compute_spectral_energy()

std::vector< double > MayaFlux::Yantra::compute_spectral_energy	(	std::span< const double >	data,
		const size_t	num_windows,
		const uint32_t	hop_size,
		const uint32_t	window_size
	)

Compute spectral energy using FFT-based analysis.

This function computes the spectral energy for a given data span using FFT. It calculates the magnitude spectrum and sums the energy across frequency bins.

Parameters

data	Input data span
num_windows	Number of windows to process
hop_size	Hop size for windowing
window_size	Size of each window

Returns

Vector of spectral energy values

Definition at line 135 of file AnalysisHelper.cpp.

{
    std::vector<double> spectral_energy(num_windows);
 
    std::vector<size_t> indices(num_windows);
    std::iota(indices.begin(), indices.end(), 0);
 
    Eigen::VectorXd hanning_window(window_size);
    for (uint32_t i = 0; i < window_size; ++i) {
        hanning_window(i) = 0.5 * (1.0 - std::cos(2.0 * M_PI * i / (window_size - 1)));
    }
 
    std::for_each(std::execution::par_unseq, indices.begin(), indices.end(),
        [&](size_t i) {
            const size_t start_idx = i * hop_size;
            const size_t end_idx = std::min(start_idx + window_size, data.size());
            auto window = data.subspan(start_idx, end_idx - start_idx);
 
            Eigen::VectorXd windowed_data = Eigen::VectorXd::Zero(window_size);
            const size_t actual_size = window.size();
 
            for (int j = 0; j < actual_size; ++j) {
                windowed_data(j) = window[j] * hanning_window(j);
            }
 
            Eigen::FFT<double> fft;
            Eigen::VectorXcd fft_result;
            fft.fwd(fft_result, windowed_data);
 
            double energy = 0.0;
            for (int j = 0; j < fft_result.size(); ++j) {
                energy += std::norm(fft_result(j));
            }
 
            spectral_energy[i] = energy / static_cast<double>(window_size);
        });
 
    return spectral_energy;
}

References compute_spectral_energy().

Referenced by MayaFlux::Yantra::EnergyAnalyzer< InputType, OutputType >::compute_energy_values(), and compute_spectral_energy().

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