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. 2023 Jan 12;5:963781. doi: 10.3389/frai.2022.963781

Table 4.

Same as Table 2 but for the results of the CNN model predictions.

Convolution LSTM neural network model statistics
Prediction size (forecast) Train RMSE [°C] Test RMSE [°C] Train r2 Test r2 Train F1 Test F1
6 h 1.57 1.57 0.98 0.98 0.95 0.96
12 h 1.83 1.88 0.98 0.98 0.95 0.95
24 h 2.18 2.19 0.97 0.97 0.94 0.95
30 h 2.42 2.66 0.96 0.95 0.94 0.93
36 h 2.57 2.89 0.95 0.95 0.93 0.92
48 h 2.82 3.06 0.95 0.94 0.93 0.93

The CNN model uses two convolution layers and one LSTM layer configuration.