Dynamic spatio-temporal correlation and hierarchical directed graph structure based ultra-short-term wind farm cluster power forecasting method

•The spatio-temporal correlation of adjacent wind farms is dynamic and time-varying.•Dynamic spatio-temporal correlation can alleviate lagging problem of forecast values.•Hierarchical directed graph can clarify the causal relationship among input variables.•Reduce error sources by hierarchical directed graph can improve forecast accuracy.