Wenfang Lu

Achieve Medium‐Range SST Forecast by Rolling 1‐Day Deep Learning

Abstract Deep learning has revolutionized short‐term Sea Surface Temperature (SST) forecasting, but often struggles with cumulative error propagation and operational complexity in medium‐range predictions. To achieve lightweight and temporally continuous SST forecast, this study...

Bridging global offshore waves and nearshore coastal conditions with deep learning

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....