How can I solve this code?

Question

Darsana P M 2017-7-27

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此问题的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/350429-how-can-i-solve-this-code

评论： Darsana P M 2017-7-30

clc;
clear all;
close all;
fs=54100;
y= audioread('dsp1.wav');
p= audioread('dsp2.wav');
figure(1);
plot(y);
figure(2);
plot(p);
xx = [y p];
yy = sqrtm(inv(cov(xx')))*(xx-repmat(mean(xx,2),1,size(xx,2)));
[W,s,v] = svd((repmat(sum(yy.*yy,1),size(yy,1),1).*yy)*yy');
a = W*xx; %W is unmixing matrix
figure(4);
subplot(2,2,1); plot(y); title('mixed audio - mic 1');
subplot(2,2,2); plot(p); title('mixed audio - mic 2');
subplot(2,2,3); plot(a, 'g'); title('unmixed wave 1');
subplot(2,2,4); plot(a(1,:),'r'); title('unmixed wave 2');

This code is for the cocktail party problem. I actually want to mix the two signals and extract them using ICA. Is the logic correct?? But,I am getting an error for the above code.

Out of memory. Type HELP MEMORY for your options.
Error in cov (line 97)
    xy = (xc' * xc) / (m-1);
Error in mix1 (line 27)
yy = sqrtm(inv(cov(xx')))*(xx-repmat(mean(xx,2),1,size(xx,2)));

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Walter Roberson 2017-7-27

What is the difference between this and your previous https://www.mathworks.com/matlabcentral/answers/350220-how-to-solve-the-code ? Is that previous question Answered to your satisfaction? If so you should Accept something there.

KSSV 2017-7-27

Your size of xx would be very large.....so memory is not sufficient. Try taking a coarse signal.

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Answer 1

Walter Roberson 2017-7-27

0
链接

此回答的直接链接

https://ww2.mathworks.cn/matlabcentral/answers/350429-how-can-i-solve-this-code#answer_275703

在 MATLAB Online 中打开

You have

y= audioread('dsp1.wav');
p= audioread('dsp2.wav');

Each of those will be either N x 1 (one channel) or N x 2 (2 channels)

xx = [y p];

so xx will be N x 2 (one channel each) or N x 4 (two channels each)

yy = sqrtm(inv(cov(xx')))*(xx-repmat(mean(xx,2),1,size(xx,2)));

xx is N x 2 or N x 4 so xx' is 2 x N or 4 x N . The output of cov() is an M x M matrix where M is the number of columns in the input, so the output of cov() would try to be N x N . You simply do not have enough memory for that. You will need to work with a portion of the files at a time.

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Darsana P M 2017-7-30

在 MATLAB Online 中打开

Sir,thanks a lot for the reply. Actually, i tried the same logic on two sine wave signals. I could mix them and could retrieve them back.Th code for this program is given below.

f1 = 100;              % frequency of tone generator 1; unit: Hz 
f2 = 250;              % frequency of tone generator 2; unit: Hz 
Ts = 1/(40*max(f1,f2)); % sampling period; unit: s 
dMic = 1;               % distance between microphones centered about origin; unit: m 
dSrc = 10;              % distance between tone generators centered about origin; unit: m 
c = 340.29;             % speed of sound; unit: m / s 
t = [0:Ts:0.025];
% generate tones
% 
 y= audioread('dsp1.wav');
 figure();
 plot(y);
p= audioread('dsp2.wav');
tone1 = sin(2*pi*f1*t);
tone2 = sin(2*pi*f2*t);
plot(t,tone1); 
hold on;
plot(t,tone2,'r'); xlabel('time'); ylabel('amplitude'); axis([0 0.005 -1 1]); legend('tone 1', 'tone 2');
hold off;
% figure(1);
% plot(y);
% figure(2);
% plot(p);
%   Mixing matrix x= A*s
figure(3);
dNear = (dSrc - dMic)/2;
dFar = (dSrc + dMic)/2;
mic1 = 1/dNear*sin(2*pi*f1*(t-dNear/c)) +  1/dFar*sin(2*pi*f2*(t-dFar/c));
mic2 = 1/dNear*sin(2*pi*f2*(t-dNear/c)) +  1/dFar*sin(2*pi*f1*(t-dFar/c));
plot(t,mic1,'b');
hold on;
plot(t,mic2,'r'); xlabel('time'); ylabel('amplitude'); axis([0 0.005 -1 1]); legend('mic 1', 'mic 2');
hold off;
% use svd to isolate sound sources
x = [mic1' mic2'];
[W,s,v]=svd((repmat(sum(x.*x,1),size(x,1),1).*x)*x');
figure(4)
plot(t,v(:,1),'r')
xlabel('time') % etc.
figure(5)
plot(t,v(:,2))
xlabel('time') % etc.

But when I tried this same logic on two audio signals, I am not getting the required output. The errors do not occur now, when I corrected the code as you said. But now when I run the below code, system gets hanged.

clc;
clear all;
close all;
% Ts = 41400; % sampling period; unit: s 
dMic = 1;               % distance between microphones centered about origin; unit: m 
dSrc = 10;              % distance between tone generators centered about origin; unit: m 
c = 340.29;             % speed of sound; unit: m / s 
 t1 = [0:.01:1];
% 
figure(1); 
 [y1,fs] = wavread('dsp4.wav');
 t= linspace(0,length(y1)/fs,length(y1));
 plot(t,y1);
%  y=reshape(y1,40000,1,[]);
figure(2);
[y2,fs] = wavread('dsp3.wav');
t= linspace(0,length(y2)/fs,length(y2));
 plot(t,y2);
%  x=reshape(y2,40000,1,[]);
L = min(size(y1, 1),size(y2, 1));
y3 = y1(1:L,:);
y4 = y2(1:L,:);
%  dNear = (dSrc - dMic)/2;
% dFar = (dSrc + dMic)/2;
% mic1 = 1/dNear*y4 +  1/dFar*y3;
% mic2 = 1/dNear*y3+  1/dFar*y4;
% plot(t1,mic1,'b');
% hold on;
% plot(t1,mic2,'r'); xlabel('time'); ylabel('amplitude'); axis([0 0.005 -1 1]); legend('mic 1', 'mic 2');
% hold off;
   xx = [y3 y4];
  yy = sqrtm(inv(cov(xx')))*(xx-repmat(mean(xx,2),1,size(xx,2)));
  [W,s,v] = svd((repmat(sum(yy.*yy,1),size(yy,1),1).*yy)*yy');
  a = W*xx; %W is unmixing matrix
figure(4);
plot(y3); 
title('mixed audio - mic 1');
figure(5);
plot(y4); 
title('mixed audio - mic 2');

What might be the problem? Is the logic wrong? Can you help me??

Walter Roberson 2017-7-30

You should use a shorter audio signal.

Darsana P M 2017-7-30

thank you sir.i will try that

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How can I solve this code?

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