Direction of Arrival Estimation in the Spherical Harmonic Domain using Subspace Pseudo-Intensity Vectors
File(s)Moore_DOA_estimation_using_SSPIVs.pdf (1.64 MB)
Accepted version
Author(s)
Moore, AH
Evers, C
Naylor, PA
Type
Journal Article
Abstract
Direction of Arrival (DOA) estimation is a fundamental problem in acoustic signal processing. It is used in a diverse range of applications, including spatial filtering, speech dereverberation, source separation and diarization. Intensity vector-based DOA estimation is attractive, especially for spherical sensor arrays, because it is computationally efficient. Two such methods are presented which operate on a spherical harmonic decomposition of a sound field observed using a spherical microphone array. The first uses Pseudo-Intensity Vectors (PIVs) and works well in acoustic environments where only one sound source is active at any time. The second uses Subspace Pseudo-Intensity Vectors (SSPIVs) and is targeted at environments where multiple simultaneous sources and significant levels of reverberation make the problem more challenging. Analytical models are used to quantify the effects of an interfering source, diffuse noise and sensor noise on PIVs and SSPIVs. The accuracy of DOA estimation using PIVs and SSPIVs is compared against the state-of-the-art in simulations including realistic reverberation and noise for single and multiple, stationary and moving sources. Finally, robust performance of the proposed methods is demonstrated using speech recordings in real acoustic environments.
Date Issued
2016-09-26
Date Acceptance
2016-08-31
Citation
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2016, 25 (1), pp.178-192
ISSN
2329-9290
Publisher
IEEE
Start Page
178
End Page
192
Journal / Book Title
IEEE/ACM Transactions on Audio, Speech, and Language Processing
Volume
25
Issue
1
Copyright Statement
© 2016 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Sponsor
Commission of the European Communities
Engineering & Physical Science Research Council (EPSRC)
Grant Number
609465
ep/m026698/1
Subjects
Science & Technology
Technology
Acoustics
Engineering, Electrical & Electronic
Engineering
Direction of arrival estimation
DOA localization
microphone array processing
robot audition
speaker tracking
spherical harmonics
spherical microphone array
MICROPHONE ARRAY
LOCALIZATION
DESIGN
Publication Status
Published