Research Article
Application of Fuzzy-RBF-CNN Ensemble Model for Short-Term Load Forecasting
Table 3
MAPEs for the proposed model and standard models.
| Day ahead | Persistence method | MLR | SVM | ML-SVM | LSTM | Fuzzy-RBFNN | Fuzzy-RBF-CNN |
| 1 | 5.90 | 3.45 | 3.00 | 1.93 | 1.80 | 1.85 | 1.57 | 2 | 7.72 | 3.78 | 3.25 | 2.19 | 1.90 | 1.95 | 1.63 | 3 | 6.33 | 3.81 | 3.30 | 2.29 | 1.85 | 1.95 | 1.65 | 4 | 6.70 | 3.94 | 3.50 | 2.45 | 2.20 | 1.97 | 1.63 | 5 | 6.70 | 4.08 | 3.61 | 2.50 | 2.19 | 2.00 | 1.68 | 6 | 6.01 | 4.11 | 3.68 | 2.54 | 2.17 | 2.01 | 1.69 | 7 | 7.85 | 4.14 | 3.70 | 2.60 | 2.20 | 2.05 | 1.72 |
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