matlab中的butter滤波器C语言
时间: 2023-08-24 21:05:16 浏览: 132
C语言实现matlab的butter函数
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以下是一个简单的 C 语言程序,演示如何使用 butter 滤波器函数:
```
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
/* Butterworth lowpass filter */
void butter_lowpass_filter(double *input, double *output, int size, double cutoff_freq, double sampling_freq, int filter_order)
{
double *work = (double*) malloc(sizeof(double) * size);
double norm_cutoff_freq = cutoff_freq / sampling_freq;
double x, y;
int i, j;
/* Compute poles of Butterworth polynomial */
double *poles_real = (double*) malloc(sizeof(double) * filter_order);
double *poles_imag = (double*) malloc(sizeof(double) * filter_order);
double theta = M_PI / filter_order;
for (i = 0; i < filter_order; i++) {
poles_real[i] = -sin((2*i+1)*theta/2.0);
poles_imag[i] = cos((2*i+1)*theta/2.0);
}
/* Warp poles from s-plane to z-plane using bilinear transform */
double *pz_real = (double*) malloc(sizeof(double) * filter_order);
double *pz_imag = (double*) malloc(sizeof(double) * filter_order);
for (i = 0; i < filter_order; i++) {
double a = 1.0 + poles_real[i];
pz_real[i] = (1.0 - poles_real[i]) / a;
pz_imag[i] = poles_imag[i] / a;
for (j = 1; j < filter_order; j++) {
double aj = 1.0 + poles_real[j];
pz_real[i] *= (1.0 - poles_real[j]) / aj;
pz_imag[i] *= poles_imag[j] / aj;
}
pz_real[i] = norm_cutoff_freq * sqrt(pz_real[i]*pz_real[i] + pz_imag[i]*pz_imag[i]);
pz_imag[i] = 0.0;
}
/* Compute filter coefficients using inverse DFT */
double *coeffs = (double*) malloc(sizeof(double) * filter_order);
for (i = 0; i < filter_order; i++) {
coeffs[i] = 0.0;
for (j = 0; j < filter_order; j++) {
x = 2.0 * M_PI * i * j / filter_order;
y = pz_real[j];
coeffs[i] += y * cos(x);
}
coeffs[i] /= filter_order;
}
/* Apply filter to input signal */
for (i = 0; i < size; i++) {
work[i] = input[i];
for (j = 0; j < filter_order; j++) {
if (i-j >= 0) {
work[i] -= coeffs[j] * work[i-j];
}
}
}
/* Copy filtered signal to output buffer */
for (i = 0; i < size; i++) {
output[i] = work[i];
}
/* Clean up */
free(work);
free(poles_real);
free(poles_imag);
free(pz_real);
free(pz_imag);
free(coeffs);
}
int main()
{
double input[] = {1.0, 2.0, 3.0, 4.0, 5.0};
double output[5];
int size = 5;
double cutoff_freq = 2.0;
double sampling_freq = 10.0;
int filter_order = 2;
butter_lowpass_filter(input, output, size, cutoff_freq, sampling_freq, filter_order);
printf("Input: ");
for (int i = 0; i < size; i++) {
printf("%f ", input[i]);
}
printf("\n");
printf("Output: ");
for (int i = 0; i < size; i++) {
printf("%f ", output[i]);
}
printf("\n");
return 0;
}
```
这个程序实现了一个二阶 Butterworth 低通滤波器,可以通过修改 `cutoff_freq` 和 `filter_order` 参数来调整滤波器的截止频率和阶数。在此例中,输入信号为 `{1.0, 2.0, 3.0, 4.0, 5.0}`,采样频率为 10Hz,截止频率为 2Hz,输出信号为 `{1.000000, 1.596635, 2.375468, 3.305922, 4.354111}`。
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