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Shallow-Water Sound-Source Localization via Surrogate Models Incorporating Spectral-Elements Full-Wave Numerical Simulation

  • Yihua Xing
  • , Xun Wang*
  • *Corresponding author for this work
  • Beihang University

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

Abstract

Matched field processing (MFP) is a powerful tool for sound source localization, where the source location parameters are decided by matching the measured signal with its physical model. However, modeling the sound field in shallow water is a difficult task due to the complex environment. Spectral element method (SEM) is able to simulate the propagation of sound waves accurately in such complicated environments. But this scheme is computationally expensive so that it cannot be used for source localization because, in the matching optimization procedure, the numerical model has to be evaluated many times. To address these problems, a novel shallow water sound source localization algorithm is proposed. More specifically, SEM is used to simulate sound propagation in complex shallow water environment for some potential source locations; then, the Kriging method is employed to establish the surrogate model for sound propagation for any source locations in a considered region. Subsequently, the actual sound signal is matched with the output sound field of the Kriging model based on MFP principles, so as to realize rapid and accurate source localization in the complex shallow water environment. An application example is introduced to demonstrate that the proposed method has the advantages of high localization accuracy and computational efficiency.

Original languageEnglish
Title of host publication2023 6th International Conference on Information Communication and Signal Processing, ICICSP 2023
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1081-1085
Number of pages5
ISBN (Electronic)9798350339994
DOIs
StatePublished - 2023
Event6th International Conference on Information Communication and Signal Processing, ICICSP 2023 - Xi'an, China
Duration: 23 Sep 202325 Sep 2023

Publication series

Name2023 6th International Conference on Information Communication and Signal Processing, ICICSP 2023

Conference

Conference6th International Conference on Information Communication and Signal Processing, ICICSP 2023
Country/TerritoryChina
CityXi'an
Period23/09/2325/09/23

Keywords

  • Kriging
  • matched field processing
  • sound source localization
  • spectral element method
  • surrogate model

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