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Accurate medium-range global weather forecasting with 3D neural networks. [PDF]
Nature, 2023 Three-dimensional deep neural networks can be trained to forecast global weather patterns, including extreme weather, with accuracy greater than or equal to that of the best numerical weather prediction models.
Bi K +5 more
europepmc +2 more sources
Probabilistic weather forecasting with machine learning. [PDF]
NatureWeather forecasts are fundamentally uncertain, so predicting the range of probable weather scenarios is crucial for important decisions, from warning the public about hazardous weather to planning renewable energy use.
Price I +11 more
europepmc +2 more sources
Machine Learning Emulation of Gravity Wave Drag in Numerical Weather Forecasting. [PDF]
J Adv Model Earth Syst, 2021 We assess the value of machine learning as an accelerator for the parameterization schemes of operational weather forecasting systems, specifically the parameterization of nonorographic gravity wave drag.
Chantry M +4 more
europepmc +3 more sources
Weather Forecasting for Weather Derivatives [PDF]
SSRN Electronic Journal, 2001 We take a simple time series approach to modeling and forecasting daily average temperature in U.S. cities, and we inquire systematically as to whether it may prove useful from the vantage point of participants in the weather derivatives market. The answer is, perhaps surprisingly, yes.
Sean D. Campbell +2 more
openaire +19 more sources
Weather, 1951 Neue Methoden der Wetteranalyse und Wetterprognose Von Dr. Richard Scherhag. Pp. xii + 424. (Berlin, Gottingen und Heidelberg: Springer-Verlag, 1948.) 78 D. marks.
J. M. Stagg
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WEATHER, FORECASTS, AND WARNINGS FOR THE MONTH
Monthly Weather Review, 1911 EDWARD H. BOWIE
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FuXi: a cascade machine learning forecasting system for 15-day global weather forecast [PDF]
npj Climate and Atmospheric Science, 2023 Over the past few years, the rapid development of machine learning (ML) models for weather forecasting has led to state-of-the-art ML models that have superior performance compared to the European Centre for Medium-Range Weather Forecasts (ECMWF)’s high ...
Lei Chen +6 more
semanticscholar +1 more source