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Table 2 Comparative experimental results

From: Noise prediction of chemical industry park based on multi-station Prophet and multivariate LSTM fitting model

Deal with zero

Model

Data set

RMSE

MAE

Use 3σ criterion

Prophet

Single station

1.70

1.23

Multi-stop (Disorder)

1.61

1.14

Multi-stop (Orderly)

1.186

0.92

LSTM

Single station

1.29

1.13

Multi-information

1.17

0.95

Unused 3σ criterion

Prophet

Single station

1.814

1.28

Multi-stop

1.75

1.20

LSTM

Single station

1.46

1.27

Multi-information

1.27

0.92