Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models

3 January 2025

Papers citing "Physically Constrained Generative Adversarial Networks for Improving Precipitation Fields from Earth System Models"

22 / 22 papers shown

Title
A Physics-guided Multimodal Transformer Path to Weather and Climate Sciences Jing Han Hanting Chen Kai Han X. Huang Yongyun Hu Wenjun Xu Dacheng Tao Ping Zhang AI4CE 39 0 0 19 Apr 2025
Diffusion models for probabilistic precipitation generation from atmospheric variables Michael Aich S. Bathiany P. Hess Yu Huang Niklas Boers DiffM 45 0 0 01 Apr 2025
Generative assimilation and prediction for weather and climate Steve Yang Congyi Nai Xinyan Liu W. Li Jie Chao ... Bo Lu Ziniu Xiao Niklas Boers Huiling Yuan Baoxiang Pan AI4CE 65 2 0 04 Mar 2025
Global spatio-temporal downscaling of ERA5 precipitation through generative AI Luca Glawion Julius Polz Harald Kunstmann Benjamin Fersch Christian Chwala AI4Cl 108 0 0 22 Nov 2024
MambaDS: Near-Surface Meteorological Field Downscaling with Topography Constrained Selective State Space Modeling Zili Liu Hao Chen Lei Bai Wenyuan Li Wanli Ouyang Zhengxia Zou Zhenwei Shi Mamba 42 5 0 20 Aug 2024
Applications of Explainable artificial intelligence in Earth system science Feini Huang Shijie Jiang Lu Li Yongkun Zhang Ye Zhang Ruqing Zhang Qingliang Li Danxi Li Wei Shangguan Yongjiu Dai 38 2 0 12 Jun 2024
Diffusion-Based Joint Temperature and Precipitation Emulation of Earth System Models Katie Christensen Lyric Otto Seth Bassetti Claudia Tebaldi Brian Hutchinson 40 0 0 12 Apr 2024
Conditional diffusion models for downscaling & bias correction of Earth system model precipitation Michael Aich P. Hess Baoxiang Pan S. Bathiany Yu Huang Niklas Boers AI4Cl DiffM 31 6 0 05 Apr 2024
Fast, Scale-Adaptive, and Uncertainty-Aware Downscaling of Earth System Model Fields with Generative Machine Learning P. Hess Michael Aich Baoxiang Pan Niklas Boers AI4Cl 27 0 0 05 Mar 2024
Improving Global Weather and Ocean Wave Forecast with Large Artificial Intelligence Models Fenghua Ling Ouyang Lin Boufeniza Redouane Larbi Jing-Jia Luo Tao Han Xiaohui Zhong Lei Bai AI4Cl AI4CE 17 2 0 30 Jan 2024
Observation-Guided Meteorological Field Downscaling at Station Scale: A Benchmark and a New Method Zili Liu Hao Chen Lei Bai Wenyuan Li Keyan Chen Zhengyi Wang Wanli Ouyang Zhengxia Zou Z. Shi 47 4 0 22 Jan 2024
Reconstructing Historical Climate Fields With Deep Learning Nils Bochow Anna Poltronieri M. Rypdal Niklas Boers AI4Cl AI4CE 10 0 0 30 Nov 2023
WeatherGNN: Exploiting Meteo- and Spatial-Dependencies for Local Numerical Weather Prediction Bias-Correction Binqing Wu Weiqiu Chen Wengwei Wang Bingqing Peng Liang Sun Ling Chen 13 5 0 09 Oct 2023
Physics-aware Machine Learning Revolutionizes Scientific Paradigm for Machine Learning and Process-based Hydrology Qingsong Xu Yilei Shi Jonathan Bamber Ye Tuo Ralf Ludwig Xiao Xiang Zhu AI4CE 20 10 0 08 Oct 2023
Exploring Geometric Deep Learning For Precipitation Nowcasting Shan Zhao Sudipan Saha Zhitong Xiong Niklas Boers Xiaoxiang Zhu 15 1 0 11 Sep 2023
Multi-variable Hard Physical Constraints for Climate Model Downscaling Jose González-Abad Álex Hernández-García P. Harder David Rolnick José Manuel Gutiérrez AI4Cl 28 3 0 02 Aug 2023
Towards replacing precipitation ensemble predictions systems using machine learning Rudiger Brecht Alexander Bihlo AI4Cl 24 0 0 20 Apr 2023
Deep learning for bias-correcting CMIP6-class Earth system models P. Hess S. Lange Christof Schötz Niklas Boers AI4Cl 25 12 0 16 Dec 2022
Generative machine learning methods for multivariate ensemble post-processing Jieyu Chen Tim Janke Florian Steinke Sebastian Lerch 22 25 0 26 Sep 2022
Hard-Constrained Deep Learning for Climate Downscaling P. Harder Alex Hernandez-Garcia Venkatesh Ramesh Qidong Yang P. Sattigeri Daniela Szwarcman C. Watson David Rolnick 19 19 0 08 Aug 2022
Machine Learning for Stochastic Parameterization: Generative Adversarial Networks in the Lorenz '96 Model D. Gagne H. Christensen A. Subramanian A. Monahan AI4CE BDL 41 139 0 10 Sep 2019
Image-to-Image Translation with Conditional Adversarial Networks Phillip Isola Jun-Yan Zhu Tinghui Zhou Alexei A. Efros SSeg 212 19,450 0 21 Nov 2016