Performance analysis of four modified approaches for wind speed forecasting

► Seasonal compact to wind speed forecasting is taken into account. ► Multiple criterions are used as measures for evaluating forecasting quality. ► We examine superiority of the modified models in different wind observation sites. ► All of the modified models are more accurate than the original methods.