Airplane Noise Removal Demonstration: Difference between revisions
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% Demonstration of LMS algorithm for noise cancellation. | <nowiki> | ||
% Demonstration of LMS algorithm for noise cancellation. | |||
% Rich Kozick, Spring 1997 | |||
% Rob Frohne's modifications for Aircraft Noise Cancellation. | |||
% modifications for Macintosh 2000. (commented out here) | |||
% Rob Frohne's modifications for Linux. | |||
% Aircraft noise cancellation simulation. | |||
% Desired signal | |||
clear all | |||
Totaltime=3; | |||
system("espeak 'Hit a key and speak the signal.'"); | |||
Fs=8000; %sample rate. | |||
st=record(Totaltime,Fs); | |||
% | s = st'; | ||
Ls = length(s); | |||
% Interference + random noise | |||
system("espeak 'Hit a key and make the noise!'"); | |||
%pause(); | |||
nt = record(Totaltime, Fs); | |||
n = nt'; | |||
%Sign = 0.01; | |||
%Dn=20; % Delay of the noise that appears in y. | |||
%n = n(1:Ls) + Sign*randn(Ls,1); | |||
%an = [0 .01 -.5 1 -.5 .1 .01 0]; | |||
%bn = 4*[0 0 0 0 0 0 0 0 0 0 0 0 0 0 .5 1 .5]; | |||
bn=rand(1,20); | |||
an = [1]; | |||
%sys = tf(an,bn,1/Fs); | |||
%bode(sys); | |||
%figure(1); | |||
nf = filter(bn,an,n); | |||
%nf = [nf(Dn:(Ls)); zeros(Dn-1,1)] + Sign*randn(Ls,1); | |||
y = s + nf; | |||
%Sigx = 0.01; | |||
%ax = [1]; % bx and ax are filtering on n to produce x | |||
%bx = [0 0 0 .1 1 .1]; | |||
%Dx = 1; % Delay of n that appears in x | |||
%x = filter(bx, ax, n);%x = [x(Dx:(Ls)); zeros(Dx-1,1)] + Sigx*randn(Ls,1); | |||
%x = x + Sigx*randn(1,Ls); | |||
system("espeak 'Here is the noisy signal.'"); | |||
soundsc(y,Fs); | |||
N = 20; % Length of adaptive filter | |||
% LMS algorithm for adaptive noise cancellation | |||
h = zeros(N,1); | |||
%mu = 1/(10*N*var(n)); | |||
mu = .05; | |||
for k=N:Ls | |||
xk = n(k:-1:(k-N+1)); | |||
nhat(k) = h'*xk'; | |||
e(k) = - y(k) + nhat(k); | |||
h = h - mu*e(k)*xk'/(xk*xk'); % For the previous line. | |||
end | |||
% The signal estimate is in the vector e | |||
%speak('Here is the cleaned signal.'); | |||
system("espeak 'Here is the cleaned signal.'"); | |||
soundsc(e(1,6000:end),Fs); | |||
%playaudio(e); (For Linux without octave-forge.) | |||
</nowiki> | |||
The record.m function in Ubuntu Maverick is broken. You can use this one instead. | |||
## Copyright (C) 1995, 1996, 1997, 1998, 1999, 2000, 2003, 2004, 2005, | |||
## 2006, 2007 John W. Eaton | |||
## | |||
## This file is part of Octave. | |||
## | |||
## Octave is free software; you can redistribute it and/or modify it | |||
## under the terms of the GNU General Public License as published by | |||
## the Free Software Foundation; either version 3 of the License, or (at | |||
## your option) any later version. | |||
## | |||
for | ## Octave is distributed in the hope that it will be useful, but | ||
## WITHOUT ANY WARRANTY; without even the implied warranty of | |||
## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU | |||
## General Public License for more details. | |||
## | |||
## You should have received a copy of the GNU General Public License | |||
## along with Octave; see the file COPYING. If not, see | |||
## <http://www.gnu.org/licenses/>. | |||
## -*- texinfo -*- | |||
## @deftypefn {Function File} {} record (@var{sec}, @var{sampling_rate}) | |||
## Records @var{sec} seconds of audio input into the vector @var{x}. The | |||
## default value for @var{sampling_rate} is 8000 samples per second, or | |||
## 8kHz. The program waits until the user types @key{RET} and then | |||
## immediately starts to record. | |||
## @seealso{lin2mu, mu2lin, loadaudio, saveaudio, playaudio, setaudio} | |||
## @end deftypefn | |||
## Author: AW <Andreas.Weingessel@ci.tuwien.ac.at> | |||
## Created: 19 September 1994 | |||
## Adapted-By: jwe | |||
## And adapted again 11/25/2010 by Rob Frohne | |||
function X = record (sec, sampling_rate) | |||
if (nargin == 1) | |||
sampling_rate = 8000; | |||
elseif (nargin != 2) | |||
print_usage (); | |||
endif | |||
file = tmpnam (); | |||
file= [file,".wav"]; | |||
input ("Please hit ENTER and speak afterwards!\n", 1); | |||
cmd = sprintf ("rec -c1 -r%d %s trim 0 %d", | |||
sampling_rate, file, sec) | |||
system (cmd); | |||
X = wavread(file); | |||
endfunction |
Latest revision as of 12:27, 7 December 2015
% Demonstration of LMS algorithm for noise cancellation. % Rich Kozick, Spring 1997 % Rob Frohne's modifications for Aircraft Noise Cancellation. % modifications for Macintosh 2000. (commented out here) % Rob Frohne's modifications for Linux. % Aircraft noise cancellation simulation. % Desired signal clear all Totaltime=3; system("espeak 'Hit a key and speak the signal.'"); Fs=8000; %sample rate. st=record(Totaltime,Fs); s = st'; Ls = length(s); % Interference + random noise system("espeak 'Hit a key and make the noise!'"); %pause(); nt = record(Totaltime, Fs); n = nt'; %Sign = 0.01; %Dn=20; % Delay of the noise that appears in y. %n = n(1:Ls) + Sign*randn(Ls,1); %an = [0 .01 -.5 1 -.5 .1 .01 0]; %bn = 4*[0 0 0 0 0 0 0 0 0 0 0 0 0 0 .5 1 .5]; bn=rand(1,20); an = [1]; %sys = tf(an,bn,1/Fs); %bode(sys); %figure(1); nf = filter(bn,an,n); %nf = [nf(Dn:(Ls)); zeros(Dn-1,1)] + Sign*randn(Ls,1); y = s + nf; %Sigx = 0.01; %ax = [1]; % bx and ax are filtering on n to produce x %bx = [0 0 0 .1 1 .1]; %Dx = 1; % Delay of n that appears in x %x = filter(bx, ax, n);%x = [x(Dx:(Ls)); zeros(Dx-1,1)] + Sigx*randn(Ls,1); %x = x + Sigx*randn(1,Ls); system("espeak 'Here is the noisy signal.'"); soundsc(y,Fs); N = 20; % Length of adaptive filter % LMS algorithm for adaptive noise cancellation h = zeros(N,1); %mu = 1/(10*N*var(n)); mu = .05; for k=N:Ls xk = n(k:-1:(k-N+1)); nhat(k) = h'*xk'; e(k) = - y(k) + nhat(k); h = h - mu*e(k)*xk'/(xk*xk'); % For the previous line. end % The signal estimate is in the vector e %speak('Here is the cleaned signal.'); system("espeak 'Here is the cleaned signal.'"); soundsc(e(1,6000:end),Fs); %playaudio(e); (For Linux without octave-forge.)
The record.m function in Ubuntu Maverick is broken. You can use this one instead.
## Copyright (C) 1995, 1996, 1997, 1998, 1999, 2000, 2003, 2004, 2005, ## 2006, 2007 John W. Eaton ## ## This file is part of Octave. ## ## Octave is free software; you can redistribute it and/or modify it ## under the terms of the GNU General Public License as published by ## the Free Software Foundation; either version 3 of the License, or (at ## your option) any later version. ## ## Octave is distributed in the hope that it will be useful, but ## WITHOUT ANY WARRANTY; without even the implied warranty of ## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU ## General Public License for more details. ## ## You should have received a copy of the GNU General Public License ## along with Octave; see the file COPYING. If not, see ## <http://www.gnu.org/licenses/>. ## -*- texinfo -*- ## @deftypefn {Function File} {} record (@var{sec}, @var{sampling_rate}) ## Records @var{sec} seconds of audio input into the vector @var{x}. The ## default value for @var{sampling_rate} is 8000 samples per second, or ## 8kHz. The program waits until the user types @key{RET} and then ## immediately starts to record. ## @seealso{lin2mu, mu2lin, loadaudio, saveaudio, playaudio, setaudio} ## @end deftypefn ## Author: AW <Andreas.Weingessel@ci.tuwien.ac.at> ## Created: 19 September 1994 ## Adapted-By: jwe ## And adapted again 11/25/2010 by Rob Frohne function X = record (sec, sampling_rate) if (nargin == 1) sampling_rate = 8000; elseif (nargin != 2) print_usage (); endif file = tmpnam (); file= [file,".wav"]; input ("Please hit ENTER and speak afterwards!\n", 1); cmd = sprintf ("rec -c1 -r%d %s trim 0 %d", sampling_rate, file, sec) system (cmd); X = wavread(file); endfunction