Table 2.
Performance comparison of LSTM models.
| Model | Δt | m | MSE | RMSE | R 2 | MAPE | Accuracy (%) |
|---|---|---|---|---|---|---|---|
| Unidirectional dual-layer LSTM | 8 | 1 | 751150.9776 | 866.6897 | 0.9962 | 2.8881 | 46.9163 |
| Bidirectional LSTM | 8 | 1 | 752803.4835 | 867.6425 | 0.9962 | 2.8641 | 45.5044 |
Performance comparison of LSTM models.
| Model | Δt | m | MSE | RMSE | R 2 | MAPE | Accuracy (%) |
|---|---|---|---|---|---|---|---|
| Unidirectional dual-layer LSTM | 8 | 1 | 751150.9776 | 866.6897 | 0.9962 | 2.8881 | 46.9163 |
| Bidirectional LSTM | 8 | 1 | 752803.4835 | 867.6425 | 0.9962 | 2.8641 | 45.5044 |