Table 2. Hyperparameter settings of the forecasting model.
| Method | Parameters | Values |
|---|---|---|
| LSTM | Time step | 5, 10, 15 |
| Number of hidden layers | 3 | |
| Number of units | 128, 64, 16 | |
| Activation function | ReLU | |
| Optimizer | Adam | |
| Loss function | Mean square error | |
| Regularization | Early stopping | |
| Max number of epochs | 200 | |
| SVR | Time step | 5, 10, 15 |
| Kernel function | Linear | |
| Cost | 10 | |
| Epsilon | 0.001 | |
| Cross-validation | 5-fold |