A generative adversarial network approach to (ensemble) weather prediction

13 June 2020

Papers citing "A generative adversarial network approach to (ensemble) weather prediction"

9 / 9 papers shown

Title
Generative Diffusion-based Downscaling for Climate Robbie A. Watt Laura A. Mansfield DiffM 35 3 0 27 Apr 2024
Generative weather for improved crop model simulations Yuji Saikai 21 1 0 31 Mar 2024
Improving trajectory calculations using deep learning inspired single image superresolution Rudiger Brecht L. Bakels Alexander Bihlo A. Stohl 13 0 0 07 Jun 2022
Computing the ensemble spread from deterministic weather predictions using conditional generative adversarial networks Rudiger Brecht Alexander Bihlo 24 16 0 18 May 2022
A Generative Deep Learning Approach to Stochastic Downscaling of Precipitation Forecasts L. Harris Andrew T. T. McRae Matthew Chantry P. Dueben T. Palmer 26 106 0 05 Apr 2022
Probabilistic Forecasting with Generative Networks via Scoring Rule Minimization Lorenzo Pacchiardi Rilwan A. Adewoyin P. Dueben Ritabrata Dutta AI4TS 22 21 0 15 Dec 2021
Combining distribution-based neural networks to predict weather forecast probabilities M. Clare Omar Jamil C. Morcrette UQCV 16 41 0 26 Mar 2021
Convolutional LSTM Network: A Machine Learning Approach for Precipitation Nowcasting Xingjian Shi Zhourong Chen Hao Wang Dit-Yan Yeung W. Wong W. Woo 233 7,904 0 13 Jun 2015
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning Y. Gal Zoubin Ghahramani UQCV BDL 285 9,138 0 06 Jun 2015