Table 1 The performance evaluation criteria of the prediction models.

From: Improving the performance of daily pan evaporation (Evp) prediction using the ensemble empirical mode decomposition combined with deep learning models

Error evaluation criteria

Training

Testing

LSTM

EEMD-LSTM

CNN

EEMD-CNN

LSTM

EEMD-LSTM

CNN

EEMD-CNN

MSE (mm)

0.359

0.075

1.514

0.548

2.134

2.012

1.438

0.752

RMSE (mm)

0.599

0.273

1.230

0.740

1.461

1.418

1.199

0.867

MAE (mm)

0.504

0.201

0.872

0.540

1.140

1.026

0.859

0.622

NSE

0.987

0.997

0.949

0.982

0.929

0.935

0.949

0.973

NRMSE

0.077

0.035

0.156

0.093

0.182

0.175

0.155

0.113

SI

0.107

0.045

0.217

0.129

0.246

0.230

0.213

0.155

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