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Water Isotope Model Intercomparison Project (WisoMIP): Present-day Climate

Abstract

We present the first results of the Water Isotope Model Intercomparison Project (WisoMIP), with Phase 1 focused on modern simulations (1979–2023) from a suite of isotope-enabled atmospheric general circulation models nudged to ERA5 reanalyses. Water sources, mixing, and rainout history influence the isotopic composition of vapor and precipitation, making these simulations powerful tools for tracing the global water cycle. By prescribing identical winds, sea surface temperatures, and sea ice conditions, we isolate differences in water isotope behavior across models, controlling for variability in atmospheric dynamics and mean climate. Our analyses show that the ensemble mean best matches observations, as individual model errors cancel out to yield a more accurate representation of Earth's isotope distributions. We also evaluate trends and responses to major climate modes during the recent warming period, highlighting regional and temporal sensitivities in the isotope signals. These diagnostics extend beyond traditional model evaluation metrics (e.g., temperature, precipitation) to reveal uncertainties in physical processes and guide improvements in model parameterizations. The resulting modern nudged ensemble dataset serves as a benchmark for isotope-enabled model development, satellite product comparison, and understanding of water cycle changes in a warming climate. Given its standardized design and broad participation, WisoMIP provides a valuable "isotope reanalysis" product for applications ranging from paleoclimate reconstruction to model tuning. Our work demonstrates the importance of coordinated isotope model evaluation in advancing the use of water isotopes as a diagnostic tool in climate science.

Authors 28

  1. Hayoung Bong corresponding

    Goddard Institute for Space Studies

    Affiliation as printed

    NASA Goddard Institute for Space Studies, New York, NY, USA

  2. Goddard Institute for Space Studies

    Affiliation as printed

    NASA Goddard Institute for Space Studies, New York, NY, USA

  3. Rice University

    Affiliation as printed

    Department of Earth, Environmental, and Planetary Sciences, Rice University, Houston, TX, USA

  4. NSF National Center for Atmospheric Research · NSF NCAR Climate and Global Dynamics Laboratory

    Affiliation as printed

    Climate and Global Dynamics Laboratory, National Center for Atmospheric Research (NCAR), Boulder, CO, USA

  5. The University of Tokyo

    Affiliation as printed

    Institute of Industrial Science, The University of Tokyo, Kashiwa, Japan

  6. Los Alamos National Laboratory

    Affiliation as printed

    Earth and Environmental Sciences Division, Los Alamos National Laboratory, Los Alamos, NM, USA

  7. Centre National de la Recherche Scientifique · Université de Versailles Saint-Quentin-en-Yvelines · Commissariat à l'Énergie Atomique et aux Énergies Alternatives · Laboratoire des Sciences du Climat et de l'Environnement

    Affiliation as printed

    Laboratoire des Sciences du Climat et de l’Environnement (LSCE), IPSL, CEA–CNRS–UVSQ, Gif-sur-Yvette, France

  8. Rice University

    Affiliation as printed

    Department of Earth, Environmental, and Planetary Sciences, Rice University, Houston, TX, USA

  9. Japan Meteorological Agency · Meteorological Research Institute

    Affiliation as printed

    Meteorological Research Institute, Japan Meteorological Agency, Tsukuba, Japan

  10. Rice University

    Affiliation as printed

    Department of Earth, Environmental, and Planetary Sciences, Rice University, Houston, TX, USA

  11. Centre National de la Recherche Scientifique · Université de Versailles Saint-Quentin-en-Yvelines · Commissariat à l'Énergie Atomique et aux Énergies Alternatives · Laboratoire des Sciences du Climat et de l'Environnement

    Affiliation as printed

    Laboratoire des Sciences du Climat et de l’Environnement (LSCE), IPSL, CEA–CNRS–UVSQ, Gif-sur-Yvette, France

  12. The University of Tokyo

    Affiliation as printed

    Institute of Industrial Science, The University of Tokyo, Kashiwa, Japan

  13. Alfred-Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung

    Affiliation as printed

    Alfred Wegener Institute (AWI), Helmholtz Centre for Polar and Marine Research, Bremerhaven, Germany

  14. Chiba University

    Affiliation as printed

    Institute for Advanced Academic Research / Center for Environmental Remote Sensing (CEReS), Chiba University, Chiba, Japan

  15. Centre National de la Recherche Scientifique · École Polytechnique · École Normale Supérieure - PSL · Sorbonne Université · Laboratoire de Météorologie Dynamique · Institut Polytechnique de Paris

    Affiliation as printed

    Laboratoire de Météorologie Dynamique (LMD) – IPSL, Sorbonne Université / CNRS / École Normale Supérieure – PSL / École Polytechnique – Institut Polytechnique de Paris, Paris, France

  16. Bjerknes Centre for Climate Research · University of Bergen

    Affiliation as printed

    Geophysical Institute, University of Bergen, and Bjerknes Centre for Climate Research, Bergen, Norway

  17. Laboratoire des Sciences du Climat et de l'Environnement

    Affiliation as printed

    Laboratoire des Sciences du Climat et de l'Environnement

  18. Bjerknes Centre for Climate Research · University of Bergen

    Affiliation as printed

    Geophysical Institute, University of Bergen, and Bjerknes Centre for Climate Research, Bergen, Norway

  19. NSF National Center for Atmospheric Research · NSF NCAR Climate and Global Dynamics Laboratory

    Affiliation as printed

    Climate and Global Dynamics Laboratory, National Center for Atmospheric Research (NCAR), Boulder, CO, USA

  20. Jet Propulsion Laboratory

    Affiliation as printed

    Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, USA

  21. Oregon State University

    Affiliation as printed

    Department of Biological & Ecological Engineering, Oregon State University, Corvallis, OR, USA

  22. University of Michigan

    Affiliation as printed

    Department of Climate and Space Sciences and Engineering, University of Michigan, Ann Arbor, MI, USA

  23. Karlsruhe Institute of Technology

    Affiliation as printed

    Institute of Meteorology and Climate Research (IMK-ASF), Karlsruhe Institute of Technology, Karlsruhe, Germany

  24. Space Research Organisation Netherlands

    Affiliation as printed

    Space Research Organisation Netherlands, Leiden, Netherlands

  25. University of Bremen

    Affiliation as printed

    Institute of Environmental Physics, University of Bremen, Bremen, Germany

  26. Jet Propulsion Laboratory

    Affiliation as printed

    Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA, USA

  27. The University of Tokyo

    Affiliation as printed

    Institute of Industrial Science, The University of Tokyo, Kashiwa, Japan

  28. Goddard Institute for Space Studies

    Affiliation as printed

    NASA Goddard Institute for Space Studies, New York, NY, USA

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