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Works (7)

Enforcing Conservation Laws in Neural Operators for Earth System Modeling

2025-03-15 | Preprint
DOI: 10.5194/egusphere-egu25-19180
Contributors: Alistair White; Valentin Duruisseaux; Boris Bonev; Kamyar Azizzadenesheli; Anima Anandkumar; Niklas Boers
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Two Methods for Constraining Neural Differential Equations

2025-01-20 | Preprint
DOI: 10.5194/egusphere-egu24-16149
Contributors: Alistair White; Niki Kilbertus; Maximilian Gelbrecht; Niklas Boers
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SpeedyWeather.jl: Reinventing atmospheric general circulation models towards interactivity and extensibility

Journal of Open Source Software
2024-06-07 | Journal article
DOI: 10.21105/joss.06323
Contributors: Milan Klöwer; Maximilian Gelbrecht; Daisuke Hotta; Justin Willmert; Simone Silvestri; Gregory L Wagner; Alistair White; Sam Hatfield; Tom Kimpson; Navid C Constantinou et al.
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Bias correction and downscaling of precipitation simulations from Earth system models with generative machine learning

2024-01-11 | Preprint
DOI: 10.5194/dkt-13-44
Contributors: Philipp Hess; Maximilian Gelbrecht; Michael Aich; Baoxiang Pan; Alistair White; Sebastian Bathiany; Niklas Boers
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Differentiable programming for Earth system modeling

Geoscientific Model Development
2023-06-02 | Journal article
DOI: 10.5194/gmd-16-3123-2023
Contributors: Maximilian Gelbrecht; Alistair White; Sebastian Bathiany; Niklas Boers
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Stabilized Neural Differential Equations for Hybrid Modeling with Conservation Laws

2023-05-15 | Preprint
DOI: 10.5194/egusphere-egu23-9285
Contributors: Alistair White; Niklas Boers
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Differentiable Programming for Earth System Modeling

2022-09-30 | Preprint
DOI: 10.5194/egusphere-2022-875
Contributors: Maximilian Gelbrecht; Alistair White; Sebastian Bathiany; Niklas Boers
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