Airplane Noise Removal Demonstration: Difference between revisions

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<nowiki>
% Demonstration of LMS algorithm for noise cancellation.
% Demonstration of LMS algorithm for noise cancellation.
% Rich Kozick, Spring 1997
% Rich Kozick, Spring 1997
% Rob Frohne's modifications for Aircraft Noise Cancellation.
% modifications for Macintosh 2000. (commented out here)
% Rob Frohne's modifications for Aircraft Noise Cancellation.
% Rob Frohne's modifications for Linux.
% modifications for Macintosh 2000. (commented out here)
% Rob Frohne's modifications for Linux.
% Aircraft noise cancellation simulation.
% Aircraft noise cancellation simulation.
% Desired signal
% Desired signal
clear all
clear all
Totaltime=3;
Totaltime=3;
system("aoss espeak 'Hit a key and speak the signal.'");
system("espeak 'Hit a key and speak the signal.'");
Fs=8000; %sample rate.
Fs=8000; %sample rate.
st=record(Totaltime,Fs);
s = st';
Ls = length(s);
% Interference + random noise
system("aoss 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("aoss 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("aoss espeak 'Here is the cleaned signal.'");
soundsc(e(1,6000:end),Fs);
%playaudio(e); (For Linux without octave-forge.)


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.
The record.m function in Ubuntu Maverick is broken. You can use this one instead.



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