Intra-annual variation in the attribution of runoff evolution in the Yellow River source area

•Flood season and autumn are the leading periods of annual runoff reduction.•The underlying surface change is the dominant factor for annual runoff change.•Climate change dominates runoff changes in flood season, summer and autumn.•Underlying surface dominates runoff changes in non-flood season, spring and winter.