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

Table 11

Forecasting results by EEMD-MKLSSVM based model.

Data set	Models	RMSE (m/s)	MAPE ()	MAE (m/s)
	Model 8	0.4799	9.9012	0.4557
	Model 9	0.3942	7.0633	0.3397
	Model 10	0.2787	5.457	0.2558
	Model 8	0.5151	12.4774	0.4844
	Model 9	0.3969	9.4711	0.3527
	Model 10	0.2856	6.4077	0.2538
	Model 8	0.4854	5.9519	0.4591
	Model 9	0.3918	4.365	0.329
	Model 10	0.2691	3.232	0.2392
	Model 8	0.5095	8.5347	0.4884
	Model 9	0.3929	6.479	0.3673
	Model 10	0.2903	4.5088	0.2607

Model 8 denotes EEMD-MKLSSVM.
Model 9 denotes EEMD-GSA-MKLSSVM.
Model 10 denotes EEMD-HGSA-MKLSSVM.