APS Logo

AI applications in Weather and Climate II

FOCUS · MAR-G45 · ID: 3091946

Presentations

  • Boundary layer dynamics parametrization by generative machine learning

    ORAL

    –

    Publication: F. Heyder, J.P. Mellado and J. Schumacher, J. Adv. Model. Earth Syst. 16, e2023MS004012 (2024)

    Presenters

    • Joerg Schumacher

      Tech Univ Ilmenau

    Authors

    • Joerg Schumacher

      Tech Univ Ilmenau

    • Florian Heyder

      Tech Univ Ilmenau

    • Julia Ingelmann

      Tech Univ Ilmenau

    • Juan Pedro Mellado

      Univ Hamburg

    View abstract →

  • Quantum Computing the Climate?

    ORAL

    –

    Publication: Yash M. Lokare, Dingding Wei, Lucas Chan, Brenda M. Rubenstein, J. B. Marston, "Steady-State Statistics of Classical Nonlinear Dynamical Systems from Noisy Intermediate-Scale Quantum Devices," https://arxiv.org/abs/2409.06036

    Presenters

    • John Bradley Marston

      Brown University

    Authors

    • John Bradley Marston

      Brown University

    • Lucas Chan

      Brown University

    • Yash M Lokare

      Brown University

    • Brenda M Rubenstein

      Brown University

    • Dingding Wei

      Brown University

    View abstract →

  • AI-based autoregressive emulators of the climate system

    ORAL · Invited

    –

    Publication: 1. https://arxiv.org/abs/2405.16297<br>2. https://arxiv.org/abs/2304.07029<br>3. https://www.nature.com/articles/s41598-024-72145-0

    Presenters

    • Ashesh K Chattopadhyay

      University of California, Santa Cruz

    Authors

    • Ashesh K Chattopadhyay

      University of California, Santa Cruz

    View abstract →

  • Multi-Modal Eddy-Resolving Surface Ocean State Estimation Using Generative Data Assimilation

    ORAL

    –

    Publication: Martin, S. A., Manucharyan, G. E., & Klein, P. (2024). Deep Learning Improves Global Satellite Observations of Ocean Eddy Dynamics, Geophysical Research Letters, 51, e2024GL110059. https://doi.org/10.1029/2024GL110059.<br><br>Martin, S. A., Manucharyan, G. E., & Klein, P. (in prep.). Multi-Modal Eddy-Resolving Surface Ocean State Estimation Using Generative Data Assimilation

    Presenters

    • Scott Martin

      School of Oceanography, University of Washington

    Authors

    • Scott Martin

      School of Oceanography, University of Washington

    • Georgy Manucharyan

      School of Oceanography, University of Washington

    • Patrice Klein

      Jet Propulsion Laboratory, California Institute of Technology

    View abstract →