Abstract Global warming has altered the energy budget and water cycle processes of land–atmosphere system, which resulted in significant effects on precipitation extremes. Previous studies have identified a hook structure between near-surface temperature extremes, extremes increase with rises decline thereafter. However, underlying physical mechanisms this association remain poorly understood. ...