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ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation

ClimSim is a large multi-scale dataset for hybrid physics-ML climate emulation. It comprises multi-scale climate simulations, developed by a consortium of climate scientists and ML researchers. It consists of 5.7 billion pairs of multivariate input and output vectors that isolate the influence of locally-nested, high-resolution, high-fidelity physics on a host climate simulator’s macro-scale physical state.

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Cite this as

Sungduk Yu, Walter M. Hannah, Liran Peng, Jerry Lin, Mohamed Aziz Bhouri, Ritwik Gupta, Björn Lütjens, Justus C. Will, Gunnar Behrens, Julius J. M. Busecke, Nora Loose, Charles Stern, Tom Beucler, Bryce E. Harrop, Benjamin R. Hillman, Andrea M. Jenney, Savannah L. Ferretti, Nana Liu, Anima Anandkumar, Noah D. Brenowitz, Veronika Eyring, Nicholas Geneva, Pierre Gentine, Stephan Mandt, Jaideep Pathak, Akshay Subramaniam, Carl Vondrick, Rose Yu, Laure Zanna, Tian Zheng, Ryan P. Abernathey, Fiaz Ahmed, David C. Bader, Pierre Baldi, Elizabeth A. Barnes, Christopher S. Bretherton, Peter M. Caldwell, Wayne Chuang, Yilun Han, Yu Huang, Fernando Iglesias-Suarez, Sanket Jantre, Karthik Kashinath, Marat Khairoutdinov, Thorsten Kurth, Nicholas J. Lutsko, Po-Lun Ma, Griffin Mooers, J. David Neelin, David A. Randall, Sara Shamekh, Mark A. Taylor, Nathan M. Urban, Janni Yuval, Guang J. Zhang, Michael S. Pritchard (2024). Dataset: ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation. https://doi.org/10.57702/wladiipl

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Additional Info

Field	Value
Created	December 3, 2024
Last update	December 3, 2024
Defined In	https://doi.org/10.48550/arXiv.2306.08754
Author	Sungduk Yu
More Authors	Walter M. Hannah Liran Peng Jerry Lin Mohamed Aziz Bhouri Ritwik Gupta Björn Lütjens Justus C. Will Gunnar Behrens Julius J. M. Busecke Nora Loose Charles Stern Tom Beucler Bryce E. Harrop Benjamin R. Hillman Andrea M. Jenney Savannah L. Ferretti Nana Liu Anima Anandkumar Noah D. Brenowitz Veronika Eyring Nicholas Geneva Pierre Gentine Stephan Mandt Jaideep Pathak Akshay Subramaniam Carl Vondrick Rose Yu Laure Zanna Tian Zheng Ryan P. Abernathey Fiaz Ahmed David C. Bader Pierre Baldi Elizabeth A. Barnes Christopher S. Bretherton Peter M. Caldwell Wayne Chuang Yilun Han Yu Huang Fernando Iglesias-Suarez Sanket Jantre Karthik Kashinath Marat Khairoutdinov Thorsten Kurth Nicholas J. Lutsko Po-Lun Ma Griffin Mooers J. David Neelin David A. Randall Sara Shamekh Mark A. Taylor Nathan M. Urban Janni Yuval Guang J. Zhang Michael S. Pritchard
Homepage	https://huggingface.co/datasets/LEAP/ClimSim_high-res