2024
DOI: 10.1029/2024gl110059
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Deep Learning Improves Global Satellite Observations of Ocean Eddy Dynamics

Scott A. Martin,
Georgy E. Manucharyan,
Patrice Klein

Abstract: Ocean eddies affect large‐scale circulation and induce a kinetic energy cascade through their non‐linear interactions. However, since global observations of eddy dynamics come from satellite altimetry maps that smooth eddies and distort their geometry, the strength of this cascade is underestimated. Here, we use deep learning to improve observational estimates of global surface geostrophic currents and explore the implications for the cascade. By synthesizing multi‐modal satellite observations of sea surface h… Show more

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