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Author Correction: Comparing storm resolving models and climates via unsupervised machine learning.
Sci Rep. 2024 Mar 28;14(1):7391. doi: 10.1038/s41598-024-57767-8.
Sci Rep. 2024.
PMID: 38548802
Free PMC article.
No abstract available.
Climate-invariant machine learning.
Beucler T, Gentine P, Yuval J, Gupta A, Peng L, Lin J, Yu S, Rasp S, Ahmed F, O'Gorman PA, Neelin JD, Lutsko NJ, Pritchard M.
Beucler T, et al.
Sci Adv. 2024 Feb 9;10(6):eadj7250. doi: 10.1126/sciadv.adj7250. Epub 2024 Feb 7.
Sci Adv. 2024.
PMID: 38324696
Free PMC article.
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Comparing storm resolving models and climates via unsupervised machine learning.
Mooers G, Pritchard M, Beucler T, Srivastava P, Mangipudi H, Peng L, Gentine P, Mandt S.
Mooers G, et al. Among authors: beucler t.
Sci Rep. 2023 Dec 15;13(1):22365. doi: 10.1038/s41598-023-49455-w.
Sci Rep. 2023.
PMID: 38102176
Free PMC article.
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Deep Learning Based Cloud Cover Parameterization for ICON.
Grundner A, Beucler T, Gentine P, Iglesias-Suarez F, Giorgetta MA, Eyring V.
Grundner A, et al. Among authors: beucler t.
J Adv Model Earth Syst. 2022 Dec;14(12):e2021MS002959. doi: 10.1029/2021MS002959. Epub 2022 Dec 14.
J Adv Model Earth Syst. 2022.
PMID: 37035630
Free PMC article.
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Non-Linear Dimensionality Reduction With a Variational Encoder Decoder to Understand Convective Processes in Climate Models.
Behrens G, Beucler T, Gentine P, Iglesias-Suarez F, Pritchard M, Eyring V.
Behrens G, et al. Among authors: beucler t.
J Adv Model Earth Syst. 2022 Aug;14(8):e2022MS003130. doi: 10.1029/2022MS003130. Epub 2022 Aug 13.
J Adv Model Earth Syst. 2022.
PMID: 36245669
Free PMC article.
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Enforcing Analytic Constraints in Neural Networks Emulating Physical Systems.
Beucler T, Pritchard M, Rasp S, Ott J, Baldi P, Gentine P.
Beucler T, et al.
Phys Rev Lett. 2021 Mar 5;126(9):098302. doi: 10.1103/PhysRevLett.126.098302.
Phys Rev Lett. 2021.
PMID: 33750168
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