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Corey Trahan

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#machine learning Open access Apr 2026

Operator learning for predicting bulk wave parameters of spectral wave models

This work explores a proof-of-concept application of Deep Operator Networks (DeepONets) as a surrogate for the Simulating WAves Nearshore (SWAN) numerical wave model, and demonstrates consistently high accuracy in predicting the significant wave height and the x- and y- components of the radiation stress gradient.

Shukai Cai, Sourav Dutta, Mark Loveland et al. · 0 citations

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