Research Article
A Weak-Coupling Flow-Power Forecasting Method for Small Hydropower Station Group
Table 4
Comparison of the 120-hour-ahead prediction performance of each migration prediction method.
| | | Basin 498 | Basin 260 | Basin 32 |
| TFT model | NSE | 0.03 | -0.05 | -0.31 | TPE | 0.27 | 0.78 | 0.96 | NRMSE | 0.30 | 0.94 | 1.45 |
| Ordinary fine-tuning | NSE | 0.06 | 0.23 | 0.08 | TPE | 0.28 | 0.40 | 0.63 | NRMSE | 0.30 | 0.77 | 1.54 |
| Pretrain-fine-tune TFT model | NSE | 0.36 | 0.42 | 0.13 | TPE | 0.24 | 0.34 | 0.61 | NRMSE | 0.13 | 0.69 | 1.51 |
| -fold cross-validation fine-tuning | NSE | 0.54 | 0.36 | 0.27 | TPE | 0.22 | 0.33 | 0.34 | NRMSE | 0.08 | 0.70 | 0.77 |
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