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.

Data and Resources

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

DOI retrieved: December 3, 2024

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