Table 3 Ablation experiments with global encoder and local encoder.

From: Sequence to sequence architecture based on hybrid LSTM global and local encoders approach for meteorological factors forecasting

Encoder

SML2010-Hum

SML2010-outTem

Local encoder

Global encoder

MSE

MAE

MAPE (%)

MSE

MAE

MAPE (%)

√

 

1.203

1.059

3.935

2.153

1.961

4.268

 

√

2.128

1.831

5.180

2.406

2.157

5.725

√

√

0.196a

0.192a

1.071a

0.312b

0.302b

1.617b

  1. aBold indicates the optimal value of SML2010-Hum dataset; bBold indicates the optimal value of SML2010-outTem dataset.
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