Building Ocean Climate Emulators

Open boundary conditions for long-term integration of regional oceanic models

Patrick Marchesiello, James C McWilliams, and Alexander Shchepetkin · 2001

Earlier work this paper cites.

Wind stress drag coefficient over the global ocean

A Birol Kara, Alan J Wallcraft, E Joseph Metzger, Harley E Hurlburt, and Chris W Fairall · 2007

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Simulated climate and climate change in the gfdl cm2. 5 high-resolution coupled climate model

Thomas L Delworth, Anthony Rosati, Whit Anderson, Alistair J Adcroft, Venkatramani Balaji, Rusty Benson, Keith Dixon, Stephen M Griffies, Hyun-Chul Lee, Ronald C Pacanowski, et al · 2012

Earlier work this paper cites.

U-net: Convolutional networks for biomedical image segmentation

Olaf Ronneberger, Philipp Fischer, and Thomas Brox · 2015

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Gcm-filters: A python package for diffusion-based spatial filtering of gridded data

Nora Loose, Ryan Abernathey, Ian Grooms, Julius Busecke, Arthur Guillaumin, Elizabeth Yankovsky, Gustavo Marques, Jacob Steinberg, Andrew Slavin Ross, Hemant Khatri, Scott Bachman, Laure Zanna, and Paige Martin · 2022

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Fourcastnet: A global data-driven high-resolution weather model using adaptive fourier neural operators

Original

Jaideep Pathak, Shashank Subramanian, Peter Harrington, Sanjeev Raja, Ashesh Chattopadhyay, Morteza Mardani, Thorsten Kurth, David Hall, Zongyi Li, Kamyar Azizzadenesheli, et al · 2022

Cited alongside, same era.

Machine learning for clouds and climate

Tom Beucler, Imme Ebert-Uphoff, Stephan Rasp, Michael Pritchard, and Pierre Gentine · 2023

Cited alongside, same era.

Accurate medium-range global weather forecasting with 3d neural networks

Kaifeng Bi, Lingxi Xie, Hengheng Zhang, Xin Chen, Xiaotao Gu, and Qi Tian · 2023

Cited alongside, same era.

Ocean emulation with fourier neural operators: Double gyre

Suyash Bire, Björn Lütjens, Kamyar Azizzadenesheli, Anima Anandkumar, and Christopher N Hill · 2023

Cited alongside, same era.

Spherical fourier neural operators: Learning stable dynamics on the sphere

Original

Boris Bonev, Thorsten Kurth, Christian Hundt, Jaideep Pathak, Maximilian Baust, Karthik Kashinath, and Anima Anandkumar · 2023

Oceannet: A principled neural operator-based digital twin for regional oceans

Original

Ashesh Chattopadhyay, Michael Gray, Tianning Wu, Anna B Lowe, and Ruoying He · 2023

Later among the works it cites.

Neural general circulation models

Original

Dmitrii Kochkov, Janni Yuval, Ian Langmore, Peter Norgaard, Jamie Smith, Griffin Mooers, James Lottes, Stephan Rasp, Peter Düben, Milan Klöwer, et al · 2023

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Ace: A fast, skillful learned global atmospheric model for climate prediction

Original

Oliver Watt-Meyer, Gideon Dresdner, Jeremy McGibbon, Spencer K Clark, Brian Henn, James Duncan, Noah D Brenowitz, Karthik Kashinath, Michael S Pritchard, Boris Bonev, et al · 2023

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Ai-goms: Large ai-driven global ocean modeling system

Original

Wei Xiong, Yanfei Xiang, Hao Wu, Shuyi Zhou, Yuze Sun, Muyuan Ma, and Xiaomeng Huang · 2023

Later among the works it cites.