A Compound Structure for Wind Speed Forecasting Using MKLSSVM with Feature Selection and Parameter Optimization

Table 13

Forecasting results by different forecasting model.

Data set	Models	RMSE (m/s)	MAPE ()	MAE (m/s)
	Model 11	0.7304	15.3973	0.717
	Model 12	0.3499	6.2955	0.2929
	Model 13	0.3614	7.5089	0.3353
	Model 14	0.2787	5.457	0.2558
	Model 11	0.752	18.7638	0.7344
	Model 12	0.3898	9.2387	0.3638
	Model 13	0.4094	10.4421	0.3869
	Model 14	0.2856	6.4077	0.2538
	Model 11	0.7616	9.9466	0.7445
	Model 12	0.3675	4.642	0.3472
	Model 13	0.3839	4.6887	0.355
	Model 14	0.2691	3.232	0.2392
	Model 11	0.7409	12.5176	0.7193
	Model 12	0.3747	6.1382	0.353
	Model 13	0.3832	6.3973	0.3623
	Model 14	0.2903	4.5088	0.2607

Model 11 denotes Persistence.
Model 12 denotes EEMD-HGSA-ELM.
Model 13 denotes EEMD-HGSA-SVM.
Model 14 denotes EEMD-HGSA-MKLSSVM.