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Jun-Ying Bi

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Open access Sep 2026

Physics-Informed Neural Network Framework for Ship Roll Motion Prediction with Adaptive Loss Balancing

Accurate prediction of ship roll motion is essential for maritime safety and stability assessment. Physics-based methods can provide physically interpretable predictions, but high-fidelity numerical simulations usually require considerable computational resources, limiting their application to efficient and long durati...

Li-Feng Hu, Xin-Yu Mu, Jie Liu et al. · 0 citations

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