ACE
Ai2 Climate Emulator (ACE) is a family of fast ML models that simulate weather and climate variability over time scales from hours to centuries.
Updated • 5 • 2Note A stochastic version of ACE2 trained on NOAA-GFDL's SHiELD model with an augmented training dataset that allows learning the correct atmospheric sensitivity to sea surface temperature and CO2.
allenai/HiRO-ACE
Updated • 2 • 16Note Stochastic ACE2 model trained on NOAA-GFDL's X-SHiELD paired with regional downscaling model to generate precipitation predictions at 3km spatial resolution anywhere on the globe.
allenai/SamudrACE-CM4-piControl
Updated • 13 • 8Note Coupled atmosphere-ocean model trained on a pre-industrial control run of NOAA-GFDL's CM4 model.
allenai/ACE2-ERA5
Updated • 109 • 21Note An updated version of the ACE model trained on the ERA5 reanalysis dataset with learned forced responses to historical SST.
allenai/ACE2-SHiELD
Updated • 4Note A version of the ACE2 model trained on NOAA-GFDL SHiELD output from AMIP simulations, with learned forced responses to historical SST. Companion model to ACE2-ERA5.
allenai/ACE2-EAMv3
Updated • 2 • 2Note An updated ACE model trained on the E3SMv3 model with learned forced responses to historical SST.
allenai/ACE2-SOM
Updated • 6 • 1Note An updated ACE model that is coupled to a slab ocean model and trained to emulate the sensitivity of the climate to carbon dioxide.
allenai/ACE-climSST-EAMv2
Updated • 3Note An ACE model trained on a repeating climatological SST dataset from the E3SMv2 model.
allenai/ACE-climSST
Updated • 5 • 3Note An ACE model trained on a repeating climatological SST dataset from the FV3GFS model.
allenai/ACE2-ERA5-training-artifacts
Updated • 59 • 1Note Additional training artifacts related to the ACE2-ERA5 model. For nearly all purposes, we recommend using the checkpoint in the ACE2-ERA5 repository listed above instead of the ones in this repository.
allenai/ACE2-ERA5-sample-output
Viewer • Updated • 1 • 262 • 1Note Sample output from 2 years of simulation from the ACE2-ERA5 model.
allenai/SamudrACE-E3SMv3
Updated • 3Note Stochastic coupled atmosphere-ocean model trained on a pre-industrial control run of E3SMv3 model.