The invention discloses a cloth bag multi-mode combined ash removal dust remover which comprises: a shell, a blowing system, a cage frame, a dust removing cloth bag, an anti-collision ring, a sound wave soot blower, a silencing plate, a soot removing assembly, a drying assembly, an air inlet pipe, an exhaust pipe, a soot hopper, a soot discharging barrel, a bearing assembly and an air purifying chamber. The air purification chamber is formed in the top of the inner side of the shell, the blowing system is inserted into the air purification chamber, a plurality of cage frames are installed in the center of the interior of the shell, the tops of the cage frames are located in the air purification chamber, and one side of each cage frame is connected with a dust removal cloth bag; sound wavesoot blowers are installed at the lower middle ends of the front end face and the rear end face of the shell. The cloth bag multi-mode combined ash removal dust remover is stable in structure and goodin supporting firmness; during use, flue gas can be dried, water in the gas is effectively prevented from influencing normal use of the cloth bag, and meanwhile, the bag type dust collector has a good dust removing and falling effect, and the service life of the cloth bag can be prolonged.