Abstract: Adaptive noise cancelling technique has been introduced to eliminate the homo-frequency interference in the small drilling hole detection.Based on the model of the signal and interference,the principle of adaptive noise cancelling is described,Both Fixed Step Size Algorithm and Variable Step Size Algorithm of LMS are proposed,and the comparison between the adaptive learning rates and the results of noise cancelling with the two algorisms are made.