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Controls on the ocean response to idealized Antarctic meltwater input
Antarctic meltwater is expected to increase throughout the coming centuries and impact sea level, ocean circulation, and the coupled …
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Design and implementation of a data-driven parameterization for mesoscale thickness fluxes
Mesoscale eddies are a major sink of available potential energy (APE) in the ocean. When these eddies are not resolved or only …
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CAMulator: Fast Emulation of the Community Atmosphere Model
We introduce CAMulator version 1, an auto-regressive machine-learned (ML) emulator of the Community Atmosphere Model version 6 (CAM6) …
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Uncertainty-permitting machine learning reveals sources of dynamic sea level predictability across daily-to-seasonal timescales
Reliable dynamic sea level forecasts are hindered by numerous sources of uncertainty on daily-to-seasonal timescales (1-180 days) due …
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An Analysis of Deep Learning Parameterizations for Ocean Subgrid Eddy Forcing
Due to computational constraints, climate simulations cannot resolve a range of small-scale physical processes, which have a …
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A Monte Carlo Framework for Calibrated Uncertainty Estimation in Sequence Prediction
Probabilistic prediction of sequences from images and other high-dimensional data is a key challenge, particularly in risk-sensitive …
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Transfer Learning for Emulating Ocean Climate Variability across CO2 forcing
With the success of machine learning (ML) applied to climate reaching further every day, emulators have begun to show promise not only …
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The sensitivity of regional sea level changes to the depth of Antarctic meltwater fluxes
Regional patterns of sea level rise are affected by a range of factors including glacial melting, which has occurred in recent decades …
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Building Ocean Climate Emulators
The current explosion in machine learning for climate has led to skilled, computationally cheap emulators for the atmosphere. However, …
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Exploring the non-stationarity of coastal sea level probability distributions
Studies agree on a significant global mean sea level rise in the 20th century and its recent 21st century acceleration in the satellite …
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