• [Matlab]四种IIR滤波器纹波特性对比


    测试代码:

    %FilterCompare.m
    %对比相同阶数时四种IIR滤波器的波纹特性
    
    
    close all;
    clear;
    clc;
    
    
    fs = 1000; %Hz
    
    
    %低通滤波器对比
    N1 = 8;
    wp = 50 / ( fs / 2);
    ws = 100 / ( fs / 2);
    alpha_p = 1;
    alpha_s = 20;
    
    [ b1,a1] = butter( N1 , ws , 'low' );
    [ b2,a2] = cheby1( N1 , alpha_p , ws , 'low' );
    [ b3,a3] = cheby2( N1 , alpha_s , ws , 'low' );
    [ b4,a4] = ellip ( N1 , alpha_p,alpha_s , ws , 'low' );
    
    
    
    [H1,w1] = freqz(b1,a1,1024*4);
    [H2,w2] = freqz(b2,a2,1024*4);
    [H3,w3] = freqz(b3,a3,1024*4);
    [H4,w4] = freqz(b4,a4,1024*4);
    w1 = w1/pi *fs/2;
    w2 = w2/pi *fs/2;
    w3 = w3/pi *fs/2;
    w4 = w4/pi *fs/2;
    figure(1);
    plot(w1,abs(H1),'black','linewidth',0.5);
    hold on;
    plot(w2,abs(H2),'red','linewidth',0.5);
    plot(w3,abs(H3),'green','linewidth',0.5);
    plot(w4,abs(H4),'blue','linewidth',0.5);
    xlim([0 500]);
    ylim([0 1.1]);
    legend({ 'butter' , 'cheby1' , 'cheby2' , 'ellip'});
    title('同阶数(N=8),同截止频率(f_c=100Hz)的低通滤波器对比');
    
    
    %高通滤波器
    N1 = 8;
    wp = 400 / ( fs / 2);
    ws = 400 / ( fs / 2);
    alpha_p = 1;
    alpha_s = 20;
    [ b1,a1] = butter( N1 , ws , 'high' );
    [ b2,a2] = cheby1( N1 , alpha_p , ws , 'high' );
    [ b3,a3] = cheby2( N1 , alpha_s , ws , 'high' );
    [ b4,a4] = ellip( N1 , alpha_p,alpha_s , ws , 'high' );
    [H1,w1] = freqz(b1,a1,1024*4);
    [H2,w2] = freqz(b2,a2,1024*4);
    [H3,w3] = freqz(b3,a3,1024*4);
    [H4,w4] = freqz(b4,a4,1024*4);
    w1 = w1/pi *fs/2;
    w2 = w2/pi *fs/2;
    w3 = w3/pi *fs/2;
    w4 = w4/pi *fs/2;
    figure(2);
    plot(w1,abs(H1),'black','linewidth',0.5);
    hold on;
    plot(w2,abs(H2),'red','linewidth',0.5);
    plot(w3,abs(H3),'green','linewidth',0.5);
    plot(w4,abs(H4),'blue','linewidth',0.5);
    xlim([0 500]);
    ylim([0 1.1]);
    legend({ 'butter' , 'cheby1' , 'cheby2' , 'ellip'});
    title('同阶数(N=8),同截止频率(f_c=400Hz)的高通滤波器对比');
    
    
    
    %带通滤波器
    
    N1 = 8;
    wp = [ 100 , 400 ] / ( fs / 2);
    ws = [ 100 , 400 ] / ( fs / 2);
    alpha_p = 1;
    alpha_s = 20;
    [ b1,a1] = butter( N1 , ws , 'bandpass' );
    [ b2,a2] = cheby1( N1 , alpha_p , ws , 'bandpass' );
    [ b3,a3] = cheby2( N1 , alpha_s , ws , 'bandpass' );
    [ b4,a4] = ellip( N1 , alpha_p,alpha_s , ws , 'bandpass' );
    [H1,w1] = freqz(b1,a1,1024*4);
    [H2,w2] = freqz(b2,a2,1024*4);
    [H3,w3] = freqz(b3,a3,1024*4);
    [H4,w4] = freqz(b4,a4,1024*4);
    w1 = w1/pi *fs/2;
    w2 = w2/pi *fs/2;
    w3 = w3/pi *fs/2;
    w4 = w4/pi *fs/2;
    figure(3);
    plot(w1,abs(H1),'black','linewidth',0.5);
    hold on;
    plot(w2,abs(H2),'red','linewidth',0.5);
    plot(w3,abs(H3),'green','linewidth',0.5);
    plot(w4,abs(H4),'blue','linewidth',0.5);
    xlim([0 500]);
    ylim([0 1.1]);
    legend({ 'butter' , 'cheby1' , 'cheby2' , 'ellip'});
    title('同阶数(N=8),同截止频率(f_c_1=100Hz f_c_2 = 400Hz)的带通滤波器对比');
    
    
    
    %带阻滤波器
    N1 = 8;
    wp = [ 100 , 400 ] / ( fs / 2);
    ws = [ 100 , 400 ] / ( fs / 2);
    alpha_p = 1;
    alpha_s = 20;
    [ b1,a1] = butter( N1 , ws , 'stop' );
    [ b2,a2] = cheby1( N1 , alpha_p , ws , 'stop' );
    [ b3,a3] = cheby2( N1 , alpha_s , ws , 'stop' );
    [ b4,a4] = ellip( N1 , alpha_p,alpha_s , ws , 'stop' );
    [H1,w1] = freqz(b1,a1,1024*4);
    [H2,w2] = freqz(b2,a2,1024*4);
    [H3,w3] = freqz(b3,a3,1024*4);
    [H4,w4] = freqz(b4,a4,1024*4);
    w1 = w1/pi *fs/2;
    w2 = w2/pi *fs/2;
    w3 = w3/pi *fs/2;
    w4 = w4/pi *fs/2;
    figure(4);
    plot(w1,abs(H1),'black','linewidth',0.5);
    hold on;
    plot(w2,abs(H2),'red','linewidth',0.5);
    plot(w3,abs(H3),'green','linewidth',0.5);
    plot(w4,abs(H4),'blue','linewidth',0.5);
    xlim([0 500]);
    ylim([0 1.1]);
    legend({ 'butter' , 'cheby1' , 'cheby2' , 'ellip'});
    title('同阶数(N=8),同截止频率(f_c_1=100Hz f_c_2 = 400Hz)的带阻滤波器对比');
    

      

    现象:

    低通滤波器

    高通滤波器

    带通滤波器

    带阻滤波器

    验证结果:

    1、巴特沃斯滤波器的通带和阻带均是单调变化,频率响应最为平滑,若通带边缘满足指标要求,则通带内会有富余量,并不经济,更有效的方法是将指标的精度要求均匀分布在通带或阻带内,这样能设计出阶数较低的滤波器(意会,意会);

    2、切比雪夫Ⅰ型滤波器的幅度特性在通带范围内是等波纹的,在阻带范围内时单调的;

    3、切比雪夫Ⅱ型滤波器的幅度特性在阻带范围内是等波纹的,在通带范围内时单调的;

    4、椭圆滤波器的幅度特性在通带和阻带范围内均是等波纹的。

    ~不再更新,都不让我写公式,博客园太拉胯了
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  • 原文地址:https://www.cnblogs.com/alimy/p/9141679.html
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