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Accurate medium-range global weather forecasting with 3D neural networks

Weather forecasting is important for science and society. At present, the most accurate forecast system is the numerical weather prediction (NWP) method, which represents atmospheric states as discretized grids and numerically solves partial differential equations that describe the transition between those states1. However, this procedure is computationally expensive. Recently, artificial-intelligence-based methods2 have shown potential in accelerating weather forecasting by orders of magnitude, but the forecast accuracy is still significantly lower than that of NWP methods. Here we introduce an artificial-intelligence-based method for accurate, medium-range global weather forecasting. We show that three-dimensional deep networks equipped with Earth-specific priors are effective at dealing with complex patterns in weather data, and that a hierarchical temporal aggregation strategy reduces accumulation errors in medium-range forecasting. Trained on 39 years of global data, our pro

Current climate policies will leave more than a fifth of humanity exposed to dangerously hot temperatures by 2100 – For every 0 1°C of warming above present levels, about 140 million more people will be exposed to dangerous heat – Desdemona Despair

Current climate policies will leave more than a fifth of humanity exposed to dangerously hot temperatures by 2100 – For every 0 1°C of warming above present levels, about 140 million more people will be exposed to dangerous heat – Desdemona Despair
desdemonadespair.net - get the latest breaking news, showbiz & celebrity photos, sport news & rumours, viral videos and top stories from desdemonadespair.net Daily Mail and Mail on Sunday newspapers.

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