Research Article

A Multivariate and Multistage Medium- and Long-Term Streamflow Prediction Based on an Ensemble of Signal Decomposition Techniques with a Deep Learning Network

Table 3

Comparison of models using statistical metrics during the testing period.

ModelMAE (m3/s)RMSE (m3/s)NSCEMAPE (%)

RBF41.57764.2800.82934.749
SVR39.01061.0750.84633.035
RFR36.06954.8710.87631.021
GRU33.80050.4850.89529.453
LSTM28.74542.6740.92527.822
ICEEMDAN-LSTM24.61332.4180.95726.262
VMD-LSTM20.56927.6420.96824.113
IVL (ICEEMDAN-VMD-LSTM)10.07519.2490.9859.050