?? bicoherx.m
字號:
function [bic,waxis] = bicoherx (w,x,y, nfft, wind, nsamp, overlap)
%BICOHERX - Direct (FD) method for estimating cross-bicoherence
% [bic,waxis] = bicoherx (w,x,y, nfft, wind, segsamp, overlap)
% w,x,y - data vector or time-series
% - should have identical dimensions
% nfft - fft length [default = power of two > nsamp]
% actual size used is power of two greater than 'nsamp'
% wind - specifies the time-domain window to be applied to each
% data segment; should be of length 'segsamp' (see below);
% otherwise, the default Hanning window is used.
% segsamp - samples per segment [default: such that we have 8 segments]
% - if x is a matrix, segsamp is set to the number of rows
% overlap - percentage overlap, 0 to 99 [default = 50]
% - if y is a matrix, overlap is set to 0.
% bic - estimated cross-bicoherence: an nfft x nfft array, with
% origin at center, and axes pointing down and to the right.
% waxis - vector of frequencies associated with the rows and columns
% of bic; sampling frequency is assumed to be 1.
% Copyright (c) 1991-1999 by United Signals & Systems, Inc. and The Mathworks, Inc. All Rights Reserved.
% $Revision: 1.7 $
% A. Swami January 20, 1995
% RESTRICTED RIGHTS LEGEND
% Use, duplication, or disclosure by the Government is subject to
% restrictions as set forth in subparagraph (c) (1) (ii) of the
% Rights in Technical Data and Computer Software clause of DFARS
% 252.227-7013.
% Manufacturer: United Signals & Systems, Inc., P.O. Box 2374,
% Culver City, California 90231.
%
% This material may be reproduced by or for the U.S. Government pursuant
% to the copyright license under the clause at DFARS 252.227-7013.
% --------------------- parameter checks -----------------------------
if (size(w) ~= size(x) | size(x) ~= size(y) )
error(' w, x, and y should have identical dimensions')
end
[ly, nrecs] = size(y);
if (ly == 1)
ly = nrecs; nrecs = 1;
w = w(:); x = x(:); y = y(:);
end
if (exist('nfft') ~= 1) nfft = 128; end
if (exist('overlap') ~= 1) overlap = 50; end
overlap = max(0,min(overlap,99));
if (nrecs > 1) overlap = 0; end
if (exist('nsamp') ~= 1) nsamp = 0; end
if (nrecs > 1) nsamp = ly; end
if (nrecs == 1 & nsamp <= 0)
nsamp = fix(ly/ (8 - 7 * overlap/100));
end
if (nfft < nsamp) nfft = 2^nextpow2(nsamp); end
overlap = fix(overlap/100 * nsamp);
nadvance = nsamp - overlap;
nrecs = fix ( (ly*nrecs - overlap) / nadvance);
% ----------------------------------------------------------------------
if (exist('wind') ~= 1) wind = hanning(nsamp); end
[rw,cw] = size(wind);
if (min(rw,cw) ~= 1 | max(rw,cw) ~= nsamp)
disp(['Segment size is ',int2str(nsamp)])
disp(['"wind" array is ',int2str(rw),' by ',int2str(cw)])
disp(['Using default window'])
wind = hanning(nsamp);
end
wind = wind(:);
% ---------------- accumulate triple products ----------------------
bic = zeros(nfft,nfft);
Pyy = zeros(nfft,1); Pww = Pyy; Pxx = Pyy;
mask = hankel([1:nfft],[nfft,1:nfft-1] ); % the hankel mask (faster)
Yf12 = zeros(nfft,nfft);
ind = [1:nsamp]';
for k = 1:nrecs
ws = w(ind); ws = (ws-mean(ws)).* wind;
Wf = fft(ws,nfft) / nsamp; CWf = conj(Wf);
Pww = Pww + Wf .* CWf;
xs = x(ind); xs = (xs-mean(xs)).* wind;
Xf = fft(xs,nfft) / nsamp; CXf = conj(Xf);
Pxx = Pxx + Xf .* CXf;
ys = y(ind); ys = (ys(:) - mean(ys)) .* wind;
Yf = fft(ys,nfft) / nsamp; CYf = conj(Yf);
Pyy = Pyy + Yf .* CYf;
Yf12(:) = CYf(mask);
bic = bic + (Wf * Xf.') .* Yf12;
ind = ind + nadvance;
end
bic = bic / nrecs;
Pyy = Pyy / nrecs; Pww = Pww / nrecs; Pxx = Pxx / nrecs;
mask(:) = Pyy(mask);
bic = abs(bic).^2 ./ (Pww * Pxx.' .* mask);
bic = fftshift(bic) ;
% ------------ contour plot of magnitude bispectum --------------------
if (rem(nfft,2) == 0)
waxis = [-nfft/2:(nfft/2-1)]'/nfft;
else
waxis = [-(nfft-1)/2:(nfft-1)/2]'/nfft;
end
hold off, clf
% contour(bic,4,waxis,waxis),grid
contour(waxis,waxis,bic,4), grid on
title('Cross-Bicoherence')
xlabel('f1'), ylabel('f2')
set(gcf,'Name','Hosa BICOHERX')
[colmax,row] = max(bic) ;
[maxval,col] = max(colmax);
row = row(col);
disp(['Max: bic(',num2str(waxis(row)),',',num2str(waxis(col)),') = ', ...
num2str(maxval) ])
return
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