clear;close all;clc;
%====原始语音信号=请自行设置文件地址audioread.m第74行filename = ('D:\pei.wav');%
figure(1);
filename = 'pei.wav';
[music,Fs] = audioread('pei.wav'); %模数转换 对语音信号进行采样
y1=music(:,1); %取单声道
y2=music(:,2);
% sound(y1,Fs);
Ns=length(y1); %采样点数Ns
t=(0:Ns-1)/Fs;
subplot(231);
plot(t,y1);title('原始音频信号波形');xlabel('time/s');ylabel('幅度');
Y1=fft(y1); %对y1做快速傅里叶变换
magY1=abs(Y1); %取绝对值 即模值
magY1(1)=magY1(1)/Ns; %0频率点的信号幅值=fft变换后的幅值/Ns
magY1(2:Ns)=magY1(2:Ns)/Ns*2; %其他频率点信号的幅值=fft变换后的幅值*2/Ns
subplot(234);
f=(0:Ns-1)*Fs/Ns; %Fs/Ns为频率分辨率 fft的每一点乘以分辨率代表此点的频率
plot(f,magY1);title('幅频特性曲线');xlabel('frequency/Hz');ylabel('幅度');axis([0 1e+4 0 0.03]);
%================噪声====================================%
t=(0:Ns-1)/Fs;
noise=sin(2*pi*7500*t); %噪声为正弦波 幅值为1 频率为7500Hz
subplot(232);
plot(t,noise);title('噪声信号波形');xlabel('time/s');ylabel('幅度');
Noise=fft(noise);
magN=abs(Noise);
magN(1)=magN(1)/Ns;
magN(2:Ns)=magN(2:Ns)/Ns*2;
subplot(235);
f=(0:length(Noise)-1)*Fs/Ns;
plot(f,magN);title('幅频特性曲线');xlabel('frequency/Hz');ylabel('幅度');axis([0 1e+4 0 0.03]);
%===============加性噪声================================%
y1n=y1+noise';
% sound(y1n,Fs);
t=(0:length(y1n)-1)/Fs;
subplot(233);
plot(t,y1n);title('加噪后音频信号波形');xlabel('time/s');ylabel('幅度');
Xn=fft(y1n);
magXn=abs(Xn);
magXn(1)=magXn(1)/Ns;
magXn(2:Ns)=magXn(2:Ns)*2/Ns;
subplot(236);
f=(0:length(Xn)-1)*Fs/length(Xn);
plot(f,magXn);title('幅频特性曲线');xlabel('frequency/Hz');ylabel('幅度');axis([0 1e+4 0 0.03]);
%==================巴特沃斯低通滤波器======================%
fp=4900;fs=7450;As=100;Rp=1; %缺点:过渡带要求较宽 阶数高 26阶
OmegaP=2*pi*fp;OmegaS=2*pi*fs; %模拟角频率
wp=OmegaP/Fs;ws=OmegaS/Fs; %数字频率
wp1=2*Fs*tan(wp/2); %频率预矫正
ws1=2*Fs*tan(ws/2);
[N,wc]=buttord(wp1,ws1,Rp,As,'s'); %切比雪夫II型阶数与截止频率
[b,a]=butter(N,wc,'s'); %模拟切比雪夫滤波器分子、分母系数
[bz,az]=bilinear(b,a,Fs); %双线性变换AF到DF
w0=[wp,ws];
Hx1=freqz(bz,az,w0); %计算在矢量w0中指定频率处的得频率响应
[H,w]=freqz(bz,az);
dbHx1=-20*log10(abs(Hx1)/max(abs(H))); %求滤波器截止频率处的衰减
figure(4);
plot(w/(2*pi)*Fs/1000,20*log10(abs(H)));
title('巴特沃斯低通数字滤波器幅频特性');
xlabel('f(KHz)');ylabel('dB');
%----滤波后音频信号----%
figure(2);
out=filter(bz,az,y1n);
t=(0:length(out)-1)/Fs;
subplot(221);
plot(t,out);title('巴特沃斯低通滤波后音频信号波形');xlabel('time/s');ylabel('幅度');
OUT=fft(out);
magOUT=abs(OUT);
magOUT(1)=magOUT(1)/Ns;
magOUT(2:Ns)=magOUT(2:Ns)/Ns*2;
subplot(223);
f=(0:length(OUT)-1)*Fs/length(OUT);
plot(f,magOUT);title('幅频特性曲线');xlabel('frequency/Hz');ylabel('幅度');axis([0 1e+4 0 0.03]);
sound(out,Fs);
%==================切比雪夫II型低通滤波器======================%
fp=6900;fs=7450;As=100;Rp=1; %通带截止频率与阻带截止频率的确定采用逼近的方法,在满足阻带最小衰减As前提下逐渐缩小过渡带
OmegaP=2*pi*fp;OmegaS=2*pi*fs; %模拟角频率
wp=OmegaP/Fs;ws=OmegaS/Fs; %数字频率
wp1=2*Fs*tan(wp/2); %频率预矫正
ws1=2*Fs*tan(ws/2);
[N,wc]=cheb2ord(wp1,ws1,Rp,As,'s'); %切比雪夫II型阶数与截止频率 30阶
[b,a]=cheby2(N,As,wc,'s'); %模拟切比雪夫滤波器分子、分母系数
[bz,az]=bilinear(b,a,Fs); %双线性变换AF到DF
figure(5);
w0=[wp,ws];
Hx2=freqz(bz,az,w0); %计算在矢量w0中指定频率处的得频率响应
[H,w]=freqz(bz,az);
dbHx2=-20*log10(abs(Hx2)/max(abs(H))); %求滤波器截止频率处的衰减
figure(5);
plot(w/(2*pi)*Fs/1000,20*log10(abs(H)));
title('切比雪夫II型低通数字滤波器幅频特性');
xlabel('f(KHz)');ylabel('dB');
%-----------------滤波后音频信号-------------%
figure(2);
out=filter(bz,az,y1n);
t=(0:length(out)-1)/Fs;
subplot(222);plot(t,out);title('切比雪夫II型低通滤波后音频信号波形');xlabel('time/s');ylabel('幅度');
OUT=fft(out);
magOUT=abs(OUT);
magOUT(1)=magOUT(1)/Ns;
magOUT(2:Ns)=magOUT(2:Ns)/Ns*2;
subplot(224);
f=(0:length(OUT)-1)*Fs/length(OUT);
plot(f,magOUT);title('幅频特性曲线');xlabel('frequency/Hz');ylabel('幅度');axis([0 1e+4 0 0.03]);
% sound(out,Fs);
%==================巴特沃斯带阻滤波器======================%
fp1=7000;fs1=7450;fs2=7550;fp2=8000;As=100;Rp=1; %通带截止频率与阻带截止频率的确定采用逼近的方法,在满足阻带最小衰减As前提下逐渐缩小过渡带
OmegaP1=2*pi*fp1;OmegaS1=2*pi*fs1; %模拟角频率
OmegaP2=2*pi*fp2;OmegaS2=2*pi*fs2;
wp1=OmegaP1/Fs;ws1=OmegaS1/Fs; %数字频率
wp2=OmegaP2/Fs;ws2=OmegaS2/Fs;
wp11=2*Fs*tan(wp1/2); %频率预畸
ws11=2*Fs*tan(ws1/2);
wp22=2*Fs*tan(wp2/2);
ws22=2*Fs*tan(ws2/2);
wp=[wp11,wp22];
ws=[ws11,ws22];
[N,wc]=buttord(wp,ws,Rp,As,'s'); %确定滤波器阶数与截止频率 6阶
[b,a]=butter(N,wc,'stop','s'); %模拟滤波器分子、分母系数
[bz,az]=bilinear(b,a,Fs); %双线性变换AF到DF
w0=[wp1,ws1,ws2,wp2];
Hx3=freqz(bz,az,w0); %计算在矢量w0中指定频率处的得频率响应
[H,w]=freqz(bz,az);
dbHx3=-20*log10(abs(Hx3)/max(abs(H))); %求滤波器截止频率处的衰减
figure(6);
plot(w/(2*pi)*Fs/1000,20*log10(abs(H)));
title('巴特沃斯带阻数字滤波器幅频特性');
xlabel('f(KHz)');ylabel('dB');
%----滤波后音频信号----%
figure(3);
out1=filter(bz,az,y1n);
t=(0:length(out1)-1)/Fs;
subplot(221);
plot(t,out1);title('巴特沃斯带阻滤波后音频信号波形');xlabel('time/s');ylabel('幅度');
OUT1=fft(out1);
magOUT1=abs(OUT1);
magOUT1(1)=magOUT1(1)/Ns;
magOUT1(2:Ns)=magOUT1(2:Ns)/Ns*2;
subplot(223);
f=(0:length(OUT1)-1)*Fs/length(OUT1);
plot(f,magOUT1);title('幅频特性曲线');xlabel('frequency/Hz');ylabel('幅度');axis([0 1e+4 0 0.03]);
% sound(out1,Fs);
%==================切比雪夫II型带阻滤波器======================%
fp1=6800;fs1=7450;fs2=7550;fp2=7800;As=100;Rp=1;
OmegaP1=2*pi*fp1;OmegaS1=2*pi*fs1; %模拟角频率
OmegaP2=2*pi*fp2;OmegaS2=2*pi*fs2;
wp1=OmegaP1/Fs;ws1=OmegaS1/Fs; %数字频率
wp2=OmegaP2/Fs;ws2=OmegaS2/Fs;
wp11=2*Fs*tan(wp1/2); %频率预畸
ws11=2*Fs*tan(ws1/2);
wp22=2*Fs*tan(wp2/2);
ws22=2*Fs*tan(ws2/2);
wp=[wp11,wp22];
ws=[ws11,ws22];
[N,wc]=cheb2ord(wp,ws,Rp,As,'s'); %切比雪夫II型阶数与截止频率 6阶
[b,a]=cheby2(N,As,wc,'stop','s'); %模拟切比雪夫滤波器分子、分母系数
[bz,az]=bilinear(b,a,Fs); %双线性变换AF到DF
w0=[wp1,ws1,ws2,wp2];
Hx4=freqz(bz,az,w0); %计算在矢量w0中指定频率处的得频率响应
[H,w]=freqz(bz,az);
dbHx4=-20*log10(abs(Hx4)/max(abs(H))); %求滤波器截止频率处的衰减
figure(7);
plot(w/(2*pi)*Fs/1000,20*log10(abs(H)));
title('切比雪夫II型带阻数字滤波器幅频特性');
xlabel('f(KHz)');ylabel('dB');
%----滤波后音频信号----%
figure(3);
out1=filter(bz,az,y1n);
t=(0:length(out1)-1)/Fs;
subplot(222);plot(t,out1);title('切比雪夫II型带阻滤波后音频信号波形');xlabel('time/s');ylabel(
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