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inzicht - Ocean modeling
Improving Coarse-Resolution Ocean Simulations Using Deep Learning-Based Super-Resolution
A simulation with the ICON-O ocean model at 20 km resolution that is frequently corrected by a U-net-type neural network can achieve discretization errors similar to a simulation with 10 km resolution.
Optimizing Fourier Neural Operators for Accurate Ocean Dynamics Modeling through Multiobjective Hyperparameter Search
Leveraging advanced search algorithms for multiobjective optimization to streamline the development of Fourier neural operators tailored for accurate ocean modeling.
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