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Advances in Meteorology
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2020
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Article
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Tab 2
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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.
Model
MAE (m
3
/s)
RMSE (m
3
/s)
NSCE
MAPE (%)
RBF
39.520
57.504
0.841
28.533
SVR
30.748
47.482
0.892
20.485
RFR
28.692
43.588
0.909
19.891
GRU
25.464
37.813
0.931
18.164
LSTM
23.252
35.091
0.941
16.130
ICEEMDAN-LSTM
15.502
22.162
0.976
12.120
VMD-LSTM
11.579
17.478
0.985
9.514
IVL (ICEEMDAN-VMD-LSTM)
7.083
12.553
0.992
7.465