Ai2 Climate Modeling

Research Internship, Climate Modeling Seattle, WA

We're looking for 2026 summer interns to tackle exciting aspects of AI climate model development (generalization across climates, impacts modeling capabilities like fire and water resources) and to be a part of our dynamic team! job-boards.greenhouse.io/thealleninst...

GitHub - ai2cm/ace: Ai2 Climate Emulator Ai2 Climate Emulator. Contribute to ai2cm/ace development by creating an account on GitHub.

Read more about these papers on the Ai2 blog (allenai.org/blog/ai2-cli...), and check out ACE2 on GH github.com/ai2cm/ace

Maps of surface temperature warming associated with tripling of CO2 concentrations, showing agreement between predictions by ACE2-SOM and a reference climate model dataset.

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

Line plot showing that ACE2's simulated global-mean 2-meter temperatures track warming trends in ERA5 reference data over 1940-2020

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

We're excited to share ACE2, the latest version of the Ai2 Climate Emulator!

We partnered with researchers @ucsandiego.bsky.social to supercharge climate modeling, speeding up predictions and enhancing accuracy.🌍 Check out the blog post below and come find us at #NeurIPS this week!

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...

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...

Attending #AGU24 or #NeurIPS2024? @ai2-climate.bsky.social team has several presentations this week!

ACE2: Accurately learning subseasonal to decadal atmospheric variability and forced responses Existing machine learning models of weather variability are not formulated to enable assessment of their response to varying external boundary conditions such as sea surface temperature and greenhouse...

The new ACE2 climate emulator from Oliver Watt-Meyer et al has very compelling results, with results that look comparable to NeuralGCM. Congrats to the AI2 team!
arxiv.org/abs/2411.112...