Forecasting Global Weather with Graph Neural Networks

15 February 2022

Papers citing "Forecasting Global Weather with Graph Neural Networks"

50 / 101 papers shown

Title
Prototype-enhanced prediction in graph neural networks for climate applications Nawid Keshtmand Elena Fillola Jeffrey N Clark Raúl Santos-Rodríguez Matthew Rigby 42 0 0 24 Apr 2025
Thermalizer: Stable autoregressive neural emulation of spatiotemporal chaos Chris Pedersen L. Zanna Joan Bruna 43 1 0 24 Mar 2025
Weakly-Constrained 4D Var for Downscaling with Uncertainty using Data-Driven Surrogate Models Philip Dinenis Vishwas Rao Mihai Anitescu 65 0 0 04 Mar 2025
Dynamical Diffusion: Learning Temporal Dynamics with Diffusion Models Xingzhuo Guo Yu Zhang Baixu Chen Haoran Xu J. Z. Wang Mingsheng Long DiffM AI4TS 29 1 0 02 Mar 2025
CirT: Global Subseasonal-to-Seasonal Forecasting with Geometry-inspired Transformer Yang Liu Zinan Zheng Jiashun Cheng Fugee Tsung Deli Zhao Yu Rong J. Li 76 1 0 27 Feb 2025
FireCastNet: Earth-as-a-Graph for Seasonal Fire Prediction Dimitrios Michail Charalampos Davalas Lefki-Ioanna Panagiotou Ioannis Prapas Spyros Kondylatos N. Bountos Ioannis Papoutsis 40 0 0 03 Feb 2025
Self-Supervised Learning with Probabilistic Density Labeling for Rainfall Probability Estimation Junha Lee Sojung An Sujeong You Namik Cho 67 0 0 08 Dec 2024
Exploring the Use of Machine Learning Weather Models in Data Assimilation Xiaoxu Tian Daniel Holdaway Daryl Kleist AI4CE 61 4 0 22 Nov 2024
Community Research Earth Digital Intelligence Twin (CREDIT) John S. Schreck Yingkai Sha William E. Chapman Dhamma Kimpara Judith Berner Seth McGinnis Arnold Kazadi Negin Sobhani Ben Kirk David John Gagne II AI4Cl 34 1 0 09 Nov 2024
Beyond Grid Data: Exploring Graph Neural Networks for Earth Observation Shan Zhao Zhaiyu Chen Zhitong Xiong Yilei Shi Sudipan Saha Xiao Xiang Zhu AI4CE 41 2 0 05 Nov 2024
PACER: Physics Informed Uncertainty Aware Climate Emulator Hira Saleem Flora Salim Cormac Purcell 18 0 0 29 Oct 2024
Data-driven rainfall prediction at a regional scale: a case study with Ghana Indrajit Kalita Lucia Vilallonga Yves Atchade AI4Cl 27 1 0 17 Oct 2024
Regional Ocean Forecasting with Hierarchical Graph Neural Networks Daniel Holmberg Emanuela Clementi Teemu Roos AI4Cl 23 1 0 15 Oct 2024
Mitigating Time Discretization Challenges with WeatherODE: A Sandwich Physics-Driven Neural ODE for Weather Forecasting Peiyuan Liu Tian Zhou Liang Sun Rong Jin AI4CE 32 0 0 09 Oct 2024
Improved deep learning of chaotic dynamical systems with multistep penalty losses Dibyajyoti Chakraborty Seung Whan Chung Ashesh Chattopadhyay R. Maulik AI4CE 24 1 0 08 Oct 2024
Masked Autoregressive Model for Weather Forecasting Doyi Kim Minseok Seo Hakjin Lee Junghoon Seo 28 0 0 30 Sep 2024
HR-Extreme: A High-Resolution Dataset for Extreme Weather Forecasting Nian Ran Peng Xiao Yue Wang Wesley Shi Jianxin Lin Qi Meng Richard Allmendinger AI4Cl 44 0 0 27 Sep 2024
WeatherReal: A Benchmark Based on In-Situ Observations for Evaluating Weather Models Weixin Jin Jonathan A. Weyn Pengcheng Zhao Siqi Xiang Jiang Bian Zuliang Fang Haiyu Dong Hongyu Sun Kit Thambiratnam Qi Zhang 21 1 0 14 Sep 2024
RAIN: Reinforcement Algorithms for Improving Numerical Weather and Climate Models Pritthijit Nath Henry Moss Emily Shuckburgh Mark Webb AI4Cl AI4CE 34 0 0 28 Aug 2024
Huge Ensembles Part I: Design of Ensemble Weather Forecasts using Spherical Fourier Neural Operators Ankur Mahesh William D. Collins Boris Bonev Noah D. Brenowitz Y. Cohen ... Michael S. Pritchard David Pruitt Mark Risser Shashank Subramanian Jared Willard 46 8 0 06 Aug 2024
Distributional Regression U-Nets for the Postprocessing of Precipitation Ensemble Forecasts Romain Pic Clément Dombry Philippe Naveau Maxime Taillardat 26 0 0 02 Jul 2024
Proper Scoring Rules for Multivariate Probabilistic Forecasts based on Aggregation and Transformation Romain Pic Clément Dombry Philippe Naveau Maxime Taillardat AI4TS 26 0 0 30 Jun 2024
VarteX: Enhancing Weather Forecast through Distributed Variable Representation Ayumu Ueyama Kazuhiko Kawamoto Hiroshi Kera 23 0 0 28 Jun 2024
Probabilistic Emulation of a Global Climate Model with Spherical DYffusion Salva Rühling Cachay Brian Henn Oliver Watt-Meyer Christopher S. Bretherton Rose Yu SyDa AI4Cl 34 7 0 21 Jun 2024
Valid Error Bars for Neural Weather Models using Conformal Prediction Vignesh Gopakumar Joel Oskarrson Ander Gray L. Zanisi Stanislas Pamela Daniel Giles Matt Kusner M. Deisenroth 28 0 0 20 Jun 2024
Generative Data Assimilation of Sparse Weather Station Observations at Kilometer Scales Peter Manshausen Y. Cohen Jaideep Pathak Jaideep Pathak Piyush Garg Morteza Mardani K. Kashinath Simon Byrne Noah D. Brenowitz Noah Brenowitz 45 10 0 19 Jun 2024
On instabilities in neural network-based physics simulators Daniel Floryan AI4CE 27 2 0 18 Jun 2024
Coupled Ocean-Atmosphere Dynamics in a Machine Learning Earth System Model Chenggong Wang Michael S. Pritchard Noah D. Brenowitz Y. Cohen Boris Bonev Thorsten Kurth Dale Durran Jaideep Pathak BDL AI4Cl 32 14 0 12 Jun 2024
Spectral-Refiner: Accurate Fine-Tuning of Spatiotemporal Fourier Neural Operator for Turbulent Flows Shuhao Cao Francesco Brarda Ruipeng Li Yuanzhe Xi 36 0 0 27 May 2024
LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles Haiwen Guan T. Arcomano Ashesh Chattopadhyay R. Maulik AI4Cl 42 10 0 25 May 2024
Personalized Adapter for Large Meteorology Model on Devices: Towards Weather Foundation Models Shengchao Chen Guodong Long Jing Jiang Chengqi Zhang 46 4 0 24 May 2024
ArchesWeather: An efficient AI weather forecasting model at 1.5° resolution Guillaume Couairon Christian Lessig A. Charantonis C. Monteleoni 24 1 0 23 May 2024
Generalizing Weather Forecast to Fine-grained Temporal Scales via Physics-AI Hybrid Modeling Wanghan Xu Fenghua Ling Wenlong Zhang Tao Han Hao Chen Wanli Ouyang Lei Bai AI4CE 34 5 0 22 May 2024
CaFA: Global Weather Forecasting with Factorized Attention on Sphere Zijie Li Anthony Y. Zhou Saurabh Patil A. Farimani 37 6 0 12 May 2024
Decomposing weather forecasting into advection and convection with neural networks Mengxuan Chen Ziqi Yuan Jinxiao Zhang Runmin Dong Haohuan Fu 36 0 0 10 May 2024
EWMoE: An effective model for global weather forecasting with mixture-of-experts Lihao Gan Xin Man Chenghong Zhang Jie Shao 29 1 0 09 May 2024
On the Foundations of Earth and Climate Foundation Models Xiao Xiang Zhu Zhitong Xiong Yi Wang Adam J. Stewart Konrad Heidler Yuanyuan Wang Zhenghang Yuan Thomas Dujardin Qingsong Xu Yilei Shi AI4Cl AI4CE 26 21 0 07 May 2024
ClimODE: Climate and Weather Forecasting with Physics-informed Neural ODEs Yogesh Verma Markus Heinonen Vikas K. Garg AI4CE 23 26 0 15 Apr 2024
An ensemble of data-driven weather prediction models for operational sub-seasonal forecasting Jonathan A. Weyn Divya Kumar Jeremy Berman Najeeb Kazmi Sylwester Klocek Pete Luferenko Kit Thambiratnam AI4Cl 24 1 0 22 Mar 2024
GNN-VPA: A Variance-Preserving Aggregation Strategy for Graph Neural Networks Lisa Schneckenreiter Richard Freinschlag Florian Sestak Johannes Brandstetter G. Klambauer Andreas Mayr 28 4 0 07 Mar 2024
Online model error correction with neural networks: application to the Integrated Forecasting System A. Farchi M. Chrust Marc Bocquet Massimo Bonavita 21 0 0 06 Mar 2024
SAGMAN: Stability Analysis of Graph Neural Networks on the Manifolds Wuxinlin Cheng Chenhui Deng Ali Aghdaei Zhiru Zhang Zhuo Feng AAML 23 1 0 13 Feb 2024
Explainable Global Wildfire Prediction Models using Graph Neural Networks Dayou Chen Sibo Cheng Jinwei Hu M. Kasoar Rossella Arcucci 31 4 0 11 Feb 2024
Neural SPH: Improved Neural Modeling of Lagrangian Fluid Dynamics Artur P. Toshev Jonas A. Erbesdobler Nikolaus A. Adams Johannes Brandstetter AI4CE 38 4 0 09 Feb 2024
DySLIM: Dynamics Stable Learning by Invariant Measure for Chaotic Systems Yair Schiff Zhong Yi Wan Jeffrey B. Parker Stephan Hoyer Volodymyr Kuleshov Fei Sha Leonardo Zepeda-Núnez 28 11 0 06 Feb 2024
Weather Prediction with Diffusion Guided by Realistic Forecast Processes Zhanxiang Hua Yutong He Chengqian Ma Alexandra K. Anderson-Frey DiffM AI4CE 29 7 0 06 Feb 2024
FengWu-GHR: Learning the Kilometer-scale Medium-range Global Weather Forecasting Tao Han Song Guo Fenghua Ling Kang Chen Junchao Gong Jing-Jia Luo Junxia Gu Kan Dai Wanli Ouyang Lei Bai AI4Cl 13 12 0 28 Jan 2024
A Practical Probabilistic Benchmark for AI Weather Models Noah D. Brenowitz Y. Cohen Jaideep Pathak Ankur Mahesh Boris Bonev Thorsten Kurth Dale Durran Peter Harrington Michael S. Pritchard 32 12 0 27 Jan 2024
GD-CAF: Graph Dual-stream Convolutional Attention Fusion for Precipitation Nowcasting Lorand Vatamany S. Mehrkanoon AI4TS 26 4 0 15 Jan 2024
Data Assimilation using ERA5, ASOS, and the U-STN model for Weather Forecasting over the UK Wenqi Wang Jacob Bieker Rossella Arcucci César Quilodrán-Casas 23 0 0 15 Jan 2024