A generalized dynamic fuzzy neural network based on singular spectrum analysis optimized by brain storm optimization for short-term wind speed forecasting

• Published in: Applied soft computing Vol. 54; pp. 296 - 312
• Main Authors: Ma, Xuejiao, Jin, Yu, Dong, Qingli
• Format: Journal Article
• Language: English
• Published: Elsevier B.V 01.05.2017
• Subjects: Brain storm optimization; Generalized dynamic fuzzy neural network; Short-term wind speed forecasting; Singular spectrum analysis; Singular spectrum analysis; Generalized dynamic fuzzy neural network; Short-term wind speed forecasting; Brain storm optimization

•An effective hybrid model is proposed to forecast the short-term wind speed.•A new data preprocessing method is put forward.•The fuzzy neural network is modified.•Three comparative experiments are performed to prove the validity of the hybrid model. Wind speed forecasting plays a pivotal role in po...