Michael S. Pritchard
University of California, Irvine
H-index: 30
North America-United States
Top articles of Michael S. Pritchard
Title | Journal | Author(s) | Publication Date |
|---|---|---|---|
Studies of Extreme Weather using Huge Ensembles of Machine-Learning-based Climate Emulators | Bulletin of the American Physical Society | William Collins Ankur Mahesh Travis O'Brien Karthik Kashinath Michael Pritchard | 2024/3/4 |
Climate-invariant machine learning | Science Advances | Tom Beucler Pierre Gentine Janni Yuval Ankitesh Gupta Liran Peng | 2024/2/7 |
Understanding precipitation changes through unsupervised machine learning | Environmental Data Science | Griffin Mooers Tom Beucler Mike Pritchard Stephan Mandt | 2024/1 |
Improving stratocumulus cloud amounts in a 200‐m resolution multi‐scale modeling framework through tuning of its interior physics | Journal of Advances in Modeling Earth Systems | Liran Peng Peter N Blossey Walter M Hannah Christopher S Bretherton Christopher R Terai | 2024/3 |
Improving Atmospheric Processes in Earth System Models with Deep Learning Ensembles and Stochastic Parameterizations | arXiv preprint arXiv:2402.03079 | Gunnar Behrens Tom Beucler Fernando Iglesias-Suarez Sungduk Yu Pierre Gentine | 2024/2/5 |
Two-step hyperparameter optimization method: Accelerating hyperparameter search by using a fraction of a training dataset | Artificial Intelligence for the Earth Systems | Sungduk Yu Po-Lun Ma Balwinder Singh Sam Silva Mike Pritchard | 2024/1 |
Causally‐informed deep learning to improve climate models and projections | Journal of Geophysical Research: Atmospheres | Fernando Iglesias‐Suarez Pierre Gentine Breixo Solino‐Fernandez Tom Beucler Michael Pritchard | 2024/2/28 |
A Practical Probabilistic Benchmark for AI Weather Models | arXiv preprint arXiv:2401.15305 | Noah D Brenowitz Yair Cohen Jaideep Pathak Ankur Mahesh Boris Bonev | 2024/1/27 |
Residual Diffusion Modeling for Km-scale Atmospheric Downscaling | Morteza Mardani Noah Brenowitz Yair Cohen Jaideep Pathak Chieh-Yu Chen | 2024/1/4 | |
Application of the AI2 Climate Emulator to E3SMv2's global atmosphere model, with a focus on precipitation fidelity | Authorea Preprints | James PC Duncan Elynn Wu Jean-Christophe Golaz Peter Martin Caldwell Oliver Watt-Meyer | 2024/2/22 |
DiffObs: Generative Diffusion for Global Forecasting of Satellite Observations | arXiv preprint arXiv:2404.06517 | Jason Stock Jaideep Pathak Yair Cohen Mike Pritchard Piyush Garg | 2024/4/4 |
Stress-testing the coupled behavior of hybrid physics-machine learning climate simulations on an unseen, warmer climate | arXiv preprint arXiv:2401.02098 | Jerry Lin Mohamed Aziz Bhouri Tom Beucler Sungduk Yu Michael Pritchard | 2024/1/4 |
Huge Ensembles of Weather Extremes using the Fourier Forecasting Neural Network | William Collins Michael Pritchard Noah Brenowitz Yair Cohen Peter Harrington | 2024/3/7 | |
ClimSim: A large multi-scale dataset for hybrid physics-ML climate emulation | Advances in Neural Information Processing Systems | Sungduk Yu Walter Hannah Liran Peng Jerry Lin Mohamed Aziz Bhouri | 2024/2/13 |
Author Correction: Comparing storm resolving models and climates via unsupervised machine learning | Scientific Reports | Griffin Mooers Mike Pritchard Tom Beucler Prakhar Srivastava Harshini Mangipudi | 2024 |
Using neural networks to learn the forced response of the jet-stream to tropospheric temperature tendencies | Charlotte Connolly | 2023 | |
The key role of causal discovery to improve data-driven parameterizations in climate models | EGU General Assembly Conference Abstracts | Fernando Iglesias-Suarez Veronika Eyring Pierre Gentine Tom Beucler Michael Pritchard | 2023/5 |
ACE: A fast, skillful learned global atmospheric model for climate prediction | arXiv preprint arXiv:2310.02074 | Oliver Watt-Meyer Gideon Dresdner Jeremy McGibbon Spencer K Clark Brian Henn | 2023/10/3 |
Using neural networks to learn the Jet Stream forced response from natural variability | Artificial Intelligence for the Earth Systems | Charlotte Connolly Elizabeth A Barnes Pedram Hassanzadeh Mike Pritchard | 2023/4 |
Vertical resolution impacts explicit simulation of deep convection | Journal of Advances in Modeling Earth Systems | AM Jenney SL Ferretti MS Pritchard | 2023/10 |
Co-Authors
