Theo dõi
Michael S. Pritchard
Michael S. Pritchard
Associate Professor of Earth System Science, University of California Irvine
Email được xác minh tại uci.edu - Trang chủ
Tiêu đề
Trích dẫn bởi
Trích dẫn bởi
Năm
Deep learning to represent subgrid processes in climate models
S Rasp, MS Pritchard, P Gentine
Proceedings of the national academy of sciences 115 (39), 9684-9689, 2018
8822018
Could machine learning break the convection parameterization deadlock?
P Gentine, M Pritchard, S Rasp, G Reinaudi, G Yacalis
Geophysical Research Letters 45 (11), 5742-5751, 2018
4892018
Enforcing analytic constraints in neural networks emulating physical systems
T Beucler, M Pritchard, S Rasp, J Ott, P Baldi, P Gentine
Physical review letters 126 (9), 098302, 2021
3272021
The ongoing need for high-resolution regional climate models: Process understanding and stakeholder information
WJ Gutowski Jr, PA Ullrich, A Hall, LR Leung, TA O’Brien, CM Patricola, ...
Bulletin of the American Meteorological Society 101 (5), E664-E683, 2020
1662020
Zonally contrasting shifts of the tropical rain belt in response to climate change
A Mamalakis, JT Randerson, JY Yu, MS Pritchard, G Magnusdottir, ...
Nature climate change 11 (2), 143-151, 2021
1572021
A fortran‐keras deep learning bridge for scientific computing
J Ott, M Pritchard, N Best, E Linstead, M Curcic, P Baldi
Scientific Programming 2020 (1), 8888811, 2020
1462020
Interpreting and stabilizing machine-learning parametrizations of convection
ND Brenowitz, T Beucler, M Pritchard, CS Bretherton
Journal of the Atmospheric Sciences 77 (12), 4357-4375, 2020
1302020
Forest response to rising CO2 drives zonally asymmetric rainfall change over tropical land
GJ Kooperman, Y Chen, FM Hoffman, CD Koven, K Lindsay, MS Pritchard, ...
Nature Climate Change 8 (5), 434-440, 2018
1222018
Orogenic propagating precipitation systems over the United States in a global climate model with embedded explicit convection
MS Pritchard, MW Moncrieff, RCJ Somerville
Journal of the Atmospheric Sciences 68 (8), 1821-1840, 2011
1212011
Constraining the influence of natural variability to improve estimates of global aerosol indirect effects in a nudged version of the Community Atmosphere Model 5
GJ Kooperman, MS Pritchard, SJ Ghan, M Wang, RCJ Somerville, ...
Journal of Geophysical Research: Atmospheres 117 (D23), 2012
1092012
Causal evidence that rotational moisture advection is critical to the superparameterized Madden–Julian oscillation
MS Pritchard, CS Bretherton
Journal of the Atmospheric Sciences 71 (2), 800-815, 2014
922014
Robust effects of cloud superparameterization on simulated daily rainfall intensity statistics across multiple versions of the Community Earth System Model
G Kooperman, MS Pritchard, M Burt, MD Branson, DA Randall
Journal of Advances in Modeling Earth Systems 8, 2016
842016
Achieving conservation of energy in neural network emulators for climate modeling
T Beucler, S Rasp, M Pritchard, P Gentine
arXiv preprint arXiv:1906.06622, 2019
832019
Assessing the diurnal cycle of precipitation in a multi‐scale climate model
MS Pritchard, RCJ Somerville
Journal of Advances in Modeling Earth Systems 1 (4), 2009
792009
Why Does Amazon Precipitation Decrease When Tropical Forests Respond to Increasing CO2?
B Langenbrunner, MS Pritchard, GJ Kooperman, JT Randerson
Earth's future 7 (4), 450-468, 2019
692019
Climate-invariant machine learning
T Beucler, P Gentine, J Yuval, A Gupta, L Peng, J Lin, S Yu, S Rasp, ...
Science Advances 10 (6), eadj7250, 2024
672024
The effect of plant physiological responses to rising CO2 on global streamflow
MD Fowler, GJ Kooperman, JT Randerson, MS Pritchard
Nature Climate Change 9 (11), 873-879, 2019
632019
Vertical structure and physical processes of the Madden‐Julian oscillation: Linking hindcast fidelity to simulated diabatic heating and moistening
NP Klingaman, SJ Woolnough, X Jiang, D Waliser, PK Xavier, J Petch, ...
Journal of Geophysical Research: Atmospheres 120 (10), 4690-4717, 2015
602015
Toward low‐cloud‐permitting cloud superparameterization with explicit boundary layer turbulence
H Parishani, MS Pritchard, CS Bretherton, MC Wyant, M Khairoutdinov
Journal of Advances in Modeling Earth Systems 9 (3), 1542-1571, 2017
572017
Assessing the potential of deep learning for emulating cloud superparameterization in climate models with real‐geography boundary conditions
G Mooers, M Pritchard, T Beucler, J Ott, G Yacalis, P Baldi, P Gentine
Journal of Advances in Modeling Earth Systems 13 (5), e2020MS002385, 2021
562021
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