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AI4PEX

@AI4PEX

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Artificial Intelligence and Machine Learning for Enhanced Representation of Processes and Extremes in Earth System Models (funded by #HorizonEU)

Jena, Germany
Joined March 2023
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@AI4PEX
AI4PEX
12 days
๐Ÿ’ก 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. ๐Ÿ‘‰ Learn more:
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@AI4PEX
AI4PEX
17 days
RT @esm2025_eu: ๐ŸŒ What are CESUs?. A week of hands-on climate education for teachers across Europeโ€” hosted by @meteofrance with @OfficeClimโ€ฆ.
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esm2025.eu
CESU are professional development workshops for teachers and teacher trainers on climate change and climate modelling.
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@AI4PEX
AI4PEX
17 days
๐Ÿš€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!
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@AI4PEX
AI4PEX
1 month
๐Ÿš€ Excited to share our teamโ€™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 ๐ŸŒ๐Ÿ›ฐ๏ธ #EarthObservation #EarthSystemModeling
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@AI4PEX
AI4PEX
2 months
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.
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@AI4PEX
AI4PEX
2 months
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.
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@AI4PEX
AI4PEX
2 months
#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
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@AI4PEX
AI4PEX
2 months
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.
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@AI4PEX
AI4PEX
3 months
๐Ÿ’ก New Paper!.Clouds are crucial for climate modeling, affecting sunshine, heat, and rainfall. Traditional models are coarse, new methods involve high-detail simulations and #MachineLearning to predict cloud cover to improve #HybridModels. ๐Ÿ‘‰ Learn more:
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@AI4PEX
AI4PEX
3 months
#AI4PEX & #EXPECT joining forces to improve prediction of Climate Extremes.๐ŸคFantastic momentum at #EGU25! Teams from two #HorizonEU projects came together to explore synergies and plan future collaboration. ๐Ÿš€Whatโ€™s next? We're aiming for a joint hackathon and an ECR meeting.
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@AI4PEX
AI4PEX
3 months
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
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@AI4PEX
AI4PEX
3 months
๐ŸŒฑ Whatโ€™s up with carbon sinks, wildfires & ecosystem feedbacks in a changing climate? Weโ€™ve got you at #EGU25. Models, remote sensing & field data combined. Talks by Ilyina, Behncke, Nieradzik, Gomarasca & co. ๐ŸŒ . #CarbonScience #ClimateFeedbacks #EGU25
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@AI4PEX
AI4PEX
3 months
๐Ÿ”ฅ Heatwaves, flash floods & weird weather? Weโ€™re digging into climate extremes at #EGU25 and how these events link to climate change. โšก๏ธ Catch talks by Schumacher, Ivanov, Seeber, and more! . #ExtremeClimate #WeatherEvents #EGU25 #ClimateScience
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@AI4PEX
AI4PEX
3 months
๐ŸŒ AI is transforming climate research! Catch us at #EGU25 presenting cutting-edge work on applying #MachineLearning, hybrid models, and causal discovery in climate research. โšก๏ธ Donโ€™t miss: Camps-Valls, Reid, Ouala, Beucler + more! . #AI4Climate #ML4Science #EGU25 #ClimateAI
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@AI4PEX
AI4PEX
3 months
๐Ÿ’ก 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!.๐Ÿ‘‰
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@AI4PEX
AI4PEX
4 months
๐Ÿ’ก 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. ๐Ÿ‘‰ Check out:
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@AI4PEX
AI4PEX
5 months
What are the climate models we are working on? Letโ€™s start with the land models:. LPJ-GUESS (Lund University): a process-based dynamic vegetation-terrestrial ecosystem model where we focus on forest dynamics. ๐Ÿ‘‰ Learn more: #ClimateResearch
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@AI4PEX
AI4PEX
5 months
๐Ÿ’ก New Paper!.Have you ever wondered, in which ways #ArtificialIntelligence can help us to better predict and respond to #ExtremeEvents? . ๐Ÿ‘‰Find out what #AI can already do, its challenges and opportunities:.
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@AI4PEX
AI4PEX
6 months
๐Ÿ’ก 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. ๐Ÿ‘‰ Learn more:
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@AI4PEX
AI4PEX
6 months
RT @Ellis_Unit_Jena: ๐Ÿš€ Registration Now Open for the @ELLISforEurope Summer School: AI for Earth & Climate Sciences! ๐ŸŒ๐Ÿค–.Join us in Jena, Geโ€ฆ.
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