Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphere

15 March 2020

Papers citing "Improving data-driven global weather prediction using deep convolutional neural networks on a cubed sphere"

24 / 24 papers shown

Title
Exploring Design Choices for Autoregressive Deep Learning Climate Models Florian Gallusser Simon Hentschel Anna Krause Andreas Hotho AI4Cl 34 0 0 05 May 2025
Regional Weather Variable Predictions by Machine Learning with Near-Surface Observational and Atmospheric Numerical Data Yihe Zhang Bryce Turney Purushottam Sigdel Xu Yuan Eric Rappin ... Lu Peng Sercan Aygün Yazhou Tu M. H. Najafi N. Tzeng 67 1 0 11 Dec 2024
Comparing and Contrasting Deep Learning Weather Prediction Backbones on Navier-Stokes and Atmospheric Dynamics Matthias Karlbauer Danielle C. Maddix Abdul Fatir Ansari Boran Han Gaurav Gupta Yuyang Wang Andrew Stuart Michael W. Mahoney AI4TS 54 1 0 19 Jul 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
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 34 12 0 27 Jan 2024
Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook Ming Jin Qingsong Wen Yuxuan Liang Chaoli Zhang Siqiao Xue ... Shirui Pan Vincent S. Tseng Yu Zheng Lei Chen Hui Xiong AI4TS SyDa 35 117 0 16 Oct 2023
Latent assimilation with implicit neural representations for unknown dynamics Zhuoyuan Li Bin Dong Pingwen Zhang AI4CE 22 3 0 18 Sep 2023
Advancing Parsimonious Deep Learning Weather Prediction using the HEALPix Mesh Matthias Karlbauer Nathaniel Cresswell-Clay Dale Durran Raul A Moreno Thorsten Kurth Boris Bonev Noah D. Brenowitz Martin Volker Butz MDE 20 18 0 11 Sep 2023
HRTF upsampling with a generative adversarial network using a gnomonic equiangular projection Aidan O. T. Hogg Mads Jenkins Helena E. Liu Isaac Squires Samuel J. Cooper L. Picinali 28 13 0 09 Jun 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 38 5 0 06 Apr 2023
Explaining the physics of transfer learning a data-driven subgrid-scale closure to a different turbulent flow Adam Subel Yifei Guan A. Chattopadhyay P. Hassanzadeh AI4CE 27 41 0 07 Jun 2022
SwinVRNN: A Data-Driven Ensemble Forecasting Model via Learned Distribution Perturbation Yuan Hu Lei Chen Zhibin Wang Hao Li OOD 21 47 0 26 May 2022
Long-term stability and generalization of observationally-constrained stochastic data-driven models for geophysical turbulence A. Chattopadhyay Jaideep Pathak Ebrahim Nabizadeh W. Bhimji P. Hassanzadeh BDL 13 7 0 09 May 2022
When Physics Meets Machine Learning: A Survey of Physics-Informed Machine Learning Chuizheng Meng Sungyong Seo Defu Cao Sam Griesemer Yan Liu PINN AI4CE 34 55 0 31 Mar 2022
FourCastNet: A Global Data-driven High-resolution Weather Model using Adaptive Fourier Neural Operators Jaideep Pathak Shashank Subramanian P. Harrington S. Raja A. Chattopadhyay ... Zong-Yi Li Kamyar Azizzadenesheli P. Hassanzadeh K. Kashinath Anima Anandkumar AI4Cl 46 655 0 22 Feb 2022
Forecasting Global Weather with Graph Neural Networks R. Keisler AI4Cl 30 165 0 15 Feb 2022
What's Behind the Couch? Directed Ray Distance Functions (DRDF) for 3D Scene Reconstruction Nilesh Kulkarni Justin Johnson David Fouhey 3DV 25 7 0 08 Dec 2021
Vector-valued Gaussian Processes on Riemannian Manifolds via Gauge Independent Projected Kernels M. Hutchinson Alexander Terenin Viacheslav Borovitskiy So Takao Yee Whye Teh M. Deisenroth 14 20 0 27 Oct 2021
Quantum Artificial Intelligence for the Science of Climate Change Manmeet Singh C. Dhara Adarsh Kumar S. Gill Steve Uhlig AI4CE 14 15 0 28 Jul 2021
Bridging observation, theory and numerical simulation of the ocean using Machine Learning Maike Sonnewald Redouane Lguensat Daniel C. Jones P. Dueben J. Brajard Venkatramani Balaji AI4Cl AI4CE 40 100 0 26 Apr 2021
EarthNet2021: A large-scale dataset and challenge for Earth surface forecasting as a guided video prediction task C. Requena-Mesa V. Benson Markus Reichstein J. Runge Joachim Denzler 68 50 0 16 Apr 2021
Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformers A. Chattopadhyay M. Mustafa P. Hassanzadeh Eviatar Bach K. Kashinath AI4CE 16 25 0 16 Mar 2021
Data-driven geophysical forecasting: Simple, low-cost, and accurate baselines with kernel methods B. Hamzi R. Maulik H. Owhadi AI4TS 9 28 0 13 Feb 2021
A generative adversarial network approach to (ensemble) weather prediction Alexander Bihlo AI4Cl 15 77 0 13 Jun 2020