Research Article
Application of Fuzzy-RBF-CNN Ensemble Model for Short-Term Load Forecasting
Table 6
MAPEs for the proposed model and standard models.
| Days ahead | Persistence | 24 h-MLR | 24 h-SVM | ML-SVM | LSTM | Fuzzy-RBFNN | Fuzzy-RBF-CNN |
| 1 | 6.15 | 3.95 | 3.58 | 2.85 | 2.20 | 3.28 | 1.90 | 2 | 5.51 | 4.25 | 3.89 | 2.38 | 2.25 | 3.68 | 3.35 | 3 | 6.87 | 6.95 | 5.85 | 4.66 | 3.75 | 3.89 | 3.52 | 4 | 6.51 | 6.05 | 5.01 | 4.82 | 4.05 | 3.08 | 2.70 | 5 | 7.08 | 6.45 | 5.25 | 4.95 | 4.37 | 4.18 | 3.89 | 6 | 8.68 | 6.28 | 7.17 | 6.03 | 5.47 | 4.28 | 2.90 | 7 | 8.78 | 7.45 | 7.69 | 6.18 | 5.98 | 4.38 | 4.01 |
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