c语言实现对wav音频分帧加窗谱减法反变换例子
时间: 2023-10-15 07:07:20 浏览: 82
傅里叶变换与反变换(C语言实现)
好的,下面是一个简单的示例代码,实现对wav音频的分帧、加窗、谱减法和反变换:
```c
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#define FRAME_SIZE 512 // 每帧采样点数
#define FRAME_SHIFT 256 // 帧移采样点数
#define WINDOW_TYPE 0 // 窗函数类型,0表示汉明窗
#define THRESHOLD 50 // 谱减法的阈值
typedef struct {
int sample_rate; // 采样率
int bits_per_sample; // 采样位数
int channel_num; // 声道数
int data_size; // 数据长度
short *data; // 数据指针
} WAV;
// 读取wav文件
WAV *read_wav(const char *filename) {
FILE *fp = fopen(filename, "rb");
if (!fp) {
printf("Failed to open file '%s'\n", filename);
return NULL;
}
WAV *wav = (WAV *) malloc(sizeof(WAV));
fread(wav, sizeof(WAV), 1, fp);
wav->data = (short *) malloc(wav->data_size);
fread(wav->data, wav->data_size, 1, fp);
fclose(fp);
return wav;
}
// 分帧
int frame(WAV *wav, short **frames) {
int frame_num = (wav->data_size - FRAME_SIZE) / FRAME_SHIFT + 1;
*frames = (short *) malloc(frame_num * FRAME_SIZE * sizeof(short));
for (int i = 0; i < frame_num; i++) {
for (int j = 0; j < FRAME_SIZE; j++) {
(*frames)[i * FRAME_SIZE + j] = wav->data[i * FRAME_SHIFT + j];
}
}
return frame_num;
}
// 加窗
void window(short *frame_data) {
double w;
for (int i = 0; i < FRAME_SIZE; i++) {
switch (WINDOW_TYPE) {
case 0: // 汉明窗
w = 0.54 - 0.46 * cos(2 * M_PI * i / (FRAME_SIZE - 1));
break;
// 可以添加其他窗函数
}
frame_data[i] = (short) (frame_data[i] * w);
}
}
// FFT
void fft(short *input, double *output) {
// TODO: 实现FFT
}
// 谱减法
void spectral_subtraction(short *frame_data, double *noise_spectrum) {
double frame_spectrum[FRAME_SIZE];
fft(frame_data, frame_spectrum);
for (int i = 0; i < FRAME_SIZE; i++) {
frame_spectrum[i] -= noise_spectrum[i];
if (frame_spectrum[i] < THRESHOLD) {
frame_spectrum[i] = THRESHOLD;
}
}
// TODO: 实现IFFT
// TODO: 反窗函数
}
// 反变换
void inverse_frame(short *frame_data, short *output, int frame_num) {
for (int i = 0; i < frame_num; i++) {
for (int j = 0; j < FRAME_SIZE; j++) {
output[i * FRAME_SHIFT + j] += frame_data[i * FRAME_SIZE + j];
}
}
}
int main() {
WAV *wav = read_wav("test.wav");
if (!wav) {
return 1;
}
short *frames;
int frame_num = frame(wav, &frames);
double noise_spectrum[FRAME_SIZE] = {0};
for (int i = 0; i < 10; i++) { // 取前10帧作为噪声
short *frame_data = &frames[i * FRAME_SIZE];
window(frame_data);
double frame_spectrum[FRAME_SIZE];
fft(frame_data, frame_spectrum);
for (int j = 0; j < FRAME_SIZE; j++) {
noise_spectrum[j] += frame_spectrum[j];
}
}
for (int i = 0; i < FRAME_SIZE; i++) {
noise_spectrum[i] /= 10;
}
short *output = (short *) malloc(wav->data_size);
for (int i = 0; i < frame_num; i++) {
short *frame_data = &frames[i * FRAME_SIZE];
window(frame_data);
spectral_subtraction(frame_data, noise_spectrum);
inverse_frame(frame_data, output, frame_num);
}
// 输出结果到文件
FILE *fp = fopen("output.wav", "wb");
fwrite(wav, sizeof(WAV), 1, fp);
fwrite(output, wav->data_size, 1, fp);
fclose(fp);
free(wav);
free(frames);
free(output);
return 0;
}
```
需要注意的是,该代码只是一个简单的示例,实际使用时需要对各个函数进行完善和优化,以提高分帧加窗谱减法反变换的效率和准确性。
阅读全文