Research Article
A Novel Deep Learning-Based Data Analysis Model for Solar Photovoltaic Power Generation and Electrical Consumption Forecasting in the Smart Power Grid
Table 5
Comparison of deep learning models for forecasting electrical demand.
| Model | MSE | RMSE | MAE | MAPE (%) | R |
| SVM | 89 | 9.43 | 12.23 | 8.6 | 0.9855 | MLP | 0.25 | 0.50 | 5.82 | 1.5 | 0.9985 | LSTM | 0.01 | 0.06 | 1.56 | 0.6 | 0.9992 | ANFIS | 7.52 | 2.74 | 3.68 | 4.8 | 0.9912 | MLP-LSTM | 0.0023 | 0.047 | 0.01 | 0.1 | 0.9998 | MLP-LSTM-GA | 0.00012 | 0.002 | 0.005 | 0.014 | 0.9999 |
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