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Skillful Precipitation Nowcasting using Deep Generative Models of Radar

Apr 02, 2021
Suman Ravuri, Karel Lenc, Matthew Willson, Dmitry Kangin, Remi Lam, Piotr Mirowski, Megan Fitzsimons, Maria Athanassiadou, Sheleem Kashem, Sam Madge, Rachel Prudden, Amol Mandhane, Aidan Clark, Andrew Brock, Karen Simonyan, Raia Hadsell, Niall Robinson, Ellen Clancy, Alberto Arribas, Shakir Mohamed

* 46 pages, 17 figures, 2 tables 

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A review of radar-based nowcasting of precipitation and applicable machine learning techniques

May 11, 2020
Rachel Prudden, Samantha Adams, Dmitry Kangin, Niall Robinson, Suman Ravuri, Shakir Mohamed, Alberto Arribas

* 17 pages This work has been submitted to Monthly Weather Review. Copyright in this work may be transferred without further notice 

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On-Policy Trust Region Policy Optimisation with Replay Buffers

Jan 18, 2019
Dmitry Kangin, Nicolas Pugeault

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Aggregated Sparse Attention for Steering Angle Prediction

Mar 15, 2018
Sen He, Dmitry Kangin, Yang Mi, Nicolas Pugeault

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