Blar i NTNU Open på forfatter "Li, Shiyang"
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Multi-step Ship Roll Motion Prediction Based on Bi-LSTM and Input Optimization
Li, Shiyang; Wang, Tongtong; Li, Guoyuan; Skulstad, Robert; Zhang, Houxiang (Chapter, 2023)Ship roll is a crucial metric in assessing the vessel's safety in offshore operations. This paper investigates input selection for predicting short-term ship roll motion using the Bidirectional Long Short-Term Memory Network ... -
Ship maneuvering model optimization for improved identification with less excitation
Li, Shiyang; Wang, Tongtong; Li, Guoyuan; Zhang, Houxiang (Peer reviewed; Journal article, 2023)The precise model of a ship is the foundation for its operation and control. The traditional methods of building such models are time-consuming and require large amounts of simulation data, sea trial experiments, or ... -
Short-term ship roll motion prediction using the encoder–decoder Bi-LSTM with teacher forcing
Li, Shiyang; Wang, Tongtong; Li, Guoyuan; Skulstad, Robert; Zhang, Houxiang (Peer reviewed; Journal article, 2024)The safety of maritime operations has become a paramount concern with the advancement of intelligent ships. Ship stability and safety are directly impacted by roll motion, making the prediction of short-term ship roll ...