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Chuang Xu

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Open access Oct 2026

Shallow-water Seafloor Topography Refinement Using Sentinel-2 and Multi-Source Gravity Data via a Depth-Stratified XGBoost Approach

Shallow-water depth data serve as the essential foundation for marine spatial planning and coastal engineering projects. However, due to the attenuation of spectral signals, traditional retrieval of shallow-water seafloor topography struggles to maintain high accuracy in highly turbid waters and deeper areas. Further...

Hao Liu, Guo-Jun Xu, Chang-Xuan Lin et al. · 0 citations
Open access Jul 2026

Machine Learning-Driven Lateral Density Variation for High-Precision Bathymetry: Central-Northern South China Sea

By coupling neural network-derived density modelling with physically rigorous inversion, the approach overcomes limitations of uniform-density assumptions while retaining interpretability, providing an efficient and reliable approach to high-precision seafloor mapping in geologically complex regions.

Chunhong Wu, Chuang Xu, Laiyong Song et al. · 0 citations

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