This paper presents a method for noise cancelling, which is based on LMS adaptive filtering. It also discusses some basic conception for LMS adaptive filtering, and describes the principle for filtering out narrow band noise in wide band signal. Besides, this paper puts forth a implementation algorithm for the method. Finally, it gives out a result of computer simulation.