Table 6.
Model | RMSE (s) | MAE (s) | (%) |
---|---|---|---|
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 |