Table 3 Performance metrics evolution for Kaggle wind turbine SCADA dataset by Karaman49.
ML models | Performance evaluation on training data set | Performance evaluation on testing data set | ||||||
---|---|---|---|---|---|---|---|---|
MAE | MSE | RMSE | R2 | MAE | MSE | RMSE | R2 | |
ANN | 0.0224 | 0.0057 | 0.0757 | 0.9345 | 0.0245 | 0.006 | 0.0787 | 0.9301 |
CNN | 0.0218 | 0.0054 | 0.0732 | 0.9388 | 0.0235 | 0.0055 | 0.0742 | 0.9378 |
RNN | 0.0196 | 0.0038 | 0.0615 | 0.9567 | 0.0218 | 0.0043 | 0.0656 | 0.9514 |
LSTM | 0.0179 | 0.0027 | 0.0517 | 0.9694 | 0.0209 | 0.0038 | 0.0614 | 0.9574 |