Research Article
The Daily Container Volumes Prediction of Storage Yard in Port with Long Short-Term Memory Recurrent Neural Network
Table 3
The prediction gap of three prediction methods.
| | Prediction gap | RMSE | Prediction error percentage | | Year | 2014 | 2015 | 2016 | 2017 | 2014 | 2015 | 2016 | 2017 |
| | ARIMA model | 89.67 | 84.85 | 83.11 | 78.09 | 13.00% | 12.66% | 12.59% | 12.37% | | BP neural network | 87.94 | 83.38 | 80.48 | 77.91 | 12.63% | 12.44% | 12.31% | 11.94% | | LSTM | 69.68 | 53.62 | 38.70 | 23.83 | 9.37% | 7.98% | 5.69% | 3.77% |
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