Journals
Publish with us
Publishing partnerships
About us
Blog
Advances in Meteorology
Journal overview
For authors
For reviewers
For editors
Table of Contents
Special Issues
Advances in Meteorology
/
2020
/
Article
/
Tab 3
/
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.
Model
MAE (m
3
/s)
RMSE (m
3
/s)
NSCE
MAPE (%)
RBF
41.577
64.280
0.829
34.749
SVR
39.010
61.075
0.846
33.035
RFR
36.069
54.871
0.876
31.021
GRU
33.800
50.485
0.895
29.453
LSTM
28.745
42.674
0.925
27.822
ICEEMDAN-LSTM
24.613
32.418
0.957
26.262
VMD-LSTM
20.569
27.642
0.968
24.113
IVL (ICEEMDAN-VMD-LSTM)
10.075
19.249
0.985
9.050