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

Table 2

Estimation prediction result for wind speed series 1.

Model	MAE (m/s)	MAPE (%)	RMSE (m/s)	Time (s)
GPR	1.60	22.26	2.08	42.39
LSSVR	1.54	23.61	1.89	2.03
LSTM	1.61	23.34	1.99	165.10
OSELM	1.64	46.58	2.11	0.02
AdaBoost-OSELM	1.40	20.62	1.78	5.52
Bagging-OSELM	1.39	19.66	1.79	1.37
BBA-OSELM	1.41	20.18	1.82	31.02
BO-OSELM	0.98	15.37	1.27	102.95
PSO-OSELM	1.47	21.89	1.84	54.20
EMD-BBA-OSELM	1.25	19.97	1.60	275.54
EEMD-BBA-OSELM	0.68	10.60	0.86	219.95
VMD-BBA-OSELM	0.77	11.94	0.96	219.37
VMD-BBA-EnsOSELM	0.52	8.08	0.65	455.98