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Table 2 Model setup in the case of wave-load-on-deck under regular waves

From: Application of time series prediction techniques for coastal bridge engineering

 

XGBoost

LSTM

ARIMA

Training set size / %

80

60

67

Validation set size / %

–

20

–

Test set size / %

20

20

33

Single predict data volume

10

10

10

Predict steps

5

5

1