Table 1 Comparison of prediction performance.
From: Research on water quality prediction of Jiangshan Port based on SCV-CBA model
Model | MSE | RMSE | MAE | R2 | Predition time (s) |
|---|---|---|---|---|---|
SVM | 0.24240 | 0.49234 | 0.35162 | 0.93821 | 0.1922 |
TCN | 0.16688 | 0.40850 | 0.29410 | 0.95747 | 0.5262 |
TCN-GRU | 0.15150 | 0.38920 | 0.27701 | 0.95511 | 3.1834 |
Parallel-transformer-LSTM | 0.12145 | 0.34850 | 0.27970 | 0.94965 | 7.6978 |
SCV-CBA | 0.08925 | 0.29875 | 0.20300 | 0.97679 | 25.2372 |