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. 2022 Dec 12;22(24):9735. doi: 10.3390/s22249735

Table 6.

The results from the experiment on the impact of omitting weekend data on TTP.

Model RMSE (s) MAE (s) R2 (%)
CNN 173.01 65.51 0.976142
MLP 150.11 34.12 0.983802
GRU 75.99 27.79 0.996505
LSTM 74.03 26.39 0.996645
BiGRU 65.04 20.75 0.997019
BiLSTM 64.08 18.79 0.997325
GRU + XGB [8] 74.11 31.94 0.996045
LightGBM + XGB [9] 65.24 23.78 0.996935
MLP + LightGBM [10] 78.87 30.26 0.995521
Proposed Hybridized BiLSTM–BiGRU Model 56.70 ± 4.91 15.06 ± 2.15 0.99754 ± 0.00085