Huge congrats to co-leads Ellen H. Davenport & J. Varan Madan!
๐ฆ pip install jcm ๐ Paper: egusphere.copernicus.org/preprints/20... ๐ป Code: github.com/climate-anal...
@dwatsonparris.bsky.social
Climate scientist @UCSD using machine learning to improve our understanding of clouds and aerosols. ๐โโ๏ธ Find out more about the Climate Analytics Lab here: https://climate-analytics-lab.github.io/
Huge congrats to co-leads Ellen H. Davenport & J. Varan Madan!
๐ฆ pip install jcm ๐ Paper: egusphere.copernicus.org/preprints/20... ๐ป Code: github.com/climate-anal...
We're just getting started. ๐ฎ
This release sets the stage for a fully coupled, differentiable Earth System Model. We are actively developing this next phase with colleagues at U Copenhagen, Columbia, DLR, and AI2.
Watch this space...
Key Innovations: โก๏ธ True Differentiability: Direct gradients for calibration & ML integration. ๐งฉ Modular: Couples SPEEDY physics to the Dinosaur dynamical core. ๐ Portable: Seamless on CPUs, GPUs, & TPUs. โ Validated: Matches Fortran SPEEDY at T31.
26.01.2026 22:30 โ ๐ 5 ๐ 1 ๐ฌ 1 ๐ 0Bridging Physics & AI in Climate Modeling ๐๐ค
Introducing JCM v1.0: A fully differentiable, intermediate-complexity atmospheric model built in Python/JAX.
Training hybrid models is hard because legacy code lacks gradients. JCM solves this.
Ever wondered whether there's a principled way to calibrate all those parameters controlling climate models? In our new paper we show how to calibrate climate model parameterizations using ideas from Bayesian experimental design: doi.org/10.1088/3049... . (1/N)
06.01.2026 10:56 โ ๐ 4 ๐ 1 ๐ฌ 1 ๐ 0Just finished @hannahritchie.bsky.social's fantastic book "Not the End of the World" which nicely articulates the things we should, and should not, be worrying about when it comes to sustainability. It's a refreshing and empowering take backed by the latest data. Definitely recommend!
23.10.2025 16:49 โ ๐ 7 ๐ 0 ๐ฌ 0 ๐ 0With Philip Stier, Laure Zanna and Tom Beucler
#Climate #ML
Chris gave one of our opening talks a few years ago and I can't wait to hear about his vision for the future of the field.
The talk will be live-streamed on 23 September at 17:00 CEST! Sign up for free here: neuralnetwork.aiforgood.itu.int/event/ai-for...
Excited to be kicking off another season of "AI and Climate Science" webinars as part of the UN 'AI for Good' Discovery series this quarter with a talk from Chris Bretherton reflecting on 'AI for climate modeling from present to future'.
18.09.2025 19:38 โ ๐ 12 ๐ 2 ๐ฌ 1 ๐ 0One hour into the #Weather and #Climate Livestream! You can join any of the remaining 99 hours right here: wclivestream.com
28.05.2025 18:01 โ ๐ 5 ๐ 1 ๐ฌ 0 ๐ 0In the face of steep funding cuts for climate and weather research and forecasting, scientists have found a new way of engaging the public: livestreamed presentations.
28.05.2025 01:42 โ ๐ 327 ๐ 82 ๐ฌ 17 ๐ 12Please consider submitting an abstract to the session on 'Understanding reactive gases, aerosols, and land use for air quality and climate change' convened by Fiona O'Connor, @dwatsonparris.bsky.social, Stephanie Fiedler, @flossie-brown.bsky.social and me! Deadline August 13th.
27.05.2025 21:31 โ ๐ 3 ๐ 5 ๐ฌ 0 ๐ 0Having made an abortive attempt with Threads I'm now trying BlueSky! Looking forward to interacting with a more positive and engaging community :-)
17.01.2025 20:50 โ ๐ 14 ๐ 0 ๐ฌ 2 ๐ 0Industrial pollution in colder regions increases snowfall and reduces cloud cover, potentially boosting global warming by reducing the sunlight that clouds reflect back into space, according to a new study from Scripps Oceanography researcher Duncan Watson-Parris. (@dwatsonparris.bsky.social)
20.11.2024 18:38 โ ๐ 23 ๐ 14 ๐ฌ 1 ๐ 0