Table 3 Error comparison results for all models with different step sizes.
Step | Metric | BO-informer | Informer | Transformer | GRU | LSTM |
|---|---|---|---|---|---|---|
1 | RMSE(mV) | 9.118 | 64.318 | 60.235 | 71.128 | 73.149 |
MSE(mV) | 0.0831 | 4.1369 | 3.6283 | 5.0592 | 5.3508 | |
MAE(mV) | 6.708 | 57.077 | 58.075 | 60.138 | 60.439 | |
2 | RMSE(mV) | 50.129 | 100.459 | 110.492 | 171.347 | 172.382 |
MSE(mV) | 2.5218 | 10.092 | 12.2085 | 29.3598 | 29.7156 | |
MAE(%) | 41.843 | 81.873 | 87.287 | 130.054 | 129.374 | |
3 | RMSE(mV) | 76.185 | 160.492 | 179.643 | 242.739 | 243.784 |
MSE(mV) | 5.804 | 25.758 | 32.272 | 58.922 | 59.431 | |
MAE(%) | 62.048 | 126.071 | 139.16 | 187.08 | 184.085 |
