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In recent years, AI-based weather forecasting models have matched or even outperformed numerical weather prediction systems.
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Can deep learning beat numerical weather prediction?
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Evaluation of the era5 reanalysis precipitation dataset over chinese mainland
Qin Jiang, Weiyue Li, Zedong Fan, Xiaogang He, Weiwei Sun, Sheng Chen, Jiahong Wen, Jun Gao, and Jun Wang · 2020
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Evaluation of the era5 reanalysis as a potential reference dataset for hydrological modelling over north america
M. Tarek, F. P. Brissette, and R. Arsenault · 2020
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Wfde5: bias-adjusted era5 reanalysis data for impact studies
M. Cucchi, G. P. Weedon, A. Amici, N. Bellouin, S. Lange, H. Müller Schmied, H. Hersbach, and C. Buontempo · 2020
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Skilful precipitation nowcasting using deep generative models of radar
Suman Ravuri, Karel Lenc, Matthew Willson, Dmitry Kangin, Remi Lam, Piotr Mirowski, Megan Fitzsimons, Maria Athanassiadou, Sheleem Kashem, Sam Madge, et al · 2021
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Sub-seasonal forecasting with a large ensemble of deep-learning weather prediction models
Jonathan A Weyn, Dale R Durran, Rich Caruana, and Nathaniel Cresswell-Clay · 2021
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Evaluation of nasa power and era5-land for estimating tropical precipitation and temperature extremes
Mou Leong Tan, Asaad M. Armanuos, Iman Ahmadianfar, Vahdettin Demir, Salim Heddam, Ahmed M. Al-Areeq, Sani I. Abba, Bijay Halder, Huseyin Cagan Kilinc, and Zaher Mundher Yaseen · 2023
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Deep learning for day forecasts from sparse observations
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Fengwu-4dvar: Coupling the data-driven weather forecasting model with 4d variational assimilation
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An observational study of typhoon talim over the northern part of the south china sea in july 2023
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Forecasting global weather with graph neural networks
Ryan Keisler · 2022
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An evaluation of era5 precipitation for climate monitoring
David A Lavers, Adrian Simmons, Freja Vamborg, and Mark J Rodwell · 2022
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Variation and comparison of cloud cover in modis and four reanalysis datasets of era-interim, era5, merra-2 and ncep
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The international surface temperature initiative global land surface databank: monthly temperature data release description and methods
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