Scientific Reports

Table 5 Percentage difference between the perturbative approach and literature models for MSE, MAPE, and MAE.

From: Hybrid systems using residual modeling for sea surface temperature forecasting

Dataset	Model	Pertubative approach
		SVR			LSTM
		MSE	MAPE	MAE	MSE	MAPE	MAE
S1	ETS⁶⁰	87.14	70.63	68.27	87.14	70.63	68.27
	Single SVR^3,19	81.78	61.59	59.29	81.78	61.59	59.29
	Single LSTM^19,58	86.37	66.65	64.41	86.37	66.65	64.41
	ConvLSTM^11,50	50.25	34.73	31.85	50.25	34.73	31.85
	NARX¹	21.44	31.63	26.15	21.44	31.63	26.15
S2	ETS⁶⁰	97.20	85.88	85.59	97.20	85.79	85.51
	Single SVR^3,19	98.93	90.56	91.09	98.92	90.50	91.05
	Single LSTM^19,58	98.70	89.57	90.13	98.69	89.51	90.08
	ConvLSTM^11,50	87.39	66.75	66.40	87.38	66.55	66.21
	NARX¹	46.76	35.27	32.71	46.71	34.88	32.34
S3	ETS⁶⁰	83.76	57.73	57.62	86.31	62.14	61.98
	Single SVR^3,19	63.64	38.66	37.20	69.35	45.06	43.65
	Single LSTM^19,58	18.07	3.94	3.36	30.93	13.97	13.30
	ConvLSTM^11,50	25.90	11.48	9.25	37.54	20.72	18.57
	NARX¹	− 2.15	2.16	− 0.30	13.89	12.37	10.01

Back to article page

Search

Advanced search

Quick links