Towards Physically-consistent, Data-driven Models of Convection

v1v2 (latest)

Towards Physically-consistent, Data-driven Models of Convection

20 February 2020

Michael S. Pritchard

ArXiv (abs)PDF HTML

Papers citing "Towards Physically-consistent, Data-driven Models of Convection"

13 / 13 papers shown

Title
A Probabilistic Neuro-symbolic Layer for Algebraic Constraint Satisfaction Leander Kurscheidt Paolo Morettin Roberto Sebastiani Andrea Passerini Antonio Vergari 164 1 0 25 Mar 2025
Online Test of a Neural Network Deep Convection Parameterization in ARP-GEM1 Blanka Balogh David Saint-Martin Olivier Geoffroy 34 0 0 29 Oct 2024
Towards Physically Consistent Deep Learning For Climate Model Parameterizations Birgit Kühbacher Fernando Iglesias-Suarez Niki Kilbertus Veronika Eyring AI4CE 70 1 0 06 Jun 2024
Constraining Chaos: Enforcing dynamical invariants in the training of recurrent neural networks Jason A. Platt S. Penny T. A. Smith Tse-Chun Chen H. Abarbanel AI4TS 87 5 0 24 Apr 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 113 6 0 06 Apr 2023
Physics-constrained deep learning postprocessing of temperature and humidity Francesco Zanetta D. Nerini Tom Beucler M. Liniger AI4CE 46 5 0 07 Dec 2022
Physics-Informed Learning of Aerosol Microphysics P. Harder D. Watson‐Parris P. Stier Dominik Strassel N. Gauger J. Keuper 67 20 0 24 Jul 2022
Using Probabilistic Machine Learning to Better Model Temporal Patterns in Parameterizations: a case study with the Lorenz 96 model R. Parthipan H. Christensen J. S. Hosking Damon J. Wischik AI4CE 75 8 0 28 Mar 2022
Deep Learning Based Cloud Cover Parameterization for ICON Arthur Grundner Tom Beucler Pierre Gentine Fernando Iglesias‐Suarez M. Giorgetta Veronika Eyring 72 21 0 21 Dec 2021
Climate-Invariant Machine Learning Tom Beucler Pierre Gentine J. Yuval Ankitesh Gupta Liran Peng ... F. Ahmed P. O’Gorman J. Neelin N. Lutsko Michael S. Pritchard OOD AI4CE 108 67 0 14 Dec 2021
Emulating Aerosol Microphysics with Machine Learning P. Harder D. Watson‐Parris Dominik Strassel N. Gauger P. Stier J. Keuper 75 6 0 22 Sep 2021
Will Artificial Intelligence supersede Earth System and Climate Models? C. Irrgang Niklas Boers Maike Sonnewald E. Barnes C. Kadow J. Staneva J. Saynisch‐Wagner AI4Cl AI4CE 80 196 0 22 Jan 2021
Using Machine Learning for Model Physics: an Overview V. Krasnopolsky Aleksei A. Belochitski PINN AI4CE 30 9 0 02 Feb 2020