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1 function [y,yh,ys,fr0] = hpsmodel(x,fs,w,N,t,nH,minf0,maxf0,f0et,maxhd,stocf)
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2 %=> analysis/synthesis of a sound using the sinusoidal harmonic model
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3 % x: input sound, fs: sampling rate, w: analysis window (odd size),
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4 % N: FFT size (minimum 512), t: threshold in negative dB,
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5 % nH: maximum number of harmonics, minf0: minimum f0 frequency in Hz,
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6 % maxf0: maximim f0 frequency in Hz,
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7 % f0et: error threshold in the f0 detection (ex: 5),
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8 % maxhd: max. relative deviation in harmonic detection (ex: .2)
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9 % stocf: decimation factor of mag spectrum for stochastic analysis
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10 % y: output sound, yh: harmonic component, ys: stochastic component
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11
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12 %x=tanh(10*x);
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13
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14 M = length(w); % analysis window size
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15 Ns = 1024; % FFT size for synthesis
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16 H = 256; % hop size for analysis and synthesis
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17 N2 = N/2+1; % half-size of spectrum
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18 soundlength = length(x); % length of input sound array
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19 hNs = Ns/2; % half synthesis window size
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20 hM = (M-1)/2; % half analysis window size
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21 pin = max(hNs+1,1+hM); % initialize sound pointer to middle of analysis window
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22 pend = soundlength-max(hM,hNs); % last sample to start a frame
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23 fftbuffer = zeros(N,1); % initialize buffer for FFT
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24 yh = zeros(soundlength+Ns/2,1); % output sine component
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25 ys = zeros(soundlength+Ns/2,1); % output residual component
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26 w = w/sum(w); % normalize analysis window
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27 sw = zeros(Ns,1);
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28 ow = triang(2*H-1); % overlapping window
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29 ovidx = Ns/2+1-H+1:Ns/2+H; % overlap indexes
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30 sw(ovidx) = ow(1:2*H-1);
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31 bh = blackmanharris(Ns); % synthesis window
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32 bh = bh ./ sum(bh); % normalize synthesis window
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33 wr = bh; % window for residual
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34 sw(ovidx) = sw(ovidx) ./ bh(ovidx);
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35 sws = H*hanning(Ns); % synthesis window for stochastic
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36
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37 i = 0;
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38 while pin<pend
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39 i = i+1;
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40 %-----analysis-----%
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41 xw = x(pin-hM:pin+hM).*w(1:M); % window the input sound
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42 fftbuffer(1:(M+1)/2) = xw((M+1)/2:M); % zero-phase window in fftbuffer
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43 fftbuffer(N-(M-1)/2+1:N) = xw(1:(M-1)/2);
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44 X = fft(fftbuffer); % compute the FFT
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45 mX = 20*log10(abs(X(1:N2))); % magnitude spectrum
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46 pX = unwrap(angle(X(1:N/2+1))); % unwrapped phase spectrum
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47 ploc = 1 + find((mX(2:N2-1)>t) .* (mX(2:N2-1)>mX(3:N2)) ...
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48 .* (mX(2:N2-1)>mX(1:N2-2))); % find peaks
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49 [ploc,pmag,pphase] = peakinterp(mX,pX,ploc); % refine peak values
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50 f0 = f0detection(mX,fs,ploc,pmag,f0et,minf0,maxf0); % find f0
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51 fr0(i)=f0;
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52 hloc = zeros(nH,1); % initialize harmonic locations
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53 hmag = zeros(nH,1)-100; % initialize harmonic magnitudes
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54 hphase = zeros(nH,1); % initialize harmonic phases
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55 hf = (f0>0).*(f0.*(1:nH)); % initialize harmonic frequencies
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56 hi = 1; % initialize harmonic index
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57 npeaks = length(ploc); % number of peaks found
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58 while (f0>0 && hi<=nH && hf(hi)<fs/2) % find harmonic peaks
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59 [dev,pei] = min(abs((ploc(1:npeaks)-1)/N*fs-hf(hi))); % closest peak
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60 if ((hi==1 || ~any(hloc(1:hi-1)==ploc(pei))) && dev<maxhd*hf(hi))
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61 hloc(hi) = ploc(pei); % harmonic locations
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62 hmag(hi) = pmag(pei); % harmonic magnitudes
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63 hphase(hi) = pphase(pei); % harmonic phases
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64 end
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65 hi = hi+1; % increase harmonic index
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66 end
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67 hloc(1:hi-1) = (hloc(1:hi-1)~=0).*((hloc(1:hi-1)-1)*Ns/N+1); % synth. locs
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68 ri= pin-hNs; % input sound pointer for residual analysis
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69 xr = x(ri:ri+Ns-1).*wr(1:Ns); % window the input sound
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70 Xr = fft(fftshift(xr)); % compute FFT for residual analysis
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71 Yh = genspecsines(hloc(1:hi-1),hmag,hphase,Ns); % generate sines
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72 Yr = Xr-Yh; % get the residual complex spectrum
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73 mYr = abs(Yr(1:Ns/2+1)); % magnitude spectrum of residual
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74 %mYs = stochenvelope(mYr,stocf);
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75 %-----transformations-----%
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76 mYsenv = decimate(mYr,stocf,1); % decimate the magnitude spectrum
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77 %-----synthesis-----%
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78 mYs = interp(mYsenv,stocf,1); % interpolate to original size
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79
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80 % n=1:N/2+1;
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81 % plot(n/N*Ns,mX); %plotting the original spectrum
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82 % hold on;
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83 % plot(20*log10(abs(mYs)), 'r'); %plotting the approximation done by the decimate function
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84 %
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85 % hold on;
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86 % plot(hloc, hmag, 'g*');
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87 % hold off;
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88 % pause
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89
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90 roffset = ceil(stocf/2)-1; % interpolated array offset
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91 mYs = [ mYs(1)*ones(roffset,1); mYs(1:Ns/2+1-roffset) ];
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92 pYs = 2*pi*rand(Ns/2+1,1); % generate phase random values
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93 mYs1 = [mYs(1:Ns/2+1); mYs(Ns/2:-1:2)]; % create magnitude spectrum
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94 pYs1 = [pYs(1:Ns/2+1); -1*pYs(Ns/2:-1:2)]; % create phase spectrum
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95 Ys = mYs1.*cos(pYs1)+1i*mYs1.*sin(pYs1); % compute complex spectrum
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96 yhw = fftshift(real(ifft(Yh))); % sines in time domain using IFFT
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97 ysw = fftshift(real(ifft(Ys))); % stoc. in time domain using IFFT
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98 yh(ri:ri+Ns-1) = yh(ri:ri+Ns-1)+yhw(1:Ns).*sw; % overlap-add for sines
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99 ys(ri:ri+Ns-1) = ys(ri:ri+Ns-1)+ysw(1:Ns).*sws; % overlap-add for stoch.
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100 pin = pin+H; % advance the sound pointer
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101 end
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102
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103 %ys=tanh(10*ys);
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104 y= yh+ys; % sum sines and stochastic |