| /* |
| * Copyright (c) 2014 The WebRTC project authors. All Rights Reserved. |
| * |
| * Use of this source code is governed by a BSD-style license |
| * that can be found in the LICENSE file in the root of the source |
| * tree. An additional intellectual property rights grant can be found |
| * in the file PATENTS. All contributing project authors may |
| * be found in the AUTHORS file in the root of the source tree. |
| */ |
| |
| #define _USE_MATH_DEFINES |
| |
| #include "webrtc/modules/audio_processing/beamformer/covariance_matrix_generator.h" |
| |
| #include <cmath> |
| |
| namespace webrtc { |
| namespace { |
| |
| float BesselJ0(float x) { |
| #if WEBRTC_WIN |
| return _j0(x); |
| #else |
| return j0(x); |
| #endif |
| } |
| |
| // Calculates the Euclidean norm for a row vector. |
| float Norm(const ComplexMatrix<float>& x) { |
| RTC_CHECK_EQ(1u, x.num_rows()); |
| const size_t length = x.num_columns(); |
| const complex<float>* elems = x.elements()[0]; |
| float result = 0.f; |
| for (size_t i = 0u; i < length; ++i) { |
| result += std::norm(elems[i]); |
| } |
| return std::sqrt(result); |
| } |
| |
| } // namespace |
| |
| void CovarianceMatrixGenerator::UniformCovarianceMatrix( |
| float wave_number, |
| const std::vector<Point>& geometry, |
| ComplexMatrix<float>* mat) { |
| RTC_CHECK_EQ(geometry.size(), mat->num_rows()); |
| RTC_CHECK_EQ(geometry.size(), mat->num_columns()); |
| |
| complex<float>* const* mat_els = mat->elements(); |
| for (size_t i = 0; i < geometry.size(); ++i) { |
| for (size_t j = 0; j < geometry.size(); ++j) { |
| if (wave_number > 0.f) { |
| mat_els[i][j] = |
| BesselJ0(wave_number * Distance(geometry[i], geometry[j])); |
| } else { |
| mat_els[i][j] = i == j ? 1.f : 0.f; |
| } |
| } |
| } |
| } |
| |
| void CovarianceMatrixGenerator::AngledCovarianceMatrix( |
| float sound_speed, |
| float angle, |
| size_t frequency_bin, |
| size_t fft_size, |
| size_t num_freq_bins, |
| int sample_rate, |
| const std::vector<Point>& geometry, |
| ComplexMatrix<float>* mat) { |
| RTC_CHECK_EQ(geometry.size(), mat->num_rows()); |
| RTC_CHECK_EQ(geometry.size(), mat->num_columns()); |
| |
| ComplexMatrix<float> interf_cov_vector(1, geometry.size()); |
| ComplexMatrix<float> interf_cov_vector_transposed(geometry.size(), 1); |
| PhaseAlignmentMasks(frequency_bin, |
| fft_size, |
| sample_rate, |
| sound_speed, |
| geometry, |
| angle, |
| &interf_cov_vector); |
| interf_cov_vector.Scale(1.f / Norm(interf_cov_vector)); |
| interf_cov_vector_transposed.Transpose(interf_cov_vector); |
| interf_cov_vector.PointwiseConjugate(); |
| mat->Multiply(interf_cov_vector_transposed, interf_cov_vector); |
| } |
| |
| void CovarianceMatrixGenerator::PhaseAlignmentMasks( |
| size_t frequency_bin, |
| size_t fft_size, |
| int sample_rate, |
| float sound_speed, |
| const std::vector<Point>& geometry, |
| float angle, |
| ComplexMatrix<float>* mat) { |
| RTC_CHECK_EQ(1u, mat->num_rows()); |
| RTC_CHECK_EQ(geometry.size(), mat->num_columns()); |
| |
| float freq_in_hertz = |
| (static_cast<float>(frequency_bin) / fft_size) * sample_rate; |
| |
| complex<float>* const* mat_els = mat->elements(); |
| for (size_t c_ix = 0; c_ix < geometry.size(); ++c_ix) { |
| float distance = std::cos(angle) * geometry[c_ix].x() + |
| std::sin(angle) * geometry[c_ix].y(); |
| float phase_shift = -2.f * M_PI * distance * freq_in_hertz / sound_speed; |
| |
| // Euler's formula for mat[0][c_ix] = e^(j * phase_shift). |
| mat_els[0][c_ix] = complex<float>(cos(phase_shift), sin(phase_shift)); |
| } |
| } |
| |
| } // namespace webrtc |