基于4种长短时记忆神经网络组合模型的畸形波预报

赵勇, 苏丹

Rogue Wave Prediction Based on Four Combined Long Short-Term Memory Neural Network Models

ZHAO Yong, SU Dan

表3 各种模型预报平均相对误差比较

Tab.3 Comparison of average relative error of different models

工况 em LSTM LSTM- CNN LSTM- ARIMA LSTM- EMD LSTM- Kalman 1 0.2838 0.1557 0.1621 0.1987 0.2047 2 1.0637 0.2685 0.3240 0.5965 0.6789 3 0.2664 0.1307 0.1413 0.2079 0.2366