LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles

LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles

25 May 2024

Ashesh Chattopadhyay

Papers citing "LUCIE: A Lightweight Uncoupled ClImate Emulator with long-term stability and physical consistency for O(1000)-member ensembles"

12 / 12 papers shown

Title
Exploring Design Choices for Autoregressive Deep Learning Climate Models Florian Gallusser Simon Hentschel Anna Krause Andreas Hotho AI4Cl 27 0 0 05 May 2025
Thermalizer: Stable autoregressive neural emulation of spatiotemporal chaos Chris Pedersen L. Zanna Joan Bruna 41 1 0 24 Mar 2025
What You See is Not What You Get: Neural Partial Differential Equations and The Illusion of Learning Arvind Mohan Ashesh Chattopadhyay Jonah Miller 81 0 0 22 Nov 2024
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 78 7 0 18 Nov 2024
PACER: Physics Informed Uncertainty Aware Climate Emulator Hira Saleem Flora Salim Cormac Purcell 13 0 0 29 Oct 2024
Can AI weather models predict out-of-distribution gray swan tropical cyclones? Y. Qiang Sun P. Hassanzadeh Mohsen Zand A. Chattopadhyay J. Weare D. Abbot 19 6 0 19 Oct 2024
Improved deep learning of chaotic dynamical systems with multistep penalty losses Dibyajyoti Chakraborty Seung Whan Chung Ashesh Chattopadhyay R. Maulik AI4CE 19 1 0 08 Oct 2024
Robustness of AI-based weather forecasts in a changing climate Thomas Rackow Nikolay Koldunov Christian Lessig Irina Sandu Mihai Alexe ... Jesper Dramsch Florian Pappenberger Xabier Pedruzo-Bagazgoitia Steffen Tietsche Thomas Jung AI4Cl AI4CE OOD 20 4 0 27 Sep 2024
Huge Ensembles Part II: Properties of a Huge Ensemble of Hindcasts Generated with 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 55 3 0 02 Aug 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 18 7 0 21 Jun 2024
ACE: A fast, skillful learned global atmospheric model for climate prediction Oliver Watt‐Meyer Gideon Dresdner Jeremy McGibbon Spencer K. Clark Brian Henn ... K. Kashinath Michael S. Pritchard Boris Bonev Matthew E. Peters Christopher S. Bretherton AI4Cl 45 40 0 03 Oct 2023
Towards Stability of Autoregressive Neural Operators Michael McCabe P. Harrington Shashank Subramanian Jed Brown AI4CE 31 17 0 18 Jun 2023