This 'hybrid' system accurately predicts the weather — and even shows promise for climate simulations.#Numerical modelling and machine learning unite to emulate the atmosphere.doi:10.1038/d41586-024-02558-4Oliver Watt-MeyerNature Publishing Group UKNature...
Only the personnel in these local offices have the in-depth knowledge of their specific geographical locations to accurately understand the complicated weather patterns that impact them. Here at Thornton Weather, we rely heavily on the NWS for the information we provide not only in terms of ...
fifteen-day forecasts. With prescribed sea surface temperature, NeuralGCM can accurately track climate metrics for multiple decades, and climate forecasts with 140-kilometre resolution show emergent phenomena such as realistic frequency and trajectories of tropical cyclones. For both weather and climate, o...
Weather forecasting is crucial for scientific research and society. Recently, deep learning (DL) methods have achieved significant advancements in medium-range weather forecasting. However, they generally depend on the initial fields generated by the com
(ARs) in high-resolution climate model output24and semi-supervised localization of extremes25. Alternatively, reconstruction-based models (e.g., with autoencoders) are optimized to accurately reconstruct normal data instances, and thus extremes are associated with large reconstruction errors26. Finally...
The climate model was accurate in predicting relatively small changes in year-to-year abundance, but not large changes. In contrast, the weather model was poor at predicting small changes in abundance, but accurately predicted large changes. Our results indicate that a more mechanistic approach, ...
Weather impacts all of us — shaping our decisions, our safety, and our way of life. As climate change drives more extreme weather events, accurate and trustworthy forecasts are more essential than ever. Yet, weather cannot be predicted perfectly, and forecasts are especially uncertain ...
Click here to view Thornton’s complete February 2025 climate summary report. Thornton, Colorado’s February 2025 Precipitation Summary. (ThorntonWeather.com) February weatherWeather History March 9 to March 15: This Week in Denver Weather History March 9, 2025 Thornton Weather Leave a comment ...
Beyond image and video generation, diffusion models21,22,23have also been applied in the geophysical domain, to tasks including data assimilation50, NWP ensemble emulation51and climate downscaling52. In this work, we modelP(Xt|Xt−1,Xt−2) with a diffusion model, which enables us to sampl...
life-saving information, particularly when severe weather strikes. Only the personnel in these local offices have the in-depth knowledge of their specific geographical locations to accurately understand the complicated weather patterns that