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setNoise.m
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setNoise.m
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function setNoise( hObject,eventdata,handles)
global ScreenWidth ScreenHeight XSpread YSpread lFontSize defaultFontName;
global tdalabStatus Y TEMPFILE;
NoiseStr={'no noise';'Uniform';'Gaussian';'Abs. Gaussian'};
noiseType=get(hObject,'string');
noiseType=noiseType{get(hObject,'value')};
defaultNoiseLevel=20;NoiseLevel=20;
if ~isempty(tdalabStatus.noiseSparsity)
NZRatio=tdalabStatus.noiseSparsity;
else
NZRatio=0;
end
OldNoiseLevel=tdalabStatus.noiseSNR;
nvalue=get(hObject,'value');
if nvalue==1
tdalabStatus.noiseType=[];
tdalabStatus.noiseSNR=inf;
tdalabStatus.noiseSparsity=0;
cleartemp;
updateUI;
return;
end
nBorderWidth=0.05;
Width=70*XSpread;Height=13*YSpread;
hmainNoise=figure('Units','Characters','position',[ScreenWidth/2-Width/2,ScreenHeight/2-Height/2,Width,Height],...
'toolbar','none','menu','none','resize','on','Name',horzcat('Add noise: [',NoiseStr{nvalue},']'),'numbertitle','off','WindowStyle','modal');
bkcolor=get(hmainNoise,'color');
htxtNoiseLevel=uicontrol('parent',hmainNoise,'Units','normalized','position',[nBorderWidth 0.76 1-2*nBorderWidth 0.15],...
'style','text','string',horzcat('Noise level ( ',num2str(min(OldNoiseLevel,defaultNoiseLevel),'%d'),' dB)'),'fontname',defaultFontName,'fontsize',lFontSize,'backgroundcolor',bkcolor);
hsdrNoiseLevel=uicontrol('parent',hmainNoise,'Units','normalized','position',[nBorderWidth 0.65,1-2*nBorderWidth 0.15],...
'style','slider','Max',60,'Min',0,'sliderstep',[1/60,1/12],'foregroundcolor','blue','fontsize',lFontSize,'tag','sdrNoiseLevel',...
'callback',@setNoiseLevel,'value',min(OldNoiseLevel,defaultNoiseLevel),'backgroundcolor',[0.3 0.7 0.3]);
htxtSpa=uicontrol('parent',hmainNoise,'Units','normalized','position',[nBorderWidth 0.4 1-2*nBorderWidth 0.15],...
'style','text','string',horzcat('Number of zeros in noise term ( ',num2str(round(NZRatio*100),'%d%%'),' )'),'fontname',defaultFontName,'fontsize',lFontSize,'backgroundcolor',bkcolor);
hsdrSpRatio=uicontrol('parent',hmainNoise,'Units','normalized','position',[nBorderWidth 0.3 1-2*nBorderWidth 0.15],...
'style','slider','Max',1,'Min',0,'sliderstep',[0.01,0.05],'foregroundcolor','blue','fontsize',lFontSize,'tag','sdrNoiseLevel',...
'callback',@setSpRatio,'value',NZRatio,'backgroundcolor',[0.3 0.7 0.3]);
hpbOK=uicontrol('parent',hmainNoise,'Units','normalized','position',[0.2 0.05 0.2 0.15],...
'style','pushbutton','string','OK','fontname',defaultFontName,'fontsize',lFontSize,'callback',@pbOK);
hpbCancel=uicontrol('parent',hmainNoise,'Units','normalized','position',[0.6 0.05 0.2 0.15],...
'style','pushbutton','string','Cancel','fontname',defaultFontName,'fontsize',lFontSize,'callback',@pbCancel);
function setNoiseLevel(hObject,eventdata,handles)
NoiseLevel=floor(get(hObject,'value'));
set(htxtNoiseLevel,'string',horzcat('Noise level ( ',num2str(NoiseLevel,'%d'),' dB)'));
end
function setSpRatio(hObject,eventdata,handles)
NZRatio=round(100*get(hObject,'value'))/100;
set(htxtSpa,'string',horzcat('Number of zeros in noise term ( ',num2str(round(NZRatio*100),'%d%%'),' )'));
end
% NoiseStr={'no noise';'Uniform';'Gaussian';'Abs. Gaussian'};
function pbOK(hObject,eventdata,handles)
delete(hmainNoise);
commandwindow;
hNoisetxt=findobj('tag','txtNoise');
tdalab('hide');
tdalabStatus.noiseType=noiseType;
tdalabStatus.noiseSNR=NoiseLevel;
tdalabStatus.noiseSparsity=NZRatio;
fprintf('[TDALAB] Begin to add noise. This may cost a few minutes depending on the size of input.\n');
fprintf('[TDALAB] Please wait and do not press any key...\n');
pause(0.1);
addNoise;
fprintf('[TDALAB] Noise is added. SNR: %ddB;\tSparsity: %d%%;\tType: %s.\n',NoiseLevel,tdalabStatus.noiseSparsity*100,noiseType);
if isinf(tdalabStatus.noiseSNR)
noisestr=horzcat('Add noise [Current: noise free]');
else
noisestr=horzcat('Add noise [Current: ',tdalabStatus.noiseType,'',num2str(tdalabStatus.noiseSNR),'dB]');
end
set(hNoisetxt,'string',noisestr);
tdalab('show');
end
function pbCancel(hObject,eventdata,handles)
delete(hmainNoise);
end
function addNoise
Ydim=size(Y);
% L=prod(Ydim);
% flag=rand(1,L);
% flag=flag<NZRatio;
% switch nvalue
% case 2 % Uniform
% noi=rand(1,L);
% noi(flag)=0;
% case 3 % Gaussian
% noi=randn(1,L);
% noi(flag)=0;
% case 4 % abs. Gaussian
% noi=abs(randn(1,L));
% noi(flag)=0;
% otherwise
% errordlg('Error noise type. Fail to add noise.','Error','modal');
% return;
% end
% Yfull=double(Y);
% Yfullvec=reshape(Yfull,1,L);
% Yfullp=Yfullvec*Yfullvec';
% noip=noi*noi';
% r=sqrt(Yfullp/noip)*10^(-NoiseLevel/20);
% Yfullvec=Yfullvec+r*noi;
% clear noi Yfull;
% % backup
% Ynoise=tensor(reshape(Yfullvec,Ydim));
fprintf('.');pause(0.1);
switch nvalue
case 2 % Uniform
noi=rand(Ydim);
case 3 % Gaussian
noi=randn(Ydim);
case 4 % abs. Gaussian
noi=abs(randn(Ydim));
otherwise
errordlg('Error noise type. Fail to add noise.','Error','modal');
return;
end
flag=rand(Ydim);
flag=flag<NZRatio;
noi(flag)=0;
clear flag;
fprintf('.');pause(0.1);
noi=tensor(noi);
noip=norm(noi)^2;
Yfull=tensor(Y);
Yfullp=norm(Yfull)^2;
r=sqrt(Yfullp/noip)*10^(-NoiseLevel/20);
Ynoise=Yfull+r.*noi;
clear noi Yfull;
fprintf('.\n');pause(0.1);
SNR=tdalabStatus.noiseSNR;
save(TEMPFILE,'Ynoise', '-v7.3','SNR');
end
end