Open access
2026
Can a Single Profile Reveal the Three-Dimensional Ocean Temperature Field in Its Surrounding Region? A Lightweight Deep Learning Proof of Concept
This work provides the first proof-of-concept for the profile-to-3D-field paradigm, demonstrating that a single profile contains recoverable information about its spatial context and creates new opportunities for integrating sparse in situ data with satellite observations.
G. Zheng, Xuan-Wei Wan, Lizhang Zhou et al.
· IEEE Journal of Selected Top... · 0 citations