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A framework for assessing and understanding sources of error in Earth System Model emulation
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Reduced-Order Modeling of Cyclo-Stationary Time Series Using Score-Based Generative Methods
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Score-based generative emulation of impact-relevant Earth system model outputs
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Statistical Parameter Calibration with the Generalized Fluctuation Dissipation Theorem and Generative Modeling
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Surface to Seafloor: A Generative AI Framework for Decoding the Ocean Interior State
This preprint presents a generative AI framework for inferring the interior state of the ocean from surface observations. The method …
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KGMM: A K-means Clustering Approach to Gaussian Mixture Modeling for Score Function Estimation
We propose a hybrid method for accurately estimating the score function – the gradient of the logarithm of a system’s …
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High-level, high-resolution ocean modeling at all scales with Oceananigans
This paper presents the vision, user interface, governing equations, and numerical methods that underpin Oceananigans, a new …
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A Modified Bisecting K-Means for Approximating Transfer Operators: Application to the Lorenz Equations
We investigate the convergence behavior of the extended dynamic mode decomposition for constructing a discretization of the continuity …
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A Statistical Emulator Design for Averaged Climate Fields
This preprint introduces a statistical emulator designed to represent averaged climate fields. The emulator aims to efficiently …
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Stochastic Emulators of Spatially Resolved Extreme Temperatures of Earth System Models
This preprint introduces stochastic emulators designed to capture spatially resolved extreme temperature events in Earth System Models. …
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