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Process_LCMV_Search.m
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function [Y,W,SetupStruc] = Process_LCMV_Search(s,Transfer,SetupStruc)
K = SetupStruc.LCMV_Search.K;
hop = SetupStruc.LCMV_Search.hop;
win = hanning(K,'periodic');
win = win/sqrt(sum(win(1:hop:K).^2));
SetupStruc.LCMV_Search.win = win; % Preserve 'win' in 'SetupStruc'
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
N = size(s,2);
for i = 1:N
X(:,:,i) = fft(enframe(s(:,i),win,hop)');
end
frame_N = size(X,2);
K_m = K/2+1;
Num = size(Transfer,3);
Y = zeros((frame_N-1)*hop+K,Num);
Y_f = zeros(size(X,1),size(X,2),Num);
WNG =zeros(K_m,Num);
%%%%%%%%%%%%%%%%%%%%%%%%%% Obtain processing matrix 'W'
theta = 10^-7;
W = zeros(Num,N,K_m);
Num_MVDR = 0;
Num_LCMV = 0;
for i = 2:K_m
X_f = permute(X(i,:,:),[3 2 1]);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%% LCMV processing, imposing the linear constraints to the angle of sources
W_f = zeros(N,Num);
Steer = permute(Transfer(i,:,:),[2 3 1]);
for j = 1:Num
sign_MVDR = 0;
R = X_f*X_f'/frame_N;
if rcond(R)<theta
R = R+eye(N)*min([min(diag(R)) theta]);
end
if(rcond(Steer'*Steer)<theta)
h = Steer(:,j);
w = R\h/(h'/R*h);
sign_MVDR = 1;Num_MVDR =Num_MVDR+1;
WNG_set = 3;
else
w = R\Steer/(Steer'/R*Steer);
w = w(:,j);
Steer_incov = inv(Steer'*Steer);
Num_LCMV = Num_LCMV+1;
WNG_set =8.451;%%% 7 channels WNG limit 10*log10(7), dont using 'R' here
WNG_set = min([WNG_set -10*log10(Steer_incov(j,j))]);
end
wng = -10*log10(diag(w'*w));
e = 0.05;
if(WNG_set-wng>0)
sign = 1;
else
sign = 0;
end
signM = 1;
while(sign==1 && abs(wng-WNG_set)>0.5)
if(wng>WNG_set)
R = R-e*eye(N);
e = e/10;
signM = 0;
else
if(signM==1)
e = e*2;
end
R = R+e*eye(N);
end
if(sign_MVDR==1)
w = R\h/(h'/R*h);
else
R = eye(size(R,1));sign=0; %%%%%%%%%% Fixed beamforming
w = R\Steer/(Steer'/R*Steer);
w = w(:,j);
end
wng = -10*log10(diag(w'*w));
end
W_f(:,j) = w;
end
W_f = W_f';
W(:,:,i) = W_f;
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
WNG(i,:) = -10*log10(diag(W_f*W_f')');
Y_ = W_f*X_f;
Y_f(i,:,:) = Y_.';
if(i~=K_m)
Y_f(K+2-i,:,:) = Y_';
end
end
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%% Recover signals
if(K/hop==2)
win = ones(K,1);
end
for i = 1:Num
Y(:,i) = overlapadd(real(ifft(Y_f(:,:,i)))',win,hop);
end
% autoPlot(WNG,'LCMV_Search');
return;