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Author:

Jia, Maoshen (Jia, Maoshen.) (Scholars:贾懋珅) | Sun, Jundai (Sun, Jundai.) | Bao, Changchun (Bao, Changchun.) (Scholars:鲍长春)

Indexed by:

EI Scopus SCIE

Abstract:

In this work, a multiple sound source localization and counting method based on a relaxed sparsity of speech signal is presented. A soundfield microphone is adopted to overcome the redundancy and complexity of microphone array in this paper. After establishing an effective measure, the relaxed sparsity of speech signals is investigated. According to this relaxed sparsity, we can obtain an extensive assumption that "single-source" zones always exist among the soundfield microphone signals, which is validated by statistical analysis. Based on "single-source" zone detecting, the proposed method jointly estimates the number of active sources and their corresponding DOAs by applying a peak searching approach to the normalized histogram of estimated DOA. The cross distortions caused by multiple simultaneously occurring sources are solved by estimating DOA in these "single-source" zones. The evaluations reveal that the proposed method achieves a higher accuracy of DOA estimation and source counting compared with the existing techniques. Furthermore, the proposed method has higher efficiency and lower complexity, which makes it suitable for real-time applications.

Keyword:

Soundfield microphone Sparsity Direction of arrival estimation Multiple source localization

Author Community:

  • [ 1 ] [Jia, Maoshen]Beijing Univ Technol, Speech & Audio Signal Proc Lab, Sch Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 2 ] [Sun, Jundai]Beijing Univ Technol, Speech & Audio Signal Proc Lab, Sch Elect Informat & Control Engn, Beijing, Peoples R China
  • [ 3 ] [Bao, Changchun]Beijing Univ Technol, Speech & Audio Signal Proc Lab, Sch Elect Informat & Control Engn, Beijing, Peoples R China

Reprint Author's Address:

  • 贾懋珅

    [Jia, Maoshen]Beijing Univ Technol, Speech & Audio Signal Proc Lab, Sch Elect Informat & Control Engn, Beijing, Peoples R China

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Source :

JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING

ISSN: 1868-5137

Year: 2017

Issue: 6

Volume: 8

Page: 829-844

ESI Discipline: COMPUTER SCIENCE;

ESI HC Threshold:175

CAS Journal Grade:4

Cited Count:

WoS CC Cited Count: 27

SCOPUS Cited Count: 51

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 6

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