WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline models

WeatherBench is a benchmark dataset for medium-range weather forecasting of geopotential, temperature and precipitation, consisting of preprocessed data, predefined evaluation metrics and a number of baseline models. WeatherBench Probability extends this to probabilistic forecasting by adding a set...

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Veröffentlicht in:	arXiv.org 2022-05
Hauptverfasser:	Garg, Sagar, Rasp, Stephan, Thuerey, Nils
Format:	Artikel
Sprache:	eng
Schlagworte:	Benchmarks Datasets Deep learning Geopotential Histograms Machine learning Monte Carlo simulation Statistical analysis Weather forecasting
Online-Zugang:	Volltext
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