Exploring the use of machine learning to parameterize vertical mixing in the ocean surface boundary layer

• Published in: Ocean modelling (Oxford) Vol. 176; p. 102059
• Main Authors: Liang, Jun-Hong, Yuan, Jianguo, Wan, Xiaoliang, Liu, Jinliang, Liu, Bingqing, Jang, Hakun, Tyagi, Mayank
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.08.2022
• Subjects: Machine learning; Mixing; Ocean surface boundary layer; Parameterization; Ocean surface boundary layer; Mixing; Parameterization; Machine learning

In ocean and climate models, the simulation of upper-ocean temperature and salinity depends on mixing parameterizations for ocean surface boundary layer turbulence. Existing mixing parameterizations are based on physical principles with empirical parameters. However, they are still imperfect, leadin...