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Advances, Systems and Applications

Table 1 Parameters setting for the algorithms used in this study

From: AIoT-driven multi-source sensor emission monitoring and forecasting using multi-source sensor integration with reduced noise series decomposition

Parameters

LSTM

Bi-LSTM

VMD-LSTM

EEMD-LSTM

EEMD-CEEMDAN-LSTM

Number of IMFs

   

6

6

Alpha

  

2000

  

Win length

3

3

3

3

3

Batch size

64

64

64

64

64

Drop out

0.2

0.2

0.2

0.2

0.2

Learning rate

0.008

0.008

0.008

0.008

0.008

Epochs

500

500

500

500

500