Elizabeth A. Barnes
eabarnes.bsky.social
Elizabeth A. Barnes
@eabarnes.bsky.social

AI for Environmental Science + Science of AI | Dalton Family Chair in Environmental Data Science & Sustainability | Professor of Computing & Data Sciences and of Earth & Environment @ Boston University

Environmental science 45%
Geology 19%
Based on what I have been hearing about the NCAR situation, no one knew anything until the USA Today article came out. That means there isn’t much actual organization inside the administration to pull this off and a chance to fight back. Call your congresspeople today! Especially republicans.
Exclusive: The Trump administration is moving to dismantle the National Center for Atmospheric Research in Colorado, according to a senior White House official, taking aim at one of the world's leading climate research labs.
Trump moves to dismantle major US climate research center in Colorado
The Trump administration is breaking up the National Center for Atmospheric Research, taking aim at one of the world's leading climate research labs.
bit.ly
Congrats @eabarnes.bsky.social 🎉🎉
Incredibly honored to have been awarded the #PECASE.

We have three new papers out leveraging #AI climate emulators to estimate the radiative response to sea surface temperatures. Bottom line: Yes! We are learning new science with these tools.
arxiv.org/abs/2502.10893 doi.org/10.1029/2024... eartharxiv.org/repository/v...
Reanalysis-based Global Radiative Response to Sea Surface Temperature Patterns: Evaluating the Ai2 Climate Emulator
The sensitivity of the radiative flux at the top of the atmosphere to surface temperature perturbations cannot be directly observed. The relationship between sea surface temperature and top-of-atmosph...
arxiv.org

Thank you! It is an incredible honor and also speaks to the amazing folks I get to work with every day! ❤️
Congrats @eabarnes.bsky.social 🎉🎉
🎉 Congratulations to nearly 400 scientists and engineers honored with the PECASE by President Biden !

We’re especially proud to see AGU members among this incredible group of early-career trailblazers. 🌍✨ 🚀

Our 2 new papers out today with colleagues Noah Diffenbaugh & @soniaseneviratne.bsky.social ! Our results highlight the power of #ML & transfer learning to combine #climate model projections with reanalyses to constrain future temperatures based on the current climate.

*Transfer learning to constrain regional temperatures: iopscience.iop.org/article/10.1...
*Probabilistic #ML to predict peak warming under decarbonization: agupubs.onlinelibrary.wiley.com/doi/10.1029/...
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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...
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...
arxiv.org