Liquid freshwater content (LFWC) within the Arctic Ocean has rapidly accumulated over the recent historical period as multiple sources of freshwater have intensified in the warming polar climate. Many of the physical processes surrounding freshwater variability, including the influence of anthropogenically-driven warming, are still not fully understood. Using 22 realizations of the CMIP6 model EC-Earth3 with identical radiative forcing, we utilize a spatial pattern matching technique to separate the internal and forced spatiotemporal patterns in LFWC and reconstruct historical trends. We find that quantifying internal variability and external forcing patterns hinges on an accurate oceanic reanalysis to represent the historical trend. With SODA3.3.2, internal variability arising from spatiotemporal sea surface height patterns accounts for 64.5% of the total LFWC historical trend, and reconstruct an observed trend of + 0.86 m per decade. In ORAS5, the internal variability pattern accounts for 94.3% of the spatiotemporal pattern, but produces an incongruent reconstruction of historical LFWC trends. These results thus highlight the need for more in-situ observations to inform reanalysis and modeling efforts. Across oceanic reanalyses, we find that internal variability arising from the Arctic Oscillation may represent a low-end estimate of internal variability influence on LFWC, whereas sea surface height more accurately discerns long-term spatiotemporal trends.
机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R China
Hui, Yu
Chen, Jie
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Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R China
Chen, Jie
Xu, Chong-Yu
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机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R China
Univ Oslo, Dept Geosci, Oslo, NorwayWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R China
Xu, Chong-Yu
Xiong, Lihua
论文数: 0引用数: 0
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机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R China
Xiong, Lihua
Chen, Hua
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机构:
Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R ChinaWuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan, Hubei, Peoples R China
机构:
Univ Washington, Sch Oceanog, Seattle, WA 98195 USAUniv Washington, Sch Oceanog, Seattle, WA 98195 USA
Oldenburg, Dylan
Armour, Kyle C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Oceanog, Seattle, WA 98195 USA
Univ Washington, Dept Atmospher Sci, Seattle, WA 98195 USAUniv Washington, Sch Oceanog, Seattle, WA 98195 USA
Armour, Kyle C.
Thompson, LuAnne
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Sch Oceanog, Seattle, WA 98195 USAUniv Washington, Sch Oceanog, Seattle, WA 98195 USA
Thompson, LuAnne
Bitz, Cecilia M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Washington, Dept Atmospher Sci, Seattle, WA 98195 USAUniv Washington, Sch Oceanog, Seattle, WA 98195 USA
机构:
Natl Ctr Atmospher Res, POB 3000, Boulder, CO 80307 USAWoods Hole Oceanog Inst, Woods Hole, MA 02543 USA
Yeager, Stephen
Gao, Yongqi
论文数: 0引用数: 0
h-index: 0
机构:
Nansen Environm & Remote Sensing Ctr, Bergen, Norway
Bjerknes Ctr Climate Res, Bergen, Norway
Chinese Acad Sci, Nansen Zhu Int Res Ctr, Inst Atmospher Phys, Beijing, Peoples R ChinaWoods Hole Oceanog Inst, Woods Hole, MA 02543 USA
Gao, Yongqi
Attema, Jisk J.
论文数: 0引用数: 0
h-index: 0
机构:
Netherlands eSci Ctr, Amsterdam, NetherlandsWoods Hole Oceanog Inst, Woods Hole, MA 02543 USA
Attema, Jisk J.
Cherchi, Annalisa
论文数: 0引用数: 0
h-index: 0
机构:
CNR, Inst Atmospher Sci & Climate CNR ISAC, Bologna, Italy
Ist Nazl Geofis & Vulcanol, Bologna, ItalyWoods Hole Oceanog Inst, Woods Hole, MA 02543 USA
Cherchi, Annalisa
Ghosh, Rohit
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Meteorol, Hamburg, Germany
Univ Reading, Dept Meteorol, Reading, Berks, EnglandWoods Hole Oceanog Inst, Woods Hole, MA 02543 USA
Ghosh, Rohit
Matei, Daniela
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Meteorol, Hamburg, GermanyWoods Hole Oceanog Inst, Woods Hole, MA 02543 USA
Matei, Daniela
Mecking, Jennifer, V
论文数: 0引用数: 0
h-index: 0
机构:
Natl Oceanog Ctr, Southampton, Hants, EnglandWoods Hole Oceanog Inst, Woods Hole, MA 02543 USA
Mecking, Jennifer, V
Tian, Tian
论文数: 0引用数: 0
h-index: 0
机构:
Danish Meteorol Inst, Copenhagen, DenmarkWoods Hole Oceanog Inst, Woods Hole, MA 02543 USA
Tian, Tian
Zhang, Ying
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Nansen Zhu Int Res Ctr, Inst Atmospher Phys, Beijing, Peoples R China
Chinese Acad Sci, Climate Change Res Ctr, Beijing, Peoples R ChinaWoods Hole Oceanog Inst, Woods Hole, MA 02543 USA
机构:
NASA, Goddard Inst Space Studies, New York, NY 10025 USANASA, Goddard Inst Space Studies, New York, NY 10025 USA
Ruane, Alex C.
Hudson, Nicholas I.
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Ctr Climate Syst Res, New York, NY USANASA, Goddard Inst Space Studies, New York, NY 10025 USA
Hudson, Nicholas I.
Asseng, Senthold
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Agr & Biol Engn Dept, Gainesville, FL USANASA, Goddard Inst Space Studies, New York, NY 10025 USA
Asseng, Senthold
Camarrano, Davide
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Agr & Biol Engn Dept, Gainesville, FL USA
James Hutton Inst, Invergowrie, Dundee, ScotlandNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Camarrano, Davide
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机构:
Ewert, Frank
Martre, Pierre
论文数: 0引用数: 0
h-index: 0
机构:
Natl Inst Agr Res INRA, Genet Divers & Ecophysiol Cereals GDEC UMR1095, F-63100 Clermont Ferrand, France
INRA, Montpellier SupAgro, LEPSE UMR759, F-34060 Montpellier, FranceNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Martre, Pierre
Boote, Kenneth J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Florida, Agr & Biol Engn Dept, Gainesville, FL USANASA, Goddard Inst Space Studies, New York, NY 10025 USA
Boote, Kenneth J.
Thorburn, Peter J.
论文数: 0引用数: 0
h-index: 0
机构:
CSIRO, St Lucia, Qld 4067, AustraliaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Thorburn, Peter J.
Aggarwal, Pramod K.
论文数: 0引用数: 0
h-index: 0
机构:
Int Water Management Inst, Consultat Grp Int Agr Res, Res Program Climate Change Agr & Food Secur, New Delhi 110012, IndiaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Aggarwal, Pramod K.
Angulo, Carlos
论文数: 0引用数: 0
h-index: 0
机构:
Univ Bonn, Inst Crop Sci & Resource Conservat, D-53115 Bonn, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Angulo, Carlos
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机构:
Basso, Bruno
Bertuzzi, Patrick
论文数: 0引用数: 0
h-index: 0
机构:
INRA, AgroClim US1116, F-84914 Avignon, FranceNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Bertuzzi, Patrick
Biernath, Christian
论文数: 0引用数: 0
h-index: 0
机构:
German Res Ctr Environm Hlth, Inst Biochem Plant Pathol, Helmholtz Zentrum Munchen, D-85764 Neuherberg, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Biernath, Christian
Brisson, Nadine
论文数: 0引用数: 0
h-index: 0
机构:
INRA, Agron UMR0211, F-78750 Thiverval Grignon, France
AgroParisTech, Agron UMR0211, F-78750 Thiverval Grignon, FranceNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Brisson, Nadine
Challinor, Andrew J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Leeds, Inst Climate & Atmospher Sci, Sch Earth & Environm, Leeds LS2 9JT, W Yorkshire, England
Ctr Int Agr Trop, CGIAR ESSP Program Climate Change Agr & Food Secu, Cali 763537, ColombiaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Challinor, Andrew J.
Doltra, Jordi
论文数: 0引用数: 0
h-index: 0
机构:
Cantabrian Agr Res & Training Ctr, Muriedas 39600, SpainNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Doltra, Jordi
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机构:
Gayler, Sebastian
Goldberg, Richard
论文数: 0引用数: 0
h-index: 0
机构:
Columbia Univ, Ctr Climate Syst Res, New York, NY USANASA, Goddard Inst Space Studies, New York, NY 10025 USA
Goldberg, Richard
Grant, Robert F.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Alberta, Dept Renewable Resources, Edmonton, AB T6G 2E3, CanadaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Grant, Robert F.
Heng, Lee
论文数: 0引用数: 0
h-index: 0
机构:
IAEA, A-1400 Vienna, AustriaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Heng, Lee
Hooker, Josh
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reading, Sch Agr Policy & Dev, Reading RG6 6AR, Berks, EnglandNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Hooker, Josh
Hunt, Leslie A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Guelph, Dept Plant Agr, Guelph, ON N1G 2W1, CanadaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Hunt, Leslie A.
Ingwersen, Joachim
论文数: 0引用数: 0
h-index: 0
机构:
Univ Stuttgart Hohenheim, Inst Soil Sci & Land Evaluat, D-70599 Stuttgart, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Ingwersen, Joachim
Izaurralde, Roberto C.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Maryland, Dept Geog Sci, College Pk, MD 20782 USANASA, Goddard Inst Space Studies, New York, NY 10025 USA
Izaurralde, Roberto C.
Kersebaum, Kurt Christian
论文数: 0引用数: 0
h-index: 0
机构:
Leibniz Ctr Agr Landscape Res ZALF, Inst Landscape Syst Anal, D-15374 Muncheberg, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Kersebaum, Kurt Christian
Kumar, Soora Naresh
论文数: 0引用数: 0
h-index: 0
机构:
Indian Agr Res Inst, Ctr Environm Sci & Climate Resilient Agr, New Delhi 110012, IndiaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Kumar, Soora Naresh
Mueller, Christoph
论文数: 0引用数: 0
h-index: 0
机构:
Potsdam Inst Climate Impact Res, D-14473 Potsdam, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Mueller, Christoph
Nendel, Claas
论文数: 0引用数: 0
h-index: 0
机构:
Leibniz Ctr Agr Landscape Res ZALF, Inst Landscape Syst Anal, D-15374 Muncheberg, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Nendel, Claas
O'Leary, Garry
论文数: 0引用数: 0
h-index: 0
机构:
Landscape & Water Sci, Dept Primary Ind, Horsham, Vic 3400, AustraliaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
O'Leary, Garry
Olesen, Jorgen E.
论文数: 0引用数: 0
h-index: 0
机构:
Aarhus Univ, Dept Agroecol, DK-8830 Tjele, DenmarkNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Olesen, Jorgen E.
Osborne, Torn M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Reading, Dept Meteorol, Natl Ctr Atmospher Sci, Reading RG6 6BB, Berks, EnglandNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Osborne, Torn M.
Palosuo, Taru
论文数: 0引用数: 0
h-index: 0
机构:
Nat Resources Inst Finland Luke, Environm Impacts Grp, FI-01370 Vantaa, FinlandNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Palosuo, Taru
Priesack, Eckart
论文数: 0引用数: 0
h-index: 0
机构:
German Res Ctr Environm Hlth, Inst Biochem Plant Pathol, Helmholtz Zentrum Munchen, D-85764 Neuherberg, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Priesack, Eckart
Ripoche, Dominique
论文数: 0引用数: 0
h-index: 0
机构:
INRA, AgroClim US1116, F-84914 Avignon, FranceNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Ripoche, Dominique
Roetter, Reimund P.
论文数: 0引用数: 0
h-index: 0
机构:
Nat Resources Inst Finland Luke, Environm Impacts Grp, FI-01370 Vantaa, Finland
Univ Gottingen, D-37073 Gottingen, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Roetter, Reimund P.
Semenov, Mikhail A.
论文数: 0引用数: 0
h-index: 0
机构:
Rothamsted Res, Computat & Syst Biol Dept, Harpenden AL5 2JQ, Herts, EnglandNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Semenov, Mikhail A.
Shcherbak, Iurii
论文数: 0引用数: 0
h-index: 0
机构:
Queensland Univ Technol, Inst Future Environm, Brisbane, Qld 4000, AustraliaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Shcherbak, Iurii
Steduto, Pasquale
论文数: 0引用数: 0
h-index: 0
机构:
UN, Food & Agr Org, Rome, ItalyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Steduto, Pasquale
Stoeckle, Claudio O.
论文数: 0引用数: 0
h-index: 0
机构:
Washington State Univ, Biol Syst Engn, Pullman, WA 99164 USANASA, Goddard Inst Space Studies, New York, NY 10025 USA
Stoeckle, Claudio O.
Stratonovitch, Pierre
论文数: 0引用数: 0
h-index: 0
机构:
Rothamsted Res, Computat & Syst Biol Dept, Harpenden AL5 2JQ, Herts, EnglandNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Stratonovitch, Pierre
Streck, Thilo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Stuttgart Hohenheim, Inst Soil Sci & Land Evaluat, D-70599 Stuttgart, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Streck, Thilo
Supit, Iwan
论文数: 0引用数: 0
h-index: 0
机构:
Wageningen Univ, Earth Syst Sci Climate Change & Adapt Land Use &, NL-6700 AA Wageningen, NetherlandsNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Supit, Iwan
Tao, Fulu
论文数: 0引用数: 0
h-index: 0
机构:
Nat Resources Inst Finland Luke, Environm Impacts Grp, FI-01370 Vantaa, Finland
Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R ChinaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Tao, Fulu
Travasso, Maria
论文数: 0引用数: 0
h-index: 0
机构:
INTA CIRN, Inst Climate & Water, RA-1712 Castelar, ArgentinaNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Travasso, Maria
Waha, Katharina
论文数: 0引用数: 0
h-index: 0
机构:
CSIRO, St Lucia, Qld 4067, Australia
Potsdam Inst Climate Impact Res, D-14473 Potsdam, GermanyNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Waha, Katharina
Wallach, Daniel
论文数: 0引用数: 0
h-index: 0
机构:
INRA, Agrosyst & Dev Terr UMR1248, F-31326 Castanet Tolosan, FranceNASA, Goddard Inst Space Studies, New York, NY 10025 USA
Wallach, Daniel
White, Jeffrey W.
论文数: 0引用数: 0
h-index: 0
机构:
USDA ARS, Arid Land Agr Res Ctr, Maricopa, AZ 85138 USANASA, Goddard Inst Space Studies, New York, NY 10025 USA
White, Jeffrey W.
Wolf, Joost
论文数: 0引用数: 0
h-index: 0
机构:
Wageningen Univ, Plant Prod Syst, NL-6700 AA Wageningen, NetherlandsNASA, Goddard Inst Space Studies, New York, NY 10025 USA