Research Article
Comparison and Optimization of Neural Networks and Network Ensembles for Gap Filling of Wind Energy Data
Table 8
Summary of the results for the target site Suedlohn in the Westphalian Basin within the area of the North German Plain.
| | Target variable | Input variables | Network type | Network topology | RMSE (kWh) | |
| | | MLP | 5-6-1 | 1154 | 0.95 | | | MLP | 5-13-1 | 1092 | 0.95 | | | RBF | 5-33-1 | 1153 | 0.95 | | | RBF | 5-25-1 | 513 | 0.97 | | | RBF | 5-21-1 | 588 | 0.96 | | | MLP | 5-8-1 | 627 | 0.96 | | | MLP | 5-8-1 | 917 | 0.97 | | | RBF | 5-15-1 | 1179 | 0.95 | | | RBF | 5-17-1 | 1026 | 0.96 |
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