Due to the noise disturbance from surrounding equipments and environment in gear fault diagnosis based on acoustic signal analysis,a novel method combined with independent component analysis and auto-correlation was proposed.Independent component analysis was used to separate characteristic signal and interference signal.And then auto-correlation was used to extract the periodic component of characteristic signal.Experimental results indicate that the proposed approach could reduce strong background noise a...