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Tristan C. Ballard

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#machine learning Preprint Sep 2026

Distilling deep optical flow stereo methods to retrieve dense three-dimensional wind fields

Geostationary atmospheric motion vectors (AMVs) provide the dense horizontal wind vectors (u,v) and heights ingested into data assimilation systems. Traditional AMVs track features using window-based cross-correlation and estimate heights via infrared brightness temperatures paired with numerical weather prediction (NW...

T. Vandal, Dong L. Wu, J. Carr et al. · 0 citations

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