Maik Lange’s Post

Today in #Valencia: The ELLIS/ELISE workshop ‘AI for Learning Weather & Climate’ begins. International experts in #AI and #MachineLearning meet to discuss recent advances for weather prediction, climate emulation and Earth system modeling. AI-based tools are revolutionizing Earth and climate sciences, weather forecast and the way humans analyze and respond to extreme climate events such as droughts, forest fires, heat waves, floods and climate-induced migrations. Read this article, in which Gustau Camps-Valls, Co-Director of the #ELLISProgram ‘Machine Learning for Earth and Climate Sciences’, explains the crucial role of AI in addressing #ClimateChange: https://lnkd.in/eWMHmMgS #AIforClimate #ELLISforEurope

🌍 AI Climate Modeling: Predict climate patterns with AI tools like ClimateEngine and Earth.ai. Analyze data and model environmental changes. #ClimateModeling #AISustainability

Artificial intelligence is being harnessed to research and respond to climate change — for example, by advancing weather and climate modeling and optimizing the operation of some electrical grids — but AI itself uses a lot of energy. A panel at the National Academies’ recent Climate Crossroads Summit explored the ways AI is aiding climate-related work as well as the challenges AI raises for climate, including its energy use and equity-related issues. To explore takeaways from the panel, read our new feature story at https://ow.ly/P67N50SS7Z1. #ArtificialIntelligence #AI #ClimateChange #Climate

I compulsively read every one of these climate science model articles; they are so interesting and obviously incredibly important given the climate challenges the world is facing. Our previous model FourCastNet (based on Fourier neural operators) could forecast weather to 25km resolution, but the new CorrDiff model uses diffusion to downscale from 25 to 2km accuracy... fine-grained enough to predict local damage to specific infrastructure. #ai #climate #nvidiaresearch

Aurora: The AI Revolution in Weather Forecasting! 🌍 Aurora, a revolutionary foundation model of the atmosphere trained on over 1 million hours of diverse weather and climate data. Aurora leverages vast amounts of data to learn powerful, general-purpose representations. ⚡️With Aurora, we can now generate 5-day global air pollution predictions and 10-day high-res weather forecasts in under a minute. These forecasts outperform state-of-the-art classical simulation tools and specialized deep learning models. A game-changer for environmental forecasting! 🔮 Foundation models like Aurora hold immense promise to transform how we model the Earth's complex, interconnected subsystems like the atmosphere, oceans, land and ice. The future of Earth system modeling is here, and it's powered by AI! https://lnkd.in/gBbx7YGS

Decoding #ClimateChange with #AI - more efficient & accurate than ever before! Google in partnership with the European Centre for Medium-Range Weather Forecasts, have developed a groundbreaking machine learning-based approach called NeuralGCM. This innovative model combines traditional physics-based #ClimateModeling with advanced machine learning, resulting in more accurate and efficient #ClimateSimulation. #NeuralGCM can simulate everything from short-term #weather events to long-term climate trends, spanning days to decades. A breakthrough in our understanding of climate change, offering the potential to vastly improve our predictions and enable more effective #mitigation and #adaptation strategies. This model can be expanded to incorporate additional aspects of the climate system, including #oceans and the #biosphere. Explore more: https://lnkd.in/g722iYSp #Climate #Innovation #ClimateModeling #Sustainability #GoogleAI #MachineLearning #Sustainability

Empowering change through artificial intelligence! 🌦️🌳  AI models are the eco-watchdogs, analyzing climate data, foreseeing weather shifts, and tracking environmental changes. Join the movement as we harness this tech to combat climate change! 🌐 #AI #AIforClimate #Climatechange #TechForGood #DealonAI

Artificial intelligence (AI) enables sophisticated climate modelling & simulation. Scientists & policymakers can greatly benefit from AI to understand complex climate systems & simulate scenarios to assess potential impacts of policies & interventions. 👉https://lnkd.in/e2hqZwTE

MVL Partner Keith Rosema and Advisor Kelci Zile consider the potential impact of generative AI on current climate challenges. From recommending new building materials to predicting natural disasters, the possibilities are endless. Where do you see generative AI having the biggest effect on climate change? Let us know in the comments! Read more here: https://bit.ly/3OWFe3z #EthicalAI #FoundationModels #ClimateStartups #ClimateTech #ClimateAI

AI is revolutionising how we process and interpret Earth observation data. By training geospatial AI foundational models on diverse data types, we can efficiently analyse patterns and trends, enabling highly accurate climate predictions. Real-world applications illustrate AI's impact: machine learning models expedited $80 million in disaster assistance after Hurricane Ian, while Microsoft's Aurora can forecast air pollution levels in under a minute. As we continue to harness AI, we move closer to accessible climate insights that empower stakeholders and communities to act swiftly and effectively. 🌿 #GeospatialAI #EarthObservation #ClimateAction #DataAnalytics #MachineLearning