Simultaneous Emulation and Downscaling With Physically Consistent Deep Learning‐Based Regional Ocean Emulators

• Published in: Journal of geophysical research. Machine learning and computation Vol. 2; no. 3
• Main Authors: Lupin‐Jimenez, Leonard, Darman, Moein, Hazarika, Subhashis, Wu, Tianning, Gray, Michael, He, Ruyoing, Wong, Anthony, Chattopadhyay, Ashesh
• Format: Journal Article
• Language: English
• Published: 01.09.2025

Building upon recent advancements in AI‐driven atmospheric emulation, we present a novel framework for AI‐based ocean emulation, downscaling, and bias correction, with a specific focus on high‐resolution modeling of the regional ocean in the Gulf of Mexico. Emulating regional ocean dynamics poses di...