用Java写一个心电信号高斯滤波函数
时间: 2024-05-14 22:13:11 浏览: 123
好的,以下是Java实现的心电信号高斯滤波函数的示例代码:
```java
public static double[] gaussianFilter(double[] signal, double samplingRate, double cutoffFrequency, double filterOrder) {
double[] result = new double[signal.length];
double alpha = Math.exp(-Math.sqrt(2) / 2 * Math.PI * cutoffFrequency / samplingRate);
double[] bCoeff = new double[(int) (filterOrder + 1)];
double[] aCoeff = new double[(int) (filterOrder + 1)];
for (int i = 0; i <= filterOrder; i++) {
double numerator = Math.pow(-2, i) * Math.pow(alpha, 2 * i);
double denominator = MathUtils.factorial(i) * MathUtils.factorial(i + filterOrder);
bCoeff[i] = numerator / denominator;
}
for (int i = 0; i <= filterOrder; i++) {
double numerator = MathUtils.factorial(2 * i) * bCoeff[i];
double denominator = Math.pow(2, 2 * i) * MathUtils.factorial(i);
aCoeff[i] = numerator / denominator;
}
for (int i = (int) filterOrder; i < signal.length; i++) {
double sum = 0;
for (int j = 0; j <= filterOrder; j++) {
sum += bCoeff[j] * signal[i - j];
}
for (int j = 1; j <= filterOrder; j++) {
sum -= aCoeff[j] * result[i - j];
}
result[i] = sum / aCoeff[0];
}
return result;
}
```
这是一个基于高斯分布的带阻滤波器,可以对心电信号进行滤波以降低噪声干扰。其中,samplingRate表示采样频率,cutoffFrequency表示截止频率,filterOrder表示滤波器阶数,signal是待滤波的信号。函数返回滤波后的信号result。
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