[HTML][HTML] A survey of sound source localization with deep learning methods

PA Grumiaux, S Kitić, L Girin, A Guérin - The Journal of the Acoustical …, 2022 - pubs.aip.org
This article is a survey of deep learning methods for single and multiple sound source
localization, with a focus on sound source localization in indoor environments, where …

Deep learning approach in DOA estimation: A systematic literature review

S Ge, K Li, SNBM Rum - Mobile Information Systems, 2021 - Wiley Online Library
In array signal processing, the direction of arrival (DOA) of the signal source has drawn
broad research interests with its wide applications in fields such as sonar, radar …

Deep learning-enabled high-resolution and fast sound source localization in spherical microphone array system

SY Lee, J Chang, S Lee - IEEE Transactions on Instrumentation …, 2022 - ieeexplore.ieee.org
While sound source localization (SSL) using a spherical microphone array system can be
applied to obtain visual beam patterns of source distribution maps in a range of …

Mixed near-field and far-field source localization based on convolution neural networks via symmetric nested array

X Su, P Hu, Z Liu, T Liu, B Peng… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
In this paper, the convolution neural networks (CNN) are developed for the classification and
localization of mixed near-field and far-field sources by using the geometry of symmetric …

Robust acoustic directional sensing enabled by synergy between resonator-based sensor and deep learning

Z Yu, X Li, H Jung, M Harada, D Prokhorov, T Lee - Scientific Reports, 2024 - nature.com
We demonstrate enhanced acoustic sensing arising from the synergy between resonator-
based acoustic sensor and deep learning. We numerically verify that both vibration …

Sparse distortionless modal beamforming for spherical microphone arrays

SK Yadav, NV George - IEEE Signal Processing Letters, 2022 - ieeexplore.ieee.org
Phase-mode array processing which utilizes the spherical harmonics decomposition offers a
useful framework for spherical microphone arrays. In the modal domain, one of the major …

Multi-source DOA Estimation using Higher-order Pseudo Intensity Vector on a Spherical Microphone Array

B Zhu, W Zhang, J Chen, M Zhu… - IEEE Signal Processing …, 2024 - ieeexplore.ieee.org
Direction-of-arrival (DOA) estimation in environments with multiple sources and strong
reverberation remains a great challenge. In this letter, we present a novel feature, the higher …

Octant Spherical Harmonics Features for Source Localization using Artificial Intelligence based on Unified Learning Framework

P Dwivedi, G Routray, RM Hegde - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Recent advancements in artificial intelligence (AI) have shown potential solutions to acoustic
source localization in three-dimensional space. This paper proposes a new low-complex AI …

Doa estimation using multiclass-svm in spherical harmonics domain

P Dwivedi, G Routray, RM Hegde - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Direction of arrival (DOA) estimation is still a challenging and fundamental problem in
acoustic signal processing. This paper proposes a new method for DOA estimation that …

Joint doa estimation in spherical harmonics domain using low complexity cnn

P Dwivedi, RP Gohil, G Routray… - 2022 IEEE …, 2022 - ieeexplore.ieee.org
Direction of arrival (DOA) estimation for multi-channel speech enhancement is a challenging
problem. In this context, this paper proposes a new method for joint DOA estimation using a …