資源簡(jiǎn)介
MATLAB代碼經(jīng)典功率譜估計(jì),Welch法、協(xié)方差法、周期圖、burg法及其對(duì)比,附完整注釋
代碼片段和文件信息
clc
clear?all;
M=10;?????%數(shù)據(jù)組數(shù)
N=1024;???%數(shù)據(jù)點(diǎn)數(shù)
nfft=2*N;?%FFT變換為復(fù)序列
fs=1;?????%歸一化采樣頻率
%%產(chǎn)生AR(4)采樣樣本10*1024
for?n=1:M
??wn=wgn(1N-30);??%白噪聲
for?i=1:4
??x(ni)=wn(i);
end;
for?j=5:N
??x(nj)=-0.98*x(nj-1)-1.92*x(nj-2)-0.94*x(nj-3)-0.92*x(nj-4)+wn(j);?
end;
end;
%%
%真實(shí)功率譜syms?ff;
a=[zeros(1N)10.981.920.940.92];?%模型系數(shù)
b=xcorr(alength(a)-1);??%自相關(guān)
c=(abs(fft(b))).^2;
Px=-10*log10(c);
figure;
plot(Px(1:N));????%真實(shí)功率譜
title(‘真實(shí)功率譜‘);xlabel(‘f(未歸一化)‘);ylabel(‘P(dB)‘)
%%
%周期圖法功率譜估計(jì)
figure;
sum_Pxx=0;
for?j=1:1:M
window=hamming(N);%漢明窗
[Pxxf]=periodogram(x(j:)window2*Nfs);?
sum_Pxx=sum_Pxx+abs(Pxx);
end
f=f/max(f)/2;%歸一化
plot(f10*log10(sum_Pxx/M));title(‘周期圖法‘);xlabel(‘f(Hz)‘);ylabel(‘P(dB)‘);
%%
%WELCH法功率譜估計(jì)
figure;
L=[256?128?64];???%數(shù)據(jù)段長(zhǎng)度取值
for?i=1:1:length(L)
sum_Pxx=0;
for?j=1:1:N/L(i)
????window=hamming(L(i));%漢明窗
????noverlap=length(wi
評(píng)論
共有 條評(píng)論