3 papers
cs.LG2025
A Physics Prior-Guided Dual-Stream Attention Network for Motion Prediction of Elastic Bragg Breakwaters
Lianzi Jiang, Jianxin Zhang, Xinyu Han +2
Accurate motion response prediction for elastic Bragg breakwaters is critical for their structural safety and operational integrity in marine environments. However, conventional de…
cs.LG2025
A Causality- and Frequency-Aware Deep Learning Framework for Wave Elevation Prediction Behind Floating Breakwaters
Jianxin Zhang, Lianzi Jiang, Xinyu Han +1
Predicting the elevations of nonlinear wave fields behind floating breakwaters (FBs) is crucial for optimizing coastal engineering structures, enhancing safety, and improving desig…
cs.LG2025
A Novel Framework for Significant Wave Height Prediction based on Adaptive Feature Extraction Time-Frequency Network
Jianxin Zhang, Lianzi Jiang, Xinyu Han +1
Precise forecasting of significant wave height (Hs) is essential for the development and utilization of wave energy. The challenges in predicting Hs arise from its non-linear and n…