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%%% Algorithme de Music pour la d\'etermination des param\`etres Music |
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%%% |
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%%% entr\'ees : |
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%%% - xx : signal |
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%%% - pp : ordre du mod\`ele (choisi de mani\`ere ind\'ependante) |
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%%% - MM : nombre de coefficients de corr\'elation pris en compte (MM>=pp) |
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%%% - fe : fr\'equence d'\'echantillonnage |
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%%% |
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%%% sorties : |
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%%% - ff : fr\'equences auxquelles la dsp a \'et\'e calcul\'ee |
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%%% - mydsp : la dsp elle-m\^eme |
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%%% |
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%%% exemples : clear;rand('seed',100*sum(clock));fe=32000;f0=440;tsig=1280;xx=cos(2*pi*f0/fe*[1:tsig]+2*pi*rand(1,1));mymusic(xx,2,10,fe); |
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%%% clear;rand('seed',100*sum(clock));fe=32000;f0=440;tsig=1280;xx=cos(2*pi*f0/fe*[1:tsig]+2*pi*rand(1,1))+cos(2*pi*(f0+26)/fe*[1:tsig]+2*pi*rand(1,1));mymusic(xx,4,300,fe); |
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%%% |
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%%% S. Rossignol -- 2012 |
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%%% utilisation en script : |
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%clear;rand('seed',100*sum(clock));fe=32000;f0=440;tsig=1280;xx=cos(2*pi*f0/fe*[1:tsig]+2*pi*rand(1,1))+cos(2*pi*(f0+26)/fe*[1:tsig]+2*pi*rand(1,1));pp=4;MM=400; |
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%clear;rand('seed',100*sum(clock));fe=32000;f0=440;tsig=1280;xx=cos(2*pi*f0/fe*[1:tsig]+2*pi*rand(1,1))+1e-2*randn(1,tsig);pp=2;MM=10; |
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function [ff, mydsp] = mymusic_matlab(xx, pp, MM, fe) |
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if (MM<=pp) |
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fprintf(1, 'Il faut absolument MM>pp !!!\n'); |
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return; |
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end; |
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MM1=MM-1; |
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res=xx; |
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xx = xx-mean(xx); |
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%%% corr\'elations |
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acf = xcorr(xx, MM1, 'biased'); |
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lMM=length(acf); |
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rrr1 = acf(MM1+1:lMM)'; |
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for ii=1:MM1 |
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rrr1 = [rrr1 acf(MM1+1-ii:lMM-ii)']; |
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end; |
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rrr1 = rrr1'; |
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%%% m\'ethode directe pour trouver toutes les valeurs propres |
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[v, lambda] = eig(rrr1); |
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lamb = diag(lambda); |
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[vl,pl] = sort(abs(lamb),'descend'); |
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%%% densit\'e spectrale de puissance |
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df=0.9765625; %%% la dsp est calcul\'ee tous les df Hz |
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ff=-fe/2:df:fe/2; |
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mydsp=zeros(length(ff),1); |
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deni=zeros(MM,MM); |
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for ii=pp+1:MM |
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deni = deni + v(:,pl(ii))*conj(v(:,pl(ii)))'; |
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end; |
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for ii=1:length(ff) |
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ee = cos(2*pi*ff(ii)*[0:MM1]/fe); |
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den = conj(ee)*deni*ee'; |
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mydsp(ii) = abs(1/den); |
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end; |
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%%% on enl\`eve \'eventuellement une composante non nulle |
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mydsp = mydsp-min(mydsp); |
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%mydsp = mydsp/max(mydsp); %%% si on fait \c{c}a, c'est norme 1 |
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end |
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%rand('seed',100*sum(clock)); |
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%fe=32000; |
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%f0=440; |
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%tsig=1280; |
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%xx=cos(2*pi*f0/fe*[1:tsig]+2*pi*rand(1,1))+cos(2*pi*(f0+40)/fe*[1:tsig]+2*pi*rand(1,1))+cos(2*pi*2*f0/fe*[1:tsig]+2*pi*rand(1,1))+cos(2*pi*(2*f0+40)/fe*[1:tsig]+2*pi*rand(1,1)); |
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%xx=cos(2*pi*f0/fe*[1:tsig]+2*pi*rand(1,1))+1e-2*randn(1,tsig); |
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%pp=2; |
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%MM=10; |
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% returns sampling frequency in Hz and data |
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[xx,fe] = audioread('fluteircam.wav'); |
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xx = xx'; |
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pp=4; |
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MM=210; |
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lenW = 0.04*fe; |
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maxFreqs = []; |
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for i = 0:floor((length(xx)-lenW+1)/lenW) |
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xxsub = xx(1,lenW*i+1:lenW*(i+1)); |
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[ff, mydsp] = mymusic_matlab(xxsub,pp,MM,fe); |
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mydspP = mydsp(floor(length(mydsp)/2):end,:); |
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ffP = ff(:,floor(length(mydsp)/2):end); |
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[maxi,ind] = max(mydspP); |
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maxFreq = ffP(ind); |
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maxFreqs = [maxFreqs maxFreq]; |
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end |
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figure() |
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tt = (lenW/2:lenW:length(xx))/fe; |
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plot(tt,maxFreqs) |
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xlabel('temps (s)') |
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ylabel('fréquences (Hz)') |
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title('Frequency max DSP MUSIC signal flureircam (p = 2, M = 200)') |
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%%% figures |
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% figure(); |
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% clf; |
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% grid on; |
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% hold on; |
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% plot(ff,mydsp,'linewidth',2); |
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% xlabel('frequency (in Hz)','fontsize',20); |
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% ylabel('magnitude','fontsize',20); |
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% title('zoom MUSIC'); |
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% xlim([400 506]); |
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% hold off; |
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% figure(); |
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% clf; |
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% grid on; |
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% hold on; |
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% plot(ff,mydsp,'linewidth',2); |
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% xlabel('frequency (in Hz)','fontsize',20); |
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% ylabel('magnitude','fontsize',20); |
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% title('MUSIC'); |
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% hold off; |
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% drawnow; |
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% % montrer intéret paramétrique par rapport à FFT |
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% figure(); |
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% fftxx = abs(fftshift(fft(xx))); % fftshift permet de passer de la fft entre 0 et fe à la fft entre -fe/2 et fe/2 |
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% freq = linspace(-fe/2,fe/2,length(fftxx)); |
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% plot(freq,fftxx); |
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% grid on; |
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% xlabel('fréqunce (Hz)'); |
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% ylabel('amplitude (u.a.)'); |
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% title('fft'); |
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% |
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% figure(); |
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% xx = [xx zeros(1,32768-length(xx))]; % 2^15 = 32768 |
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% fftxx = abs(fftshift(fft(xx))); |
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% freq = linspace(-fe/2,fe/2,length(fftxx)); |
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% plot(freq,fftxx); |
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% grid on; |
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% xlabel('fréqunce (Hz)'); |
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% ylabel('amplitude (u.a.)'); |
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% title('fft zero padding'); |
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