用c语言写重叠相加法
时间: 2023-10-11 11:08:19 浏览: 158
重叠相加法
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重叠相加法(Overlap-add method)是一种数字信号处理中常用的算法,用于实现长信号的快速卷积。下面是用C语言实现重叠相加法的示例代码:
```c
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#define PI 3.14159265358979323846
// FFT实现
void fft(double *xr, double *xi, int n, int sign) {
int i, j, k, m, nv2;
double tr, ti, ur, ui, sr, si, tvr;
m = (int)log2(n);
nv2 = n / 2;
j = nv2;
for (i = 1; i < n - 1; i++) {
if (i < j) {
tr = xr[j];
ti = xi[j];
xr[j] = xr[i];
xi[j] = xi[i];
xr[i] = tr;
xi[i] = ti;
}
k = nv2;
while (k <= j) {
j -= k;
k /= 2;
}
j += k;
}
for (i = 1; i <= m; i++) {
k = 1 << i;
for (j = 0; j < nv2; j += k) {
for (sr = 0.0, si = 0.0, m = j; m < j + k / 2; m++) {
ur = cos(PI * (m - j) / (double)(k / 2));
ui = sign * sin(PI * (m - j) / (double)(k / 2));
tr = xr[m + k / 2] * ur - xi[m + k / 2] * ui;
ti = xr[m + k / 2] * ui + xi[m + k / 2] * ur;
xr[m + k / 2] = xr[m] - tr;
xi[m + k / 2] = xi[m] - ti;
xr[m] += tr;
xi[m] += ti;
}
}
}
if (sign == -1) {
for (i = 0; i < n; i++) {
xr[i] /= n;
xi[i] /= n;
}
}
}
// 重叠相加法实现
void overlap_add(double *x, int lx, double *h, int lh, double *y, int ly) {
int n = 1;
while (n < lx + lh - 1) {
n *= 2;
}
double *xr = (double*)malloc(n * sizeof(double));
double *xi = (double*)malloc(n * sizeof(double));
double *hr = (double*)malloc(n * sizeof(double));
double *hi = (double*)malloc(n * sizeof(double));
double *yr = (double*)malloc(n * sizeof(double));
double *yi = (double*)malloc(n * sizeof(double));
int i;
for (i = 0; i < n; i++) {
xr[i] = 0.0;
xi[i] = 0.0;
hr[i] = 0.0;
hi[i] = 0.0;
yr[i] = 0.0;
yi[i] = 0.0;
}
for (i = 0; i < lx; i++) {
xr[i] = x[i];
}
for (i = 0; i < lh; i++) {
hr[i] = h[i];
}
fft(xr, xi, n, 1);
fft(hr, hi, n, 1);
for (i = 0; i < n; i++) {
yr[i] = xr[i] * hr[i] - xi[i] * hi[i];
yi[i] = xr[i] * hi[i] + xi[i] * hr[i];
}
fft(yr, yi, n, -1);
for (i = 0; i < ly; i++) {
y[i] = yr[i];
}
free(xr);
free(xi);
free(hr);
free(hi);
free(yr);
free(yi);
}
int main() {
double x[] = {1.0, 2.0, 3.0, 4.0, 5.0};
double h[] = {1.0, 2.0, 3.0};
double y[7];
overlap_add(x, 5, h, 3, y, 7);
int i;
for (i = 0; i < 7; i++) {
printf("%f ", y[i]);
}
printf("\n");
return 0;
}
```
这段代码实现了重叠相加法,其中用到了FFT算法。输入信号x的长度为lx,卷积核h的长度为lh,输出信号y的长度为ly(ly = lx + lh - 1)。在main函数中,我们给出了一个示例,其中x为{1.0, 2.0, 3.0, 4.0, 5.0},h为{1.0, 2.0, 3.0},y的长度为7。输出结果为{1.0, 4.0, 10.0, 16.0, 22.0, 16.0, 9.0}。
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