提供C语言代码和matlab代码,实现长序列数据分段的级联FFT功能
时间: 2024-02-18 11:05:18 浏览: 30
以下是C语言代码实现长序列数据分段的级联FFT功能:
```c
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#define PI 3.14159265358979323846
typedef struct {
double real;
double imag;
} Complex;
// FFT变换
void fft(Complex *x, int n) {
if (n == 1) {
return;
}
Complex *xeven = (Complex *)malloc(n / 2 * sizeof(Complex));
Complex *xodd = (Complex *)malloc(n / 2 * sizeof(Complex));
for (int i = 0; i < n / 2; i++) {
xeven[i] = x[2 * i];
xodd[i] = x[2 * i + 1];
}
fft(xeven, n / 2);
fft(xodd, n / 2);
for (int k = 0; k < n / 2; k++) {
Complex t = {cos(2 * PI * k / n), -sin(2 * PI * k / n)};
t.real *= xodd[k].real;
t.imag *= xodd[k].imag;
x[k].real = xeven[k].real + t.real;
x[k].imag = xeven[k].imag + t.imag;
x[k + n / 2].real = xeven[k].real - t.real;
x[k + n / 2].imag = xeven[k].imag - t.imag;
}
free(xeven);
free(xodd);
}
// 长序列数据分段的级联FFT
void cascade_fft(double *x, int n, int m) {
Complex *X = (Complex *)malloc(n * sizeof(Complex));
for (int k = 0; k < m; k++) {
for (int i = 0; i < n; i++) {
X[i].real = x[k * n + i];
X[i].imag = 0;
}
fft(X, n);
for (int i = 0; i < n; i++) {
x[k * n + i] = X[i].real * X[i].real + X[i].imag * X[i].imag;
}
}
free(X);
}
int main() {
int n = 8;
int m = 4;
double *x = (double *)malloc(n * m * sizeof(double));
for (int i = 0; i < m; i++) {
for (int j = 0; j < n; j++) {
x[i * n + j] = sin(2 * PI * i * j / n);
}
}
cascade_fft(x, n, m);
for (int i = 0; i < m; i++) {
for (int j = 0; j < n; j++) {
printf("%lf ", x[i * n + j]);
}
printf("\n");
}
free(x);
return 0;
}
```
以下是MATLAB代码实现长序列数据分段的级联FFT功能:
```matlab
n = 8;
m = 4;
x = zeros(n, m);
for i = 1:m
for j = 1:n
x(j, i) = sin(2 * pi * (i - 1) * (j - 1) / n);
end
end
for k = 1:m
X = fft(x(:, k));
x(:, k) = abs(X).^2;
end
disp(x);
```