Weighted Block L1 Norm Regularized Two-dimensional Off-grid Compressive Beamforming for Acoustic Source Identification

Chenyu Zhang, Liang Yu, Baohong Bai, Chen Xu, Ran Wang, Youhong Xiao

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

High spatial resolution and high accuracy acoustic source identification is valuable in the field of aircraft. Compressive beamforming is a potential method to achieve a high-quality acoustic map. However, the off-grid problem and convex relaxation loss will reduce the performance of compressive beamforming. The weighted block L1 norm regularized two-dimensional (2D) off-grid beamforming method is proposed in this paper. In the proposed method, the solution containing the source amplitudes and off-grid differences is constrained by the weighted block L1 norm. The weighted block L1 norm can induce a more sparse solution to enhance the spatial resolution of the obtained acoustic map. Moreover, it can also recover the source amplitudes more accurately due to the fair penalty value. The performance of the proposed method is also validated by a numerical simulation. It turns out that the proposed method can identify the acoustic sources with higher spatial resolution and higher accuracy compared with conventional compressive beamforming methods.

Original languageEnglish
Title of host publication2022 5th International Conference on Information Communication and Signal Processing, ICICSP 2022
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages748-752
Number of pages5
ISBN (Electronic)9781665485890
DOIs
StatePublished - 2022
Externally publishedYes
Event5th International Conference on Information Communication and Signal Processing, ICICSP 2022 - Shenzhen, China
Duration: 26 Nov 202228 Nov 2022

Publication series

Name2022 5th International Conference on Information Communication and Signal Processing, ICICSP 2022

Conference

Conference5th International Conference on Information Communication and Signal Processing, ICICSP 2022
Country/TerritoryChina
CityShenzhen
Period26/11/2228/11/22

Keywords

  • Acoustic source identification
  • compressive beamforming
  • off-grid problem
  • weighted L1 norm

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