Bridging global offshore waves and nearshore coastal conditions with deep learning

Abstract

This capsule contains the source code and data for SWAN-TC, a physics-guided hybrid framework for high-resolution nearshore wave prediction. It includes the full implementation of the SWAN-T (Transformer surrogate), SWAN-C (residual correction), and the integrated SWAN-TC models. Key Contents: 1、Model Code. 2、Visualization Data: Processed datasets required to generate the figures. 3、Reproducibility: Clicking "Reproducible Run" will execute the main script to generate the figures presented in the main text of the manuscript.