Increasing the accuracy and resolution of precipitation forecasts using deep generative models

23 March 2022

Papers citing "Increasing the accuracy and resolution of precipitation forecasts using deep generative models"

23 / 23 papers shown

Title
Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models P. Hess Markus Drüke S. Petri Felix M. Strnad Niklas Boers 33 60 0 03 Jan 2025
Global spatio-temporal downscaling of ERA5 precipitation through generative AI Luca Glawion Julius Polz Harald Kunstmann Benjamin Fersch Christian Chwala AI4Cl 104 0 0 22 Nov 2024
Are Deep Learning Methods Suitable for Downscaling Global Climate Projections? Review and Intercomparison of Existing Models Jose González-Abad José Manuel Gutiérrez AI4Cl 28 0 0 06 Nov 2024
A Likelihood-Based Generative Approach for Spatially Consistent Precipitation Downscaling Jose González-Abad 41 0 0 26 Jun 2024
Generative Diffusion-based Downscaling for Climate Robbie A. Watt Laura A. Mansfield DiffM 26 3 0 27 Apr 2024
SRNDiff: Short-term Rainfall Nowcasting with Condition Diffusion Model Xudong Ling Chaorong Li Fengqing Qin Peng Yang Yuanyuan Huang DiffM AI4Cl 33 5 0 21 Feb 2024
Precipitation Downscaling with Spatiotemporal Video Diffusion Prakhar Srivastava Ruihan Yang Gavin Kerrigan Gideon Dresdner Jeremy McGibbon Christopher S. Bretherton Stephan Mandt DiffM 29 3 0 11 Dec 2023
Precipitation nowcasting with generative diffusion models Andrea Asperti Fabio Merizzi Alberto Paparella G. Pedrazzi M. Angelinelli Stefano Colamonaco DiffM 25 18 0 13 Aug 2023
Generative convective parametrization of dry atmospheric boundary layer F. Heyder J. Mellado Jörg Schumacher 16 3 0 27 Jul 2023
Debias Coarsely, Sample Conditionally: Statistical Downscaling through Optimal Transport and Probabilistic Diffusion Models Z. Y. Wan Ricardo Baptista Yi-fan Chen John R. Anderson Anudhyan Boral Fei Sha Leonardo Zepeda-Núnez DiffM 28 23 0 24 May 2023
Fourier Neural Operators for Arbitrary Resolution Climate Data Downscaling Qidong Yang Alex Hernandez-Garcia P. Harder Venkatesh Ramesh Prasanna Sattegeri Daniela Szwarcman C. Watson David Rolnick AI4CE 16 21 0 23 May 2023
Unpaired Downscaling of Fluid Flows with Diffusion Bridges Tobias Bischoff Katherine Deck 21 14 0 02 May 2023
Deep Ensembles to Improve Uncertainty Quantification of Statistical Downscaling Models under Climate Change Conditions Jose González-Abad Jorge Baño-Medina UQCV 16 0 0 27 Apr 2023
Latent diffusion models for generative precipitation nowcasting with accurate uncertainty quantification J. Leinonen U. Hamann D. Nerini U. Germann Gabriele Franch DiffM 18 51 0 25 Apr 2023
Inductive biases in deep learning models for weather prediction Jannik Thümmel Matthias Karlbauer S. Otte C. Zarfl Georg Martius ... Thomas Scholten Ulrich Friedrich V. Wulfmeyer B. Goswami Martin Volker Butz AI4CE 31 4 0 06 Apr 2023
Algorithmic Hallucinations of Near-Surface Winds: Statistical Downscaling with Generative Adversarial Networks to Convection-Permitting Scales Nicolaas J. Annau Alex J. Cannon A. Monahan 14 14 0 17 Feb 2023
Deep learning for bias-correcting CMIP6-class Earth system models P. Hess S. Lange Christof Schötz Niklas Boers AI4Cl 17 10 0 16 Dec 2022
Exploring Randomly Wired Neural Networks for Climate Model Emulation William Yik Sam J. Silva A. Geiss D. Watson‐Parris 26 3 0 06 Dec 2022
Generative Modeling of High-resolution Global Precipitation Forecasts James Duncan Shashank Subramanian P. Harrington AI4Cl 18 5 0 22 Oct 2022
Generative machine learning methods for multivariate ensemble post-processing Jieyu Chen Tim Janke Florian Steinke Sebastian Lerch 22 24 0 26 Sep 2022
WeatherBench Probability: A benchmark dataset for probabilistic medium-range weather forecasting along with deep learning baseline models Sagar Garg S. Rasp Nils Thuerey 11 22 0 02 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 16 103 0 05 Apr 2022
MetNet: A Neural Weather Model for Precipitation Forecasting C. Sønderby L. Espeholt Jonathan Heek Mostafa Dehghani Avital Oliver Tim Salimans Shreya Agrawal Jason Hickey Nal Kalchbrenner AI4Cl 212 268 0 24 Mar 2020