Electricity consumption forecasting on Dataset 1
1,990.87MAE (kWh)WSB
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| WSBModel Category=Proposed Models2026.05 | 1,990.87 | 13.9 | |
| GA-LSTMModel Category=Proposed Models2026.05 | 2,264.5 | 15.35 | |
| Exponential SmoothingModel Category=Traditional Time Series Models2026.05 | 3,207.78 | 21.82 | |
| GA-RFModel Category=Proposed Models2026.05 | 3,211.33 | 21.83 | |
| GA-SVRModel Category=Proposed Models2026.05 | 3,247.42 | 22.12 | |
| ARIMAModel Category=Traditional Time Series Models2026.05 | 3,322.17 | 22.65 | |
| GA-XGBoostModel Category=Proposed Models2026.05 | 3,760.75 | 24.45 | |
| GA-ESNModel Category=Other Artificial Neural Network Models2026.05 | 3,951.25 | 26.3 | |
| Double Exponential SmoothingModel Category=Traditional Time Series Models2026.05 | 4,190.56 | 30.1 | |
| Holt-Winters MultiplicativeModel Category=Traditional Time Series Models2026.05 | 4,534.49 | 33.84 | |
| GA-CNNModel Category=Other Artificial Neural Network Models2026.05 | 5,083.75 | 39.03 | |
| Holt-Winters AdditiveModel Category=Traditional Time Series Models2026.05 | 5,415.74 | 43.31 |