A novel wind speed forecasting system based on hybrid data preprocessing and multi-objective optimization

•An accurate and stable forecasting system is proposed for wind speed forecasting.•Hybrid data preprocessing strategy is proposed to improve forecasting performance.•A new algorithm named multi-objective satin bowerbird optimizer is proposed.•The developed forecasting system is validated well in two wind farms of China.