Artificial Intelligence and Machine Learning for Enhanced Representation of Processes and Extremes in Earth System Models (funded by #HorizonEU)ai4pex.org Jena, GermanyJoined March 2023
💡New paper!
Droughts are complex hydrometeorological phenomena driven by large-scale land–atmosphere feedbacks. Using a new parametric calibration improves Deep Learning reliability in drought detection.
👉 Learn more: sciencedirect.com/science/articl…#ESM#ClimateResearch
💡 New paper!
Find out how recent significant improvements of #ESMValTool allows a more effective evaluation of complex #ESMs and high-resolution models while needing less computational resources.
👉 Learn more: gmd.copernicus.org/articles/18/40…
🌍 What are CESUs?
A week of hands-on climate education for teachers across Europe— hosted by @meteofrance with @OfficeClimate in 2022 & 2024.
Now, discover what these educators did next — projects from 🇫🇷🇮🇹🇷🇴 and more coming up!
🔗 bit.ly/esm2025_cesus#ESM2025Education
🚀First GA for #AI4PEX in Lund! Last month partners from across Europe met to advance #ESMs with #AI, #ML & #EarthObservation. 4 days packed with: benchmarking, syncing milestones, boosting outreach & Hands-on collaboration.
Big thanks to Lund University for hosting!
🚀 Excited to share our team’s contributions at the ESA Living Planet Symposium next week in Vienna! Catch us across multiple sessions on carbon fluxes, EO data consistency, AI for climate science & more.
#LPS25 🌍🛰️ #EarthObservation#EarthSystemModeling
Last day of our #AI4PEX GA is again reserved for workshops. Moderated by Fangfei Lan from UNIL we spend the morning focusing on Neural Operator Learning. In the afternoon, we build our own hybrid model using the SINDBAD modeling framework, led by Nuno Carvalhais from @MPG_BGC.
AI4PEX GA Day 3 we are mainly focusing on the methodological aspects: How to improve benchmarking? What can explainable AI do to improve our parametrizations? Highlight was the keynote by Dave Lawrence (UCAR) on how #ArtificialIntelligence is entering the #ESMs development.
#AI4PEX GA Day 2: in-depth scientific talks and posters on our main achievements so far, followed by a discussion on next steps for the atmosphere, ocean and land teams.
In the evening we went to Kulturen Open Air Museum, immersing in the history of the region
#CINEA#HorizonEU
Today we are kicking off the 1st #AI4PEX General Assembly in Lund, Sweden.
Today, we started with a workshop on Doing Interdisciplinarity to set the stage for an effective communication across disciplinary boundaries, moderated by @CatrinFinkenauer from Utrecht University.
#AI4PEX & #EXPECT joining forces to improve prediction of Climate Extremes
🤝Fantastic momentum at #EGU25! Teams from two #HorizonEU projects came together to explore synergies and plan future collaboration.
🚀What’s next? We're aiming for a joint hackathon and an ECR meeting.
AI4PEX @ #EGU25
We started the week in Vienna with talks on heatwaves, wildfires and extreme evaporation by D. Schumacher, L. Nieradzki & Y. Markonis. On Day 2 we dived deeper into ocean modeling with H. Li and model evaluation using the ESMValTool by V. Predoi.
#CINEA#ESM
🌱 What’s up with carbon sinks, wildfires & ecosystem feedbacks in a changing climate? We’ve got you at #EGU25.
Models, remote sensing & field data combined. Talks by Ilyina, Behncke, Nieradzik, Gomarasca & co. 🌍
#CarbonScience#ClimateFeedbacks#EGU25
🔥 Heatwaves, flash floods & weird weather? We’re digging into climate extremes at #EGU25 and how these events link to climate change.
⚡️ Catch talks by Schumacher, Ivanov, Seeber, and more!
#ExtremeClimate#WeatherEvents#EGU25#ClimateScience
🌍 AI is transforming climate research! Catch us at #EGU25 presenting cutting-edge work on applying #MachineLearning, hybrid models, and causal discovery in climate research.
⚡️ Don’t miss: Camps-Valls, Reid, Ouala, Beucler + more!
#AI4Climate#ML4Science#EGU25#ClimateAI
💡 New Preprint!
How to improve plant physiological processes in #ESM? Check out our HYBRID-JSBACH4 model using feed-forward neural networks pre-trained on observations capturing variability in stomatal conductance while reducing transpiration bias!
👉 essopenarchive.org/doi/full/10.22…
💡 New Paper!
#MachineLearning improves #EarthSystemModels, but explaining its added value is tough. We propose using Pareto-optimal models to distill ML's added value representing cloud cover, radiative transfer and tropical precipitation.
👉 Check out: arxiv.org/abs/2408.02161#
What are the climate models we are working on? Let’s start with the land models:
LPJ-GUESS (Lund University): a process-based dynamic vegetation-terrestrial ecosystem model where we focus on forest dynamics.
👉 Learn more: web.nateko.lu.se/lpj-guess/#ClimateResearch
💡 New Paper!
Check out how to better represent the formation of thin low-level clouds in atmospheric models! Our #MachineLearning model enhances vertical detail in temperature and humidity profiles to improve cloud fraction.
👉 Learn more: rmets.onlinelibrary.wiley.com/doi/10.1002/as…
132 Followers 432 FollowingCopernicus Foundation Models for a Thinking Earth 🌍 Official project account.
Funded by Horizon Europe
Call HORIZON-EUSPA-2022-SPACE-02-55
3K Followers 6K FollowingEDMA specialise in the promotion of EU and Internationally-funded research projects.
Publishers of the Project Repository Journal: https://t.co/uVrzHfdxLM
230 Followers 243 FollowingASPECT is an EU wide project facilitating seamless #climateadaptation.
Join us on LinkedIn ASPECT-project!
Funded by @HorizonEU | #EUClimateAction #HorizonEU
49K Followers 7K Following🇪🇺 We bring you results from #EUfunded research projects @EU_Commission 👩🔬🔬👨🔬 | 🎧 Listen to our podcast #CORDIScovery 👉 https://t.co/U1KsbwEQQZ
5 Followers 583 FollowingThe team provides free cryptocurrency analysis,trading instructions, & you can earn $3,000+ per day. WS:https://t.co/Pj6PU90qVq
671 Followers 1K FollowingAtmospheric scientist navigating the AI tide. Senior AI Weather Scientist @RWE_AG AI lab. Ph.D. from the @DAS_illinois. Ex Postdoc Scientist @nvidia
153 Followers 231 FollowingOrionLab is an AI4EO research group under the umbrella of both the National Observatory of Athens and the National Technical University of Athens.
78 Followers 166 FollowingHorizon Europe Project Quantifying Climate Tipping Points and Their Impacts |
Understanding and addressing climate tipping points for Earth Systems stability
525 Followers 474 FollowingInterested in global change ecology, biogeochemistry, biosphere-atmosphere interactions. Professor at IGSNRR, Chinese Academy of Sciences.
56 Followers 238 FollowingOcean lover and environmentalist, PhD @CaFoscari and @CnrIsmar; researching #oceanography #marinebiogeochemistry of the #MediterraneanSea
166 Followers 210 FollowingGrupo de jóvenes de México, América Central y el Caribe involucrados en esfuerzos para la conservación de la naturaleza y el bienestar humano y económico
380 Followers 285 FollowingProfessor/PI of the Remote Sensing and Global Ecology Lab, Lanzhou University, China. Associate Editor of Journal of Remote Sensing. [email protected]
514 Followers 700 FollowingPhD student @ufz_de @tudresden_de - interested in explainable, generalisable and causal ml for agriculture and food security 🌾
@lilybellesweet.bsky.social
632 Followers 456 FollowingAssistant Professor focusing on process-based ecosystem and earth system modeling, vegetation-atmosphere interactions and soil biogeochemisty.
3K Followers 226 FollowingResearch Institute studying the #EarthSystem, how it is affected & responds to global changes in #climate & the #environment.
at MPI_BGC at wisskomm dot social
549 Followers 251 FollowingClimate Scientist at Leipzig Institute for Meteorology @UniLeipzig. Data science & statistics to understand climate and the Earth system.
255 Followers 413 FollowingPhD candidate at Max Planck Institute for Meteorology | Oceanographer interested in the ocean carbon sink | @jacbeh.bsky.social
377 Followers 515 FollowingResearch fellow working on hybrid AI/physics climate modeling at CNRM/@meteofrance. When I'm not coding, I'm probably out running!
3K Followers 6K FollowingEDMA specialise in the promotion of EU and Internationally-funded research projects.
Publishers of the Project Repository Journal: https://t.co/uVrzHfdxLM
342 Followers 81 FollowingClimate researcher, climate extremes, climate variability and predictability, climate change, ICREA Research Professor at Barcelona Supercomputing Center
547 Followers 465 Following#ESiWACE3 is a #CentresofExcellence focussing on #HPC simulation of #weather and #climate | Funded by @EuroHPC_JU and @EU_Comission | Lead by @BSC_CNS
78 Followers 166 FollowingHorizon Europe Project Quantifying Climate Tipping Points and Their Impacts |
Understanding and addressing climate tipping points for Earth Systems stability
155 Followers 222 FollowingPhD student at Max-Planck-Institute for Biogeochemistry (@MPI_BGC) | Eco-Meteorology | Studying carbon dynamics in a savanna ecosystem
347 Followers 424 FollowingThe Analysis, Integration and Modeling of the Earth System (AIMES) fosters collaboration across natural and social sciences to advance earth system modeling.
692 Followers 36 FollowingEuropean #H2020 project aiming to build the #NextGeneration of global #StormResolving #EarthSystemModels.
Our Mastodon account: @[email protected]
67K Followers 536 FollowingThe #CopernicusClimate Change Service (#C3S) & #CopernicusAtmosphere Monitoring Service (CAMS), implemented by @ecmwf on behalf of the European Commission.
4K Followers 547 FollowingProf @PennStateCEE. Solving water and resilience problems with AI & physc-informed AI. Streams, soil moisture, groundwater, landslide, etc. Rethink h2o
326 Followers 161 FollowingResearch project mapping the role of polar sea ice and snow in the global climate system funded by @HorizonEU coordinated by @ilmatiede and @CNRS @IGE_Grenoble
230 Followers 243 FollowingASPECT is an EU wide project facilitating seamless #climateadaptation.
Join us on LinkedIn ASPECT-project!
Funded by @HorizonEU | #EUClimateAction #HorizonEU
949K Followers 764 FollowingProfessor at NYU. Chief AI Scientist at Meta.
Researcher in AI, Machine Learning, Robotics, etc.
ACM Turing Award Laureate.
498 Followers 226 FollowingTwo interdependent projects co-developing the core of the EU Digital Twin Ocean
EDITO-Infra: https://t.co/ahBH7HmQcv
EDITO-Model Lab: https://t.co/O6WMDdB7l8
397K Followers 899 FollowingOfficial account of the Intergovernmental Panel on Climate Change (IPCC), the @UN body for assessing the science related to climate change.
155K Followers 7K FollowingAward-winning journalism focused on #climatechange, science, energy and policy. Subscribe to our free newsletters: https://t.co/EdTgUmy74s
2K Followers 486 FollowingResearch Fellow at Met Office Hadley Centre - numerical research into climate, carbon cycle, ecosystems, solutions. On Mastodon: @[email protected]
343 Followers 336 Following@HorizonEU funded research project on Reversibility, Climate Impacts and Adaptation Needs of Paris Agreement Overshoot Scenarios
#adaptation #climatescience
6K Followers 2K FollowingEuro-Mediterranean Center on #climatechange: integrated, multi-disciplinary and frontier #research on #climate #science and #policy.
472 Followers 183 FollowingBuilding an AI/ML open-source FAIR computing engine, to accelerate the uptake of environmental info & build resilient user-communities
🌐https://t.co/ODUlVjxad1
54K Followers 208 FollowingA monthly journal covering the science of climate change, its impacts and wider implications for the economy, society and policy. Tweets by Bronwyn
15K Followers 58 FollowingHuman perturbation of the carbon & other biogeochem. cycles; integration of biophysical and human dimensions; decarbonization pathways.
3K Followers 226 FollowingResearch Institute studying the #EarthSystem, how it is affected & responds to global changes in #climate & the #environment.
at MPI_BGC at wisskomm dot social
280 Followers 406 FollowingHorizon Europe project aimed to maximise the impact and synergy of climate change research and innovation by connecting communities, platforms and knowledge.
599 Followers 336 FollowingDeveloping a new generation of Earth System Models in support of the Paris Agreement.
H2020 EU project GA N.101003536. Views are our own.
#ClimateResearchNet
200 Followers 43 FollowingEarth System Model Evaluation Tool, a community diagnostic and performance metrics tool for routine evaluation of Earth system models in CMIP.
10K Followers 538 FollowingSvensk expertmyndighet med en livsviktig uppgift i att förutse förändringar i väder, vatten och klimat.
SMHI. Alltid de bästa underlagen för dina beslut.
224K Followers 2K FollowingOrganisme public 🇫🇷 de recherche pluridisciplinaire, le Centre national de la recherche scientifique c'est 33 000 personnes qui font avancer la connaissance.