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markostam/active-noise-cancellation: Active noise cancellation using various alg ...

原作者: [db:作者] 来自: 网络 收藏 邀请

开源软件名称(OpenSource Name):

markostam/active-noise-cancellation

开源软件地址(OpenSource Url):

https://github.com/markostam/active-noise-cancellation

开源编程语言(OpenSource Language):

MATLAB 91.5%

开源软件介绍(OpenSource Introduction):

Active Noise Cancellation Functions in Matlab and C

A bunch of functions implementing active noise cancellation using various LMS algorithms (FxLMS, FuLMS, NLMS) in Matlab and C. I wrote these as part of my final project for an Audio Signal Processing class during my masters.

I've also included a short & not very serious powerpoint of a 5 minute lightning talk I gave on the project later at the Recurse Center.

Here's a slightly more serious paper I wrote about some of my experiments with ANC and this code.

Functions:

  • LMS (Least Mean Squares): most basic canonical ANC algo
  • FxLMS (Filtered eXtended Least Mean Squares): adds an additional learned filter for the secondary path signal - signal from cancellation speakers to users ears - to account for phase problems and audio coloration added during practical noise cancellation applications
  • NLMS (Normalized Least Mean Squares): adds simple adaptively updated learning rate on top of LMS to speed convergence.
  • FxNLMS (Normalized Filtered eXtended Least Mean Squares): combines FxLMS and NLMS
  • FuNLMS (Filtered-u Last Mean Squares): adds an additional active LMS filter to FxNLMS to cancel out noise bleeding from the cancellation speaker to the error mic. Fairly robust but convergence not gaurunteed!

cool viz




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