gtd.m

这是一个适合于MIMO－OFDM系统信道的分解方式GTD和GMD的源代码

% Matlab implementation of the "Generalized Tridiagonal Decomposition"
%
% Input:
%
% H = U*S*V' (singular value decomposition of H)
%         U and V orthonormal columns,
%         S diagonal matrix with nonnegative diagonal entries
%         r desired diagonal of R
%          --nnz (r) = nnz (S)
%          --r multiplicatively majorized by diag (S)
%          --product nonzero r = product nonzero diag (S)
%
% Output:
%
% H = Q*R*P' (GTD based on r)
%         P and Q orthonormal columns
%         R upper triangular, R (i, i) = r (i)
%

function [Q, R, P] = gtd (U, S, V, r)

d = diag (S) ;
K = min (size (S)) ;
P = V ;
Q = U ;
R = zeros (K) ;
for k = 1 : K-1
    rk = r (k) ;
    abs_rk = abs (rk) ;
    kp1 = k + 1 ;
    km1 = k - 1 ;
    I = find (abs (d (k: K)) > abs_rk) ;
    if ( isempty (I) )
        [x, p] = max (abs (d (k : K))) ;
        p = p + km1 ;
    else
        I = I + km1 ;
        [x, p] = min (abs (d (I))) ;
        p = I (p) ;
    end
    delta1 = d (p) ;
    d ([k p]) = d ([p k]) ;
    I = find (abs (d (kp1: K)) <= abs_rk) ;
    if ( isempty (I) )
        [x, q] = min (abs (d (kp1 : K))) ;
        q = q + k ;
    else
        I = I + k ;
        [x, q] = max (abs (d (I))) ;
        q = I (q) ;
    end
    delta2 = d (q) ;
    d ([kp1 q]) = d ([q kp1]) ;
    sq_delta1 = abs (delta1)^2 ;
    sq_delta2 = abs (delta2)^2 ;
    sq_rk = abs_rk^2 ;
    denom = sq_delta1 - sq_delta2 ;
    if ( (denom <= 0.) | (sq_rk > sq_delta1) )
        c = 1 ;
        s = 0 ;
    elseif ( sq_rk < sq_delta2 )
        c = 0 ;
        s = 1 ;
    else
        c = sqrt ((sq_rk - sq_delta2)/denom) ;
        s = sqrt (1-c*c) ;
    end
    if ( sq_rk > 0. )
        x = -s*c*rk*denom/sq_rk ;
        y = delta1*delta2*rk/sq_rk ;
        G1 = [ c -s
               s  c ] ;
        G2 = [ c*delta1 -s*(delta2')
               s*delta2  c*(delta1') ] ;
        G2 = ( (rk')/sq_rk) * G2 ;
    else
        x = 0. ;
        y = delta1 ;
        G1 = [ 0 -1
               1  0 ] ;
        G2 = G1 ;
    end
    if ( k > 1 )
        % permute the columns
        R (1:km1, [k p]) = R (1:km1, [p k]) ;
        R (1:km1, [kp1 q]) = R (1:km1, [q kp1]) ;

        % apply G1 to R
        R (1:km1, [k kp1]) = R (1:km1, [k kp1])*G1 ;
    end
    R (k, k) = rk ;
    R (k, kp1) = x ;
    d (kp1) = y ;

    % permute the columns
    P (:, [k p]) = P (:, [p k]) ;
    P (:, [kp1 q]) = P (:, [q kp1]) ;
    Q (:, [k p]) = Q (:, [p k]) ;
    Q (:, [kp1 q]) = Q (:, [q kp1]) ;

    % apply G1 to P
    P (:, [k kp1]) = P (:, [k kp1])*G1 ;

    % apply G2 to Q
    Q (:, [k kp1]) = Q (:, [k kp1])*G2 ;
end

R (K, K) = r (K) ;
if ( r (K) ~= 0. )
    Q (:, K) = Q (:, K)*d (K)/ r (K) ;
end
P = P (:, 1:K) ;
Q = Q (:, 1:K) ;