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Modeling of ship maneuvering motion using neural networks
Authors:Weilin Luo  Zhicheng Zhang
Institution:1.School of Mechanical Engineering and Automation,Fuzhou University,Fujian,China;2.Fujian Province Key Laboratory of Structural Performances in Ship and Ocean Engineering,Fuzhou,China
Abstract:In this paper, Neural Networks (NNs) are used in the modeling of ship maneuvering motion. A nonlinear response model and a linear hydrodynamic model of ship maneuvering motion are also investigated. The maneuverability indices and linear non-dimensional hydrodynamic derivatives in the models are identified by using two-layer feed forward NNs. The stability of parametric estimation is confirmed. Then, the ship maneuvering motion is predicted based on the obtained models. A comparison between the predicted results and the model test results demonstrates the validity of the proposed modeling method.
Keywords:
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