A Novel Short-Term Ship Motion Prediction Algorithm Based on EMD and Adaptive PSO–LSTM with the Sliding Window Approachship motion attitude predictiondeep learningsliding window techniqueparameter optimization algorithmUnder the influence of variable sea conditions, a ship will have an oscillating motion ...
It can be seen that LSTM and BiLSTM had better fitting performance. In order to prove that EMD and adaptive PSO are both effective methods in improving LSTM for short-term ship attitude prediction, EMD–LSTM and adaptive PSO–LSTM were chosen for comparison, and the statistical results of ...