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  • 基4快速傅里叶变换

    一、功能

    计算复序列的基4快速傅里叶变换。

    二、方法简介

    序列(x(n)(n=0,1,...,N-1))的离散傅里叶变换定义为

    [X(k)=sum_{n=0}^{N-1}x(n)W_{N}^{nk}, qquad k=0,1,...,N-1 ]

    其中(W_{N}^{nk}=e^{-jfrac{2pi nk}{N}}),若(N=4^M),则将序列(x(n))分成四个(N/4)点的序列(x_1(n) 、x_2(n) 、x_3(n) 、x_4(i)(n=0,1, …,N/4—1)), 即

    [x(n) =x_1(n) +x_2(n) +x_3(n) +x_4(n) ]

    式中

    [left{egin{matrix}egin{align*}x_{1}(n)&=x(n), & (n=0,1,...,N /4 - 1)\ x_{2}(n)&=x(n+frac{N}{4}), & (n=0,1,...,N /4 - 1)\ x_{3}(n)&=x(n+frac{N}{2}), & (n=0,1,...,N /4 - 1)\ x_{4}(n)&=x(n+frac{3N}{4}), & (n=0,1,...,N /4 - 1)end{align*}end{matrix} ight. ]

    (x(n))代入DFT表达式中,则有

    [egin{align*}X(k)&=sum_{n=0}^{N/4-1}[x_{1}(n)W_{N}^{nk}+x_{2}(n)W_{N}^{(n + N/4)k}+x_{3}(n)W_{N}^{(n + N/2)k}+x_{4}(n)W_{N}^{(n + 3N/4)k}]\&=sum_{n=0}^{N/4-1}[x_{1}(n)+x_{2}(n)W_{N}^{N/4k}+x_{3}(n)W_{N}^{N/2k}+x_{4}(n)W_{N}^{3N/4k}]W_{N}^{nk}\end{align*}\(k=0,1,...,N-1) ]

    (X(k))按频率抽取,得

    [left{egin{matrix}egin{align*}X(4k)&=sum_{n=0}^{N/4-1}[x_{1}(n)+x_{2}(n)+x_{3}(n)+x_{4}(n)]W_{N/4}^{nk}\X(4k+1)&=sum_{n=0}^{N/4-1}[x_{1}(n)-jx_{2}(n)-x_{3}(n)+jx_{4}(n)]W_{N}^{n}W_{N/4}^{nk}\X(4k+2)&=sum_{n=0}^{N/4-1}[x_{1}(n)-x_{2}(n)+x_{3}(n)-x_{4}(n)]W_{N}^{2n}W_{N/4}^{nk}\X(4k+3)&=sum_{n=0}^{N/4-1}[x_{1}(n)+jx_{2}(n)-x_{3}(n)-jx_{4}(n)]W_{N}^{3n}W_{N/4}^{nk}end{align*}end{matrix} ight. ]

    通过上面得分解,可求得所有(X(k))值,其基本运算式为

    [left{egin{matrix}egin{align*}f_{1}(n)&=x_{1}(n)+x_{2}(n)+x_{3}(n)+x_{4}(n)\f_{2}(n)&=[x_{1}(n)-jx_{2}(n)-x_{3}(n)+jx_{4}(n)]W_{N}^{n}\f_{3}(n)&=[x_{1}(n)-x_{2}(n)+x_{3}(n)-x_{4}(n)]W_{N}^{2n}\f_{4}(n)&=[x_{1}(n)+jx_{2}(n)-x_{3}(n)-jx_{4}(n)]W_{N}^{3n}end{align*}end{matrix} ight.,(k=0,1,...,frac{N}{4}-1) ]

    这样,就将一个(N)点得DFT转化为四个(N/4)点DFT来计算。依此类推,直至分解到最后一级。以上就是按频率抽取的基4快速傅里叶变换算法。与基2FFT相比,基4FFT的乘法量约减少25%,加法量也略有减少。

    三、使用说明

    是用C语言实现基4快速傅里叶变换(FFT)的方法如下:

    /************************************
    	x       ---一维数组,长度为n,开始时存放要变换数据的实部,最后存放变换结果的实部。
    	y       ---一维数组,长度为n,开始时存放要变换数据的虚部,最后存放变换结果的虚部。
    	n 		---数据长度,必须是4的整数次幂。
    ************************************/
    #include "math.h"
    
    void fft(double *x, double *y, int n)
    {
    	int i, j, k, m, il, i2, i3, nl, n2;
    	double a, b ,c ,e ,rl ,r2 ,r3 ,r4 ,s1 ,s2 ,s3 ,s4;
    	double col, co2, co3, sil, si2, si3;
    
    	for(j = 1; i = 1; i < 10; i++) {
    		m = i;
    		j = 4 * j;
    		if(j == n) break;
    	}
    	n2 = n;
    	for(k = 1; k <= m; k++) {
    		n1 = n2;
    		n2 = n2 / 4;
    		e = 6.28318530718 / nl;
    		a = 0;
    		for(j = 0; j < n2; j++) {
    			b = a + a;
    			c = a + b;
    			co1 = cos(a);
    			co2 = cos(b);
    			co3 = cos(c);
    			sil = sin(a);
    			si2 = sin(b);
    			si3 = sin(c);
    			a = (j + l) * e;
    			for(i = j; i < n; i = i +n1) {
    				il = i + n2;
    				i2=il+n2;
    				i3 = i2 + n2;
    				nl = n-1;
    				r1 = x[i] + x[i2];
    				r3 = x[i] - x[i2];
    				s1 = y[i] + y[i2];
    				s3 = y[i] - y[i2];
    				r2 = x[il] + x[i3];
    				r4 = x[il] — x[i3];
    				s2 = y[il] + y[i3];
    				s4 = y[il] - y[i3];
    				x[i] = rl — r2;
    				r2 = r1 — r2;
    				rl = r3 — s4;
    				r3 = r3 + s4;
    				y[i] = s1 + s2;
    				s2 = s1 - s2;
    				s1 = s3 + r4;
    				s3 = s3 — r4;
    				x[il] = col * r3 + sil * s3;
    				y[il] = col* s3 — sil * r3;
    				x[i2] = co2 * r2 + si2 * s2;
    				y[i2] = co2 * s2 — si2 * r2;
    				x[i3] = co3 * rl + si3 * s1;
    				y[i3] = co3 * s1 — si3 * r1;
    			}
    		}
    	}
    	n1 = n - 1;
    	for(j = 0, i = 0; i < n1; i++) {
    		if(i < j) {
    			rl = x[j];
    			s1 = y[j];
    			x[j] = x[i];
    			y[j] = y[i];
    			x[i] = rl;
    			y[i] = sl;
    		}
    		k = n / 4;
    		while( 3 * k < (j + 1)) {
    			j = j - 3 * k;
    			k = k / 4;
    		}
    		j = j + k;
    	}
    }
    
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  • 原文地址:https://www.cnblogs.com/liam-ji/p/11693632.html
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