将以下matlab语句改写为c++ s = awgn(x,6)
时间: 2024-02-15 14:03:36 浏览: 166
C++调用matlab
在 C++ 中,可以使用以下语句来模拟 MATLAB 中的 awgn 函数:
```c++
#include <random> // for normal_distribution
#include <cmath> // for sqrt
// Define a function to add white Gaussian noise to a signal x with specified signal-to-noise ratio (SNR)
std::vector<double> add_awgn_noise(const std::vector<double>& x, double snr_db) {
std::default_random_engine generator;
std::normal_distribution<double> distribution(0.0, 1.0); // mean = 0, standard deviation = 1
// Calculate the noise power
double snr = pow(10, snr_db / 10.0);
double signal_power = 0.0;
double noise_power = 0.0;
for (size_t i = 0; i < x.size(); i++) {
signal_power += x[i] * x[i];
double noise = distribution(generator);
noise_power += noise * noise;
}
noise_power /= x.size();
double target_noise_power = signal_power / snr;
double scale_factor = sqrt(target_noise_power / noise_power);
// Add the noise to the signal
std::vector<double> y(x.size());
for (size_t i = 0; i < x.size(); i++) {
double noise = scale_factor * distribution(generator);
y[i] = x[i] + noise;
}
return y;
}
```
下面是如何使用上述函数模拟 MATLAB 中的 `awgn(x,6)`:
```c++
std::vector<double> x = { 1.0, 2.0, 3.0, 4.0, 5.0 };
std::vector<double> y = add_awgn_noise(x, 6.0);
```
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