Table 4.
Comparative analysis of DL models for horizon 15.
| Model | RMSE | MAE | MAPE | MSLE | Time (s) |
|---|---|---|---|---|---|
| NBEATSx | 6.36
|
5.82
|
1.79
|
3.30
|
3.32
|
| LSTM | 1.39
|
1.38
|
4.04
|
1.18
|
2.91
|
| GRU | 5.68
|
4.51
|
1.24
|
1.82
|
2.69
|
| DeepAR | 3.55
|
3.51
|
1.00 | 6.39
|
6.52
|
| TFT | 4.85
|
4.05
|
1.24
|
2.04
|
2.03 |
| Informer | 3.54
|
3.51
|
9.99
|
4.53
|
1.50 |
| PatchTST | 5.95
|
5.16
|
1.57
|
2.76
|
3.80
|
| FEDformer | 2.89
|
2.84
|
8.49
|
3.86
|
2.73 |
| TCN | 1.69
|
1.45
|
4.28
|
2.44
|
3.98
|
| TimesNet | 1.27
|
1.01
|
3.16
|
1.03
|
3.73 |
| Ours |
9.28
|
7.37
|
2.20
|
6.88
|
1.90
|