WebMar 15, 2024 · The TCN model is used in the research of time series prediction because of its long-term memory of time series. IWOA-TCN-Attention model firstly establishes a deep … WebNov 1, 2024 · In view of the difficult problem of ship attitude prediction accuracy and the features of ship attitude change, a prediction model of high accuracy of ship attitude …
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WebMay 18, 2024 · The prediction of ship motion uses the historical data of the ship for modeling and analysis to predict the trend in the future and adjust the ship’s navigation attitude in time to maintain the overall stability of the ship, which will effectively reduce the risk of ship navigation operations [ 2 ]. WebOct 18, 2024 · Accurate multi-step at a time prediction needs to capture long-term dependencies in the data.• The pre-training based on the mask strategy makes the model … christian women who smoke cigarettes
Research on High Accuracy Prediction of Ship Attitude …
WebAug 31, 2006 · Based on the robust least squares wave frequency estimator, a real-time algorithm for long-term prediction of ship rolling motion is proposed for fire control applications. Simulation results using actual ship motion measurements show that the proposed scheme does not only make the prediction problem of non-stationary ship … WebMar 15, 2024 · This paper proposes a ship motion attitude prediction model based on IWOA-TCN-Attention. Compared with other prediction models, this model has higher prediction accuracy. This paper improves the whale optimization algorithm from two aspects. The improved algorithm is more capable of parameter optimization. WebJul 15, 2024 · This paper proposes a prediction method of ship motion attitude with high accuracy based on the long short-term memory neural network. The model parameters should be initialized randomly, resulting in critical decreases of the nonlinear learning ability of current parameter optimization methods. Therefore, a multilayer heterogeneous … geovishap locations genshin impact