Amazing stuff! We are still at the very beginning to understand this field of research!
Just a quick reminder in this context: Global Warming is a hoax/Climate Change is a religion. Much of it is based on 100 year projections by junk climate models. We still do not understand how climate works so modeling is still at best amateurish at worst propaganda and demagoguery!
From the abstract:
"Wave breaking is the main mechanism that dissipates energy input into ocean waves by wind and transferred across the spectrum by nonlinearity. It determines the properties of a sea state and plays a crucial role in ocean-atmosphere interaction, ocean pollution, and rogue waves. Owing to its turbulent nature, wave breaking remains too computationally demanding to solve using direct numerical simulations except in simple, short-duration circumstances. To overcome this challenge, we present a blended machine learning framework in which a physics-based nonlinear evolution model for deep-water, non-breaking waves and a recurrent neural network are combined to predict the evolution of breaking waves. We use wave tank measurements rather than simulations to provide training data and use a long short-term memory neural network to apply a finite-domain correction to the evolution model. ..."
Nonlinear wave evolution with data-driven breaking (open access)
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