys Res Biogeosci 121:540–566
Liston GE, Hiemstra CA (2011) The changing crosphere: Pan-Arctic snow trends. J Climate 24:5691–5712
McAfee SA, Guentchev G, Eischeid JK (2013) Reconciling precipitation trends in Alaska: 1. Station based analyses. J Geophys Res Atmos 118:7523–7541
McAfee S, Guentchev G, Eischeid J (2014) Reconciling precipitation trends in Alaska: 2. Gridded data analyses. J Geophys Res Atmos 119:13820–13837
Meehl GA, Arblaster JM, Tebaldi C (2005) Understanding future patterns of increased precipitation intensity in climate model simulations. Geophys Res Lett 32:L18719
Min S-K, Zhang X, Zwiers F (2008) Human-induced Arctic moistening. Science 320:518–520
Mioduszewski JR, Rennermalm AK, Hammann A, Tedesco M, Noble EU, Stroeve JC, Mote TL (2016) Atmospheric drivers of Greenland surface melt revealed by self-organizing maps. J Geophys Res Atmos 121:5095–5114
Park H, Walsh JE, Kim Y, Nakai T, Ohata T (2013) The role of declining Arctic sea ice in recent decreasing terrestrial Arctic snow depths. Polar Sci 7:174–187
Reusch DB, Alley RB, Hewitson BC (2005) Relative performance of self-organizing maps and principal component analysis in pattern extraction from synthetic climatological data. Polar Geogr 29:188–212
Rignot E, Thomas RH (2002) Mass Balance of polar ice sheets. Science 297:1502–1506
Rinke A, Segger B, Crewell S, Maturilli M, Naakka T, Nygård T, Vihma T, Alshawaf F, Dick G, Wickert J, Keller J (2019) Trends of vertically integrated water vapor over the Arctic during 1979–2016: Consistent moistening all over? J. Climate 6097–6116
Saha SK, Rinke A, Dethloff K (2006) Future winter extreme temperature and precipitation events in the Arctic. Geophys Res Lett 33:L15818
Sammon J (1969) A non-linear mappings for data structure and analyses. IEEE Trans Comput 18:401–409
Schuenemann KC, Cassano JJ, Finnis J (2009) Synoptic forcing of precipitation over Greenland: Climatology for 1961–1999. J Hydrometeorol 10:60–78
Screen JA, Simmonds I (2012) Declining summer snowfall in the Arctic: Causes, impacts and feedbacks. Clim Dyn 38:2243–2256
Serreze MC, Hurst CM (2000) Representation of mean Arctic precipitation from NCEP-NCAR and ERA reanalyses. J Climate 13:182–201
Serreze MC, Crawford AD, Barrett AP (2015) Extreme daily precipitation events at Spitsbergen, an Arctic Island. Int J Climatol 35:4574–4588
Serreze MC, Barrett AP, Lo F (2005) Northern high-latitude precipitation as depicted by atmospheric reanalyses and satellite retrievals. Mon Wea Rev 133:3407–3430
Serreze, M., and R. G. Barry, 2005: The Arctic Climate System. Cambridge University Press, 385pp.
Serreze MC, Barry RG (2011) Processes and impacts of Arctic amplification: a research synthesis. Global Planet Change 77:85–96
Stroeve JC, Serreze MC, Barrett A, Kindig DN (2011) Attribution of recent changes in autumn cyclone associated precipitation in the Arctic. Tellus 63A:653–663
Singh HKA, Bitz CM, Donohoe A, Rasch PJ (2017) A source-receptor perspective on the polar hydrologic cycle: Sources, seasonality, and Arctic-Antarctic parity in the hydrologic cycle response to CO2 doubling. J Climate 30:9999–10017
Skific N, Francis J, Cassano J (2009a) Attribution of projected changes in atmospheric moisture transport in the Arctic: A self-organizing map perspective. J Climate 22:4135–4153
Skific N, Francis J, Cassano J (2009b) Attribution of seasonal and regional changes in Arctic moisture convergence. J Climate 22:5115–5134
Stephens GL, L’Ecuyer T, Forbes R, Gettlemen A, Golaz J-C, Bodas-Salcedo A, Suzuki K, Gabriel P, Haynes J (2010) Dreary state of precipitation in global models. J Geophys Res 115:D24211
Stroeve JC, Serreze MC, Holland MM, Kay JE, Malanik J, Barrett AP (2012) The Arctic’s rapidly shrinking sea ice cover: a research synthesis. Clim Change 110:1005–1027
Trenberth KE (2011) Change in precipitation with climate change. Clim Res 47:123–138
Vavrus SJ, Holland MM, Jahn A, Bailey DA, Blazey BA (2012) Twenty-first-century Arctic climate change in CCSM4. J Climate 25:2696–2710
Vihma T, Screen J, Tjernström M, Newton B, Zhang X, Popova V, Deser C, Holland M, Prowse T (2016) The atmospheric role in the Arctic water cycle: A review on processes, past and future changes, and their impacts. J Geophys Res Biogeosci 121:586–620
Villamil-Otero GA, Zhang J, He J, Zhang X (2018) Role of extratropical cyclones in the recently observed increase in poleward moisture transport into the Arctic Ocean. Adv Atmos Sci 35:85–94
Wallace JM, Gutzler DS (1981) Teleconnections in the geopotential height field during the Northern Hemisphere winter. Mon Wea Rev 109:784–812
Walsh JE, Kattsov V, Portis D, Meleshko V (1998) Arctic Precipitation andEvaporation: Model Results and Observational Estimates. J Climate 11:72–87
Wang J, Zhang J, Watanabe E, Ikeda M, Mizobata K, Walsh JE, Bai X, Wu B (2009) Is the Dipole Anomaly a major driver to record lows in Arctic summer sea ice extent? Geophys Res Lett 36:L05706
Wu Q, ZhangZhang , Tao JXW (2014) Interannual variability and long-term changes of atmospheric circulation over the Chukchi and Beaufort Seas. J Climate 27:4871–4889
Yang D (1999) An improved precipitation climatology for the Arctic Ocean. Geophys Res Lett 26:1625–1628
Zahn M, Akperov M, Rinke A, Feser F, Mokhov II (2018) Trends of cyclone characteristics in the Arctic and their patterns fro mdifferent reanalysis data. J Geophys Res 123:2737–2751
Zhang X, He J, Zhang J, Polyakov I, Gerdes R, Inoue J, Wu P (2013) Enhanced Poleward Atmospheric Moisture Transport Amplified Northern High-Latitude Wetting Trend. Nat Clim Chang 3:47–51
Acknowledgements
We thank the European Centre for Medium-Range Weather Forecasts (ECMWF) for the ERA-Interim data. This study is supported by the National Key R&D Program of China (2019YFC1509103; 2017YFE0111700), and the National Natural Science Foundation of China (41922044). We also acknowledge the help from the two anonymous reviewers in improving the manuscript.
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Lejiang Yu designed the research, analyzed the data, and wrote the first draft of the paper. Shiyuan Zhong revised the first draft and provided useful insights during various stages of the work.
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Yu, L., Zhong, S. Trends in Arctic seasonal and extreme precipitation in recent decades. Theor Appl Climatol 145, 1541–1559 (2021). https://doi.org/10.1007/s00704-021-03717-7
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DOI: https://doi.org/10.1007/s00704-021-03717-7