EURASIP Journal on Advances in Signal Processing

Table 3 Analysis of results of different prediction models

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

Model			RMSE\dB	MAE\dB
Kalman			1.91	1.16
BP			1.34	1.25
Prophet			1.18	0.92
LSTM			1.16	0.95
Prophet + LSTM	\(\omega_{{{\text{LSTM}}}}\)	\(\omega_{{{\text{Prophet}}}}\)	RMSE\dB	MAE\dB
	0.0	1.0	1.186	0.919
	0.1	0.9	1.12	0.875
	0.2	0.8	1.065	0.843
	0.3	0.7	1.024	0.826
	0.4	0.6	0.996	0.82
	0.5	0.5	0.985	0.824
	0.6	0.4	0.989	0.832
	0.7	0.3	1.01	0.846
	0.8	0.2	1.046	0.86
	0.9	0.1	1.095	0.899
	1.0	0.0	1.157	0.954
Multi-PL			0.53	0.46

Back to article page