Research Article
Application of Fuzzy-RBF-CNN Ensemble Model for Short-Term Load Forecasting
Table 7
RMSEs for the proposed model and standard models.
| Days ahead | Persistence | 24 h-MLR | 24 h-SVM | ML-SVM | Fuzzy-RBFNN | Fuzzy-RBF-CNN |
| 1 | 102.69 | 84.55 | 60.34 | 44.35 | 64.12 | 56.40 | 2 | 125.11 | 99.48 | 65.52 | 50.48 | 67.93 | 60.35 | 3 | 126.30 | 101.88 | 78.72 | 74.11 | 70.93 | 64.01 | 4 | 134.28 | 100.72 | 99.55 | 76.85 | 73.02 | 66.45 | 5 | 140.56 | 115.51 | 132.49 | 58.38 | 74.32 | 67.65 | 6 | 144.20 | 120.17 | 178.45 | 59.11 | 75.01 | 68.08 | 7 | 119.02 | 139.20 | 222.56 | 69.31 | 75.94 | 69.12 |
|
|