Table 5.
Prediction results of different models in HSI.
Model | MAE | RMSE | MAPE (%) | R |
---|---|---|---|---|
LSTM | 257.7703 | 347.1944 | 1.0197 | 0.9454 |
ARIMA | 250.9188 | 345.3399 | 0.995 | 0.9470 |
GRU | 256.1635 | 345.9382 | 1.0134 | 0.9451 |
Bi-LSTM | 258.2292 | 353.4523 | 1.0249 | 0.9450 |
ARIMA-ANN | 249.1046 | 344.5775 | 0.9882 | 0.9469 |
CEEMDAN-LSTM | 127.0750 | 168.3214 | 0.5023 | 0.9879 |
EMD-ARMA-LSTM | 181.7516 | 235.1773 | 0.7187 | 0.9751 |
CAL | 120.8184 | 159.8226 | 0.4789 | 0.9885 |