Table 3:
Model | RMSE | RRMSE(%) | Error Reduction | ||||||
---|---|---|---|---|---|---|---|---|---|
1st day | 7th day | 14th day | 1st day | 7th day | 14th day | 1st day | 7th day | 14th day | |
Persistence | 94151.72 | 71901.03 | 109661.49 | 51.93 | 39.65 | 60.48 | — | — | — |
Autoregressive | 91127.52 | 1.334×108 | 8.8278×1011 | 50.26 | 73574.39 | 4.869×108 | 0.968 | 1855.33 | 8.05×106 |
GRU | 41298.1 | 38823.91 | 57823.73 | 22.78 | 21.41 | 31.89 | 0.439 | 0.54 | 0.527 |
LSTM | 32536.62 | 39022.06 | 60314.95 | 17.94 | 21.52 | 33.26 | 0.346 | 0.543 | 0.55 |
TC-LSTM | 37139.2 | 41291.44 | 55759.71 | 20.48 | 22.77 | 30.75 | 0.394 | 0.574 | 0.508 |
TC-biLSTM | 16426.44 | 35465.95 | 62286.61 | 9.06 | 19.56 | 34.35 | 0.174 | 0.493 | 0.568 |
biLSTM | 13569.52 | 27533.97 | 51447.97 | 7.48 | 15.18 | 28.37 | 0.144 | 0.382 | 0.469 |
FIGI-Net | 12726.38 | 28045.28 | 50654.95 | 7.02 | 15.47 | 27.94 | 0.135 | 0.39 | 0.462 |