Reduction method for multi-period time series scenarios of wind power

•A wind power scenario reduction method based on the BDOF is proposed.•The distance metric is adopted to characterize the spatial features.•The correlation loss index reflects the degree of deviation of the correlation.•The probability similarity index is used to represent the random feature retention.•The simulation results show the reduction efficiency and calculation accuracy.