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 7
Comparison of photovoltaic power generation forecasting models.
| Model | MSE | RMSE | MAE | MAPE (%) | R |
| SVM | 6.90 | 2.62 | 2.25 | 1.22 | 0.99342 | MLP | 6.02 | 2.45 | 1.56 | 1.15 | 0.99697 | LSTM | 6.11 | 2.47 | 1.85 | 1.02 | 0.99553 | ANFIS | 6.03 | 2.45 | 1.96 | 1.45 | 0.99334 | MLP-LSTM | 5.86 | 2.42 | 1.23 | 0.25 | 0.99716 | MLP-LSTM-GA | 1.25 | 1.11 | 0.58 | 0.04 | 0.99999 |
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