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 2

Comparison of models using statistical metrics during the training period.

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

RBF39.52057.5040.84128.533
SVR30.74847.4820.89220.485
RFR28.69243.5880.90919.891
GRU25.46437.8130.93118.164
LSTM23.25235.0910.94116.130
ICEEMDAN-LSTM15.50222.1620.97612.120
VMD-LSTM11.57917.4780.9859.514
IVL (ICEEMDAN-VMD-LSTM)7.08312.5530.9927.465