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Copy pathProcess_MVDR_PCA.m
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Process_MVDR_PCA.m
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function [Y,W,SetupStruc] = Process_MVDR_PCA(s,Transfer,SetupStruc)
K = SetupStruc.MVDR_PCA.K;
hop = SetupStruc.MVDR_PCA.hop;
win = hanning(K,'periodic');
win = win/sqrt(sum(win(1:hop:K).^2));
SetupStruc.MVDR_PCA.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^-4;
W = zeros(Num,N,K_m);
for i = 2:K_m
X_f = permute(X(i,:,:),[3 2 1]);
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
%%% MVDR processing
W_f = zeros(N,Num);
Steer = permute(Transfer(i,:,:),[2 3 1]);
R = X_f*X_f'/frame_N;
[E,D] = PCA(R,1,Num);
R_inv = E/D*E';
for j = 1:Num
h = Steer(:,j);
W_f(:,j) = R_inv*h/(h'*R_inv*h);
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,'MVDR_PCA');
return;