Towards physically consistent data-driven weather forecasting:
Integrating data assimilation with equivariance-preserving deep spatial
transformers

Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformers

16 March 2021

A. Chattopadhyay

Papers citing "Towards physically consistent data-driven weather forecasting: Integrating data assimilation with equivariance-preserving deep spatial transformers"

9 / 9 papers shown

Title
Foundation Models for Weather and Climate Data Understanding: A Comprehensive Survey Shengchao Chen Guodong Long Jing Jiang Dikai Liu Chengqi Zhang SyDa AI4CE 41 24 0 05 Dec 2023
Using Sequences of Life-events to Predict Human Lives Germans Savcisens Tina Eliassi-Rad L. K. Hansen L. Mortensen Lau Lilleholt Anna Rogers Ingo Zettler Sune Lehmann AI4TS 39 36 0 05 Jun 2023
W-MAE: Pre-trained weather model with masked autoencoder for multi-variable weather forecasting Xin Man Chenghong Zhang Jin Feng Changyu Li Jie Shao AI4Cl 50 25 0 18 Apr 2023
A Multi-Scale Deep Learning Framework for Projecting Weather Extremes A. Blanchard N. Parashar B. Dodov C. Lessig T. Sapsis AI4Cl 16 11 0 21 Oct 2022
A Causality-Based Learning Approach for Discovering the Underlying Dynamics of Complex Systems from Partial Observations with Stochastic Parameterization Nan Chen Yinling Zhang CML 34 15 0 19 Aug 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 57 660 0 22 Feb 2022
Conditional Gaussian Nonlinear System: a Fast Preconditioner and a Cheap Surrogate Model For Complex Nonlinear Systems N. Chen Yingda Li Honghu Liu 13 17 0 09 Dec 2021
Learning to Assimilate in Chaotic Dynamical Systems Michael McCabe Jed Brown AI4TS 36 10 0 01 Nov 2021
Discovery of interpretable structural model errors by combining Bayesian sparse regression and data assimilation: A chaotic Kuramoto-Sivashinsky test case R. Mojgani A. Chattopadhyay P. Hassanzadeh 27 15 0 01 Oct 2021