Ai2 Climate Modeling
@ai2-climate.bsky.social
A scientific research team dedicated to using machine learning to improving our ability simulate the climate
Read more about these papers on the Ai2 blog (allenai.org/blog/ai2-cli...), and check out ACE2 on GH github.com/ai2cm/ace
GitHub - ai2cm/ace: Ai2 Climate Emulator
Ai2 Climate Emulator. Contribute to ai2cm/ace development by creating an account on GitHub.
github.com
December 11, 2024 at 12:26 AM
Read more about these papers on the Ai2 blog (allenai.org/blog/ai2-cli...), and check out ACE2 on GH github.com/ai2cm/ace
In another (arxiv.org/abs/2412.04418), we show that when ACE2 is coupled to a slab ocean model, it can replicate the equilibrium response of the atmosphere to increased CO2 concentrations
December 11, 2024 at 12:26 AM
In another (arxiv.org/abs/2412.04418), we show that when ACE2 is coupled to a slab ocean model, it can replicate the equilibrium response of the atmosphere to increased CO2 concentrations
In one new paper (arxiv.org/abs/2411.11268), we show how ACE2 is capable of replicating both internal atmospheric variability and forced variability from sea surface temperatures
December 11, 2024 at 12:26 AM
In one new paper (arxiv.org/abs/2411.11268), we show how ACE2 is capable of replicating both internal atmospheric variability and forced variability from sea surface temperatures
Finally at #NeurIPS2024, former Ai2 climate intern Salva Rühling Cachay @salvarc7.bsky.social will present a spotlight poster on climate model emulation using Spherical DYffusion, Thursday 11am-2pm PST: neurips.cc/virtual/2024...
NeurIPS Poster Probablistic Emulation of a Global Climate Model with Spherical DYffusionNeurIPS 2024
neurips.cc
December 10, 2024 at 12:22 AM
Finally at #NeurIPS2024, former Ai2 climate intern Salva Rühling Cachay @salvarc7.bsky.social will present a spotlight poster on climate model emulation using Spherical DYffusion, Thursday 11am-2pm PST: neurips.cc/virtual/2024...
Oli Watt-Meyer will present on ACE's variability and forced response to sea surface temperatures, tomorrow at 9:35am EST in session GC21C-07: agu.confex.com/agu/agu24/me...
ACE2: Learning Realistic Atmospheric Variability and Forced Responses on Time Scales From Days to Decades
Deep learning models have demonstrated state of the art performance for medium ...
agu.confex.com
December 10, 2024 at 12:22 AM
Oli Watt-Meyer will present on ACE's variability and forced response to sea surface temperatures, tomorrow at 9:35am EST in session GC21C-07: agu.confex.com/agu/agu24/me...
Spencer also has a lightning talk on coupling ACE to a slab ocean model to learn CO2 sensitivity on Tuesday at 2:10pm EST in session IN23D-02: agu.confex.com/agu/agu24/me...
Coupling the Ai2 Climate Emulator to a Slab Ocean and Learning the Sensitivity to Changes in CO<sub>2</sub>
The Ai2 Climate Emulator (ACE) is a machine-learning-based emulator of a physic...
agu.confex.com
December 10, 2024 at 12:22 AM
Spencer also has a lightning talk on coupling ACE to a slab ocean model to learn CO2 sensitivity on Tuesday at 2:10pm EST in session IN23D-02: agu.confex.com/agu/agu24/me...
Today at #AGU24, @spencerkclark.bsky.social presented on the ACE climate emulator in session GC13V-01: agu.confex.com/agu/agu24/me...
The AI2 Climate Emulator (ACE): Capabilities, Challenges, and Opportunities
ACE is designed to speedily emulate the weather and climate of a global atmosph...
agu.confex.com
December 10, 2024 at 12:22 AM
Today at #AGU24, @spencerkclark.bsky.social presented on the ACE climate emulator in session GC13V-01: agu.confex.com/agu/agu24/me...