Adaptive noise canceling by using adaptive network based fuzzy inference system is studied.The structure of ANFIS and the theory of noise canceling are described.Filtering out narrow band noise and extracting signal from noise are simulated,and the ANFIS and LMS algorithms are studied by comparison.The simulation results show that the noise canceling by using ANFIS is much better than by using LMS.