Katherine E. V. Deck

A Generative AI Framework for Inferring Consistent Ocean Statistics at Depth Using Sea Surface Data

Understanding subsurface ocean dynamics is essential for quantifying oceanic heat and mass transport, but direct observations at depth remain sparse due to logistical and technological constraints. In contrast, satellite missions provide rich surface datasets—such as sea surface height, temperature, and salinity—that...