The related domestic and international wind speed forecasting researches are comprehensively analyzed. The research status and progress of ultra-short-term wind speed forecasting methods are summarized from three aspects: physical methods, statistical and machine learning methods,and combination methods. The advantages and disadvantages of the main forecasting methods are compared. The uncertainty analysis and the error evaluation metrics are provided. The issues and directions which should be addressed in ...