Author

Zhengfeng Huang

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Open access Jul 2026

A Vessel-Aware Graph Neural Network Framework for Port Motorway Traffic State Estimation

A novel TSE method named HGCN-VA is proposed, enabling a real-time inductive inference based on a graph neural network (GNN), and extensive experiments demonstrate that HGCN-VA outperforms baselines in TSE accuracy.

Xiwen Lou, Zhengfeng Huang, Hang Yang et al. · Sustainability · 0 citations