comparison Code/Descriptors/Matlab/MPEG7/FromWeb/h_specgram2.m @ 4:92ca03a8fa99 tip

Update to ICASSP 2013 benchmark
author Dawn Black
date Wed, 13 Feb 2013 11:02:39 +0000
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3:e1cfa7765647 4:92ca03a8fa99
1 function [yo,fo,to] = h_specgram2(varargin)
2 %SPECGRAM Calculate spectrogram from signal.
3 % B = SPECGRAM(A,NFFT,Fs,WINDOW,SHIFT) calculates the spectrogram for
4 % the signal in vector A. SPECGRAM splits the signal into overlapping
5 % segments, windows each with the WINDOW vector and forms the columns of
6 % B with their zero-padded, length NFFT discrete Fourier transforms. Thus
7 % each column of B contains an estimate of the short-term, time-localized
8 % frequency content of the signal A. Time increases linearly across the
9 % columns of B, from left to right. Frequency increases linearly down
10 % the rows, starting at 0. If A is a length NX complex signal, B is a
11 % complex matrix with NFFT rows and
12 % k = fix((NX-NOVERLAP)/(length(WINDOW)-NOVERLAP))
13 % columns, where NOVERLAP = length(WINDOW)-mean(SHIFT)
14 % If A is real, B still has k columns but the higher frequency
15 % components are truncated (because they are redundant); in that case,
16 % SPECGRAM returns B with NFFT/2+1 rows for NFFT even and (NFFT+1)/2 rows
17 % for NFFT odd. If you specify a scalar for WINDOW, SPECGRAM uses a
18 % Hanning window of that length. WINDOW must have length smaller than
19 % or equal to NFFT and greater than NOVERLAP. NOVERLAP is the number of
20 % samples the sections of A overlap. Fs is the sampling frequency
21 % which does not effect the spectrogram but is used for scaling plots.
22 %
23 % [B,F,T] = SPECGRAM(A,NFFT,Fs,WINDOW,NOVERLAP) returns a column of
24 % frequencies F and one of times T at which the spectrogram is computed.
25 % F has length equal to the number of rows of B, T has length k. If you
26 % leave Fs unspecified, SPECGRAM assumes a default of 2 Hz.
27 %
28 % B = SPECGRAM(A) produces the spectrogram of the signal A using default
29 % settings; the defaults are NFFT = minimum of 256 and the length of A, a
30 % Hanning window of length NFFT, and NOVERLAP = length(WINDOW)/2. You
31 % can tell SPECGRAM to use the default for any parameter by leaving it
32 % off or using [] for that parameter, e.g. SPECGRAM(A,[],1000)
33 %
34 % See also PWELCH, CSD, COHERE and TFE.
35
36 % Author(s): L. Shure, 1-1-91
37 % T. Krauss, 4-2-93, updated
38 % Copyright 1988-2000 The MathWorks, Inc.
39 % $Revision: 1.6 $ $Date: 2000/06/09 22:07:35 $
40
41 error(nargchk(1,5,nargin))
42 [msg,x,nfft,Fs,window,shift]=specgramchk(varargin);
43 error(msg)
44
45 nx = length(x);
46 nwind = length(window);
47 if nx < nwind % zero-pad x if it has length less than the window length
48 x(nwind)=0; nx=nwind;
49 end
50 x = x(:); % make a column vector for ease later
51 window = window(:); % be consistent with data set
52 noverlap = nwind - mean(shift);
53 ncol = fix((nx-noverlap)/(nwind-noverlap));
54
55 totalshift = sum(shift);
56 numshift = length(shift);
57 progshift = (cumsum(shift)-shift(1))';
58 overshift = 1:totalshift:nx;
59 shifts = progshift(:,ones(1,length(overshift)))+overshift(ones(length(progshift),1),:);
60 colindex = reshape(shifts,1,prod(size(shifts)));
61 colindex = colindex(1:ncol);
62 %colindex = 1 + (0:(ncol-1))*(nwind-noverlap);
63 rowindex = (1:nwind)';
64 if length(x)<(nwind+colindex(ncol)-1)
65 x(nwind+colindex(ncol)-1) = 0; % zero-pad x
66 end
67
68 y = zeros(nwind,ncol);
69
70 % put x into columns of y with the proper offset
71 % should be able to do this with fancy indexing!
72 y(:) = x(rowindex(:,ones(1,ncol))+colindex(ones(nwind,1),:)-1);
73
74 % Apply the window to the array of offset signal segments.
75 y = window(:,ones(1,ncol)).*y;
76
77 % now fft y which does the columns
78 y = fft(y,nfft);
79 if ~any(any(imag(x))) % x purely real
80 if rem(nfft,2), % nfft odd
81 select = [1:(nfft+1)/2];
82 else
83 select = [1:nfft/2+1];
84 end
85 y = y(select,:);
86 else
87 select = 1:nfft;
88 end
89 f = (select - 1)'*Fs/nfft;
90
91 t = (colindex-1)'/Fs;
92
93 % take abs, and use image to display results
94 if nargout == 0
95 % newplot;
96 % if length(t)==1
97 % imagesc([0 1/f(2)],f,20*log10(abs(y)+eps));axis xy; colormap(jet)
98 % else
99 % imagesc(t,f,20*log10(abs(y)+eps));axis xy; colormap(jet)
100 % end
101 % xlabel('Time')
102 % ylabel('Frequency')
103 elseif nargout == 1,
104 yo = y;
105 elseif nargout == 2,
106 yo = y;
107 fo = f;
108 elseif nargout == 3,
109 yo = y;
110 fo = f;
111 to = t;
112 end
113
114 function [msg,x,nfft,Fs,window,shift] = specgramchk(P)
115 %SPECGRAMCHK Helper function for SPECGRAM.
116 % SPECGRAMCHK(P) takes the cell array P and uses each cell as
117 % an input argument. Assumes P has between 1 and 5 elements.
118
119 msg = [];
120
121 x = P{1};
122 if (length(P) > 1) & ~isempty(P{2})
123 nfft = P{2};
124 else
125 nfft = min(length(x),256);
126 end
127 if (length(P) > 2) & ~isempty(P{3})
128 Fs = P{3};
129 else
130 Fs = 2;
131 end
132 if length(P) > 3 & ~isempty(P{4})
133 window = P{4};
134 else
135 if length(nfft) == 1
136 window = hanning(nfft);
137 else
138 msg = 'You must specify a window function.';
139 end
140 end
141 if length(window) == 1, window = hanning(window); end
142 if (length(P) > 4) & ~isempty(P{5})
143 shift = P{5};
144 else
145 shift = ceil(length(window)/2);
146 end
147
148 % NOW do error checking
149 if (length(nfft)==1) & (nfft<length(window)),
150 msg = 'Requires window''s length to be no greater than the FFT length.';
151 end
152 if (min(shift) <= 0),
153 msg = 'Requires SHIFT to be strictly positive.';
154 end
155 if (length(nfft)==1) & (nfft ~= abs(round(nfft)))
156 msg = 'Requires positive integer values for NFFT.';
157 end
158 if sum(shift ~= abs(round(shift))),
159 msg = 'Requires positive integer value for NOVERLAP.';
160 end
161 if min(size(x))~=1,
162 msg = 'Requires vector (either row or column) input.';
163 end