Short-Term Wind Speed Forecasting Based on Ensemble Online Sequential Extreme Learning Machine and Bayesian Optimization

Table 3

Estimation prediction result for wind speed series 2.

Model	MAE (m/s)	MAPE (%)	RMSE (m/s)	Time (s)
GPR	0.50	25.49	0.63	46.87
LSSVR	0.48	22.40	0.63	2.28
LSTM	0.50	23.77	0.65	140.12
OSELM	0.54	64.95	0.70	0.01
AdaBoost-OSELM	0.64	33.50	0.78	2.56
Bagging-OSELM	0.49	23.15	0.62	1.37
BBA-OSELM	0.48	24.08	0.62	29.10
BO-OSELM	0.29	14.22	0.41	98.15
PSO-OSELM	0.48	21.86	0.64	56.09
EMD-BBA-OSELM	0.35	18.34	0.44	244.43
EEMD-BBA-OSELM	0.24	11.26	0.31	243.41
VMD-BBA-OSELM	0.16	7.32	0.20	336.10
VMD-BBA-EnsOSELM	0.14	6.74	0.17	536.68