Table 1:
Model | RMSE | RRMSE(%) | Error Reduction | ||||||
---|---|---|---|---|---|---|---|---|---|
1st day | 7th day | 14th day | 1st day | 7th day | 14th day | 1st day | 7th day | 14th day | |
Persistence | 45.11±176.33 | 29.71±133.62 | 36.56±152.9 | 83.13±111.19 | 50.48±48.18 | 65.48±69.41 | — | — | — |
Autoregressive | 44.43±209.3 | 49.15±9.68×104 | 65.91±3.17×109 | 81.57±95.71 | 83.87±3.18×104 | 103.16±8.72×108 | 1.01±1.13 | 1.5±702.98 | 1.54±1.12×107 |
GRU | 18.62±101.65 | 19.23±106.35 | 23.75±118.99 | 33.26±24.04 | 34.45±25.11 | 43.61±25.27 | 0.49±0.3 | 0.68±0.4 | 0.7±0.33 |
LSTM | 18.44±91..71 | 18.01±104.53 | 22.83±118.66 | 31.29±24.09 | 33.37±25.08 | 42.04±24.9 | 0.46±0.3 | 0.64±0.4 | 0.7±0.33 |
TC-LSTM | 19.03±105.94 | 19.22±112.28 | 23.56±123.17 | 33.19±23.1 | 35.09±26.23 | 43.84±25.97 | 0.49±0.3 | 0.7±0.4 | 0.72±0.34 |
TC-biLSTM | 10.47±59.91 | 12.96±80.49 | 23.66±115.85 | 17.08±20.25 | 23.03±30.25 | 44.33±37.06 | 0.25±0.24 | 0.43±0.51 | 0.73±0.4 |
biLSTM | 6.53±34.9 | 8..29±62.98 | 20.51±98.42 | 9.83±18.41 | 14.28±34.5 | 40.01±34.98 | 0.15±0.22 | 0.25±0.54 | 0.66±0.4 |
FIGI-Net | 4.34±26.44 | 5.98±61.22 | 19.79±100.08 | 6.98±17.73 | 9.92±37.31 | 39.73±34.99 | 0.1±0.22 | 0.17±0.57 | 0.65±0.42 |