Advancing Parsimonious Deep Learning Weather Prediction using the
HEALPix Mesh

Advancing Parsimonious Deep Learning Weather Prediction using the HEALPix Mesh

11 September 2023

Matthias Karlbauer

Nathaniel Cresswell-Clay

Noah D. Brenowitz

Martin Volker Butz

Papers citing "Advancing Parsimonious Deep Learning Weather Prediction using the HEALPix Mesh"

12 / 12 papers shown

Title
Exploring Design Choices for Autoregressive Deep Learning Climate Models Florian Gallusser Simon Hentschel Anna Krause Andreas Hotho AI4Cl 37 0 0 05 May 2025
BeamVQ: Beam Search with Vector Quantization to Mitigate Data Scarcity in Physical Spatiotemporal Forecasting Weiyan Wang Xingjian Shi Ruiqi Shu Yuan Gao Rui Chen ... Shuaipeng Li Yangyu Tao Di Wang Hao Wu Xiaomeng Huang 64 0 0 26 Feb 2025
ACE2: Accurately learning subseasonal to decadal atmospheric variability and forced responses Oliver Watt-Meyer Brian Henn Jeremy McGibbon Spencer K. Clark Anna Kwa W. Perkins E. Wu L. Harris Christopher S. Bretherton AI4Cl 97 11 0 18 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
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 57 8 0 06 Aug 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
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
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
Analyzing and Exploring Training Recipes for Large-Scale Transformer-Based Weather Prediction Jared Willard Peter Harrington Shashank Subramanian Ankur Mahesh Travis A. O'Brien William D. Collins AI4TS 47 7 0 30 Apr 2024
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
Global Extreme Heat Forecasting Using Neural Weather Models I. Lopez‐Gomez A. McGovern Shreya Agrawal Jason Hickey AI4Cl 35 36 0 23 May 2022
Fourier Neural Operator for Parametric Partial Differential Equations Zong-Yi Li Nikola B. Kovachki Kamyar Azizzadenesheli Burigede Liu K. Bhattacharya Andrew M. Stuart Anima Anandkumar AI4CE 205 2,282 0 18 Oct 2020