The invention discloses an on-line soft measurement method for a coal quality fluctuation state. On the basis of real-time operation state monitoring data of a coal milling machine, on-line raw coal moisture calculation is carried out according to a heat balance principle, thereby realizing on-line evaluation on the drying capacity of the coal milling machine. Therefore, the accuracy and pertinence of operation staff and scheduling staff adjustment can be improved.