Doa estimation by covariance matrix sparse reconstruction of coprime array

Chengwei Zhou; Zhiguo Shi; Yujie Gu; Nathan A. Goodman

doi:10.1109/icassp.2015.7178395

Doa estimation by covariance matrix sparse reconstruction of coprime array

Chengwei Zhou, Zhiguo Shi, Yujie Gu, Nathan A. Goodman

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

36 Scopus citations

Abstract

In this paper, we propose a direction-of-arrival estimation method by covariance matrix sparse reconstruction of coprime array. Specifically, source locations are estimated by solving a newly formulated convex optimization problem, where the difference between the spatially smoothed covariance matrix and the sparsely reconstructed one is minimized. Then, a sliding window scheme is designed for source enumeration. Finally, the power of each source is re-estimated as a least squares problem. Compared with existing methods, the proposed method achieves more accurate source localization and power estimation performance with full utilization of increased degrees of freedom provided by coprime array.

Original language	English
Title of host publication	2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	2369-2373
Number of pages	5
ISBN (Electronic)	9781467369978
DOIs	https://doi.org/10.1109/icassp.2015.7178395
State	Published - 4 Aug 2015
Externally published	Yes
Event	40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Brisbane, Australia Duration: 19 Apr 2014 → 24 Apr 2014

Publication series

Name	ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings
Volume	2015-August
ISSN (Print)	1520-6149

Conference

Conference	40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015
Country/Territory	Australia
City	Brisbane
Period	19/04/14 → 24/04/14

Bibliographical note

Publisher Copyright:
© 2015 IEEE.

Keywords

Compressive sensing
coprime array
direction-of-arrival estimation
power estimation
source localization

Access to Document

10.1109/icassp.2015.7178395

Cite this

Zhou, C., Shi, Z., Gu, Y., & Goodman, N. A. (2015). Doa estimation by covariance matrix sparse reconstruction of coprime array. In 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings (pp. 2369-2373). Article 7178395 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 2015-August). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/icassp.2015.7178395

Zhou, Chengwei ; Shi, Zhiguo ; Gu, Yujie et al. / Doa estimation by covariance matrix sparse reconstruction of coprime array. 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 2369-2373 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

@inproceedings{2ad79857e9af480d8ccb01898d5f9092,

title = "Doa estimation by covariance matrix sparse reconstruction of coprime array",

abstract = "In this paper, we propose a direction-of-arrival estimation method by covariance matrix sparse reconstruction of coprime array. Specifically, source locations are estimated by solving a newly formulated convex optimization problem, where the difference between the spatially smoothed covariance matrix and the sparsely reconstructed one is minimized. Then, a sliding window scheme is designed for source enumeration. Finally, the power of each source is re-estimated as a least squares problem. Compared with existing methods, the proposed method achieves more accurate source localization and power estimation performance with full utilization of increased degrees of freedom provided by coprime array.",

keywords = "Compressive sensing, coprime array, direction-of-arrival estimation, power estimation, source localization",

author = "Chengwei Zhou and Zhiguo Shi and Yujie Gu and Goodman, {Nathan A.}",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; 40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 ; Conference date: 19-04-2014 Through 24-04-2014",

year = "2015",

month = aug,

day = "4",

doi = "10.1109/icassp.2015.7178395",

language = "אנגלית",

series = "ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "2369--2373",

booktitle = "2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings",

address = "ארצות הברית",

}

Zhou, C, Shi, Z, Gu, Y & Goodman, NA 2015, Doa estimation by covariance matrix sparse reconstruction of coprime array. in 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings., 7178395, ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings, vol. 2015-August, Institute of Electrical and Electronics Engineers Inc., pp. 2369-2373, 40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015, Brisbane, Australia, 19/04/14. https://doi.org/10.1109/icassp.2015.7178395

Doa estimation by covariance matrix sparse reconstruction of coprime array. / Zhou, Chengwei; Shi, Zhiguo; Gu, Yujie et al.
2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 2015. p. 2369-2373 7178395 (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; Vol. 2015-August).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

T1 - Doa estimation by covariance matrix sparse reconstruction of coprime array

AU - Zhou, Chengwei

AU - Shi, Zhiguo

AU - Gu, Yujie

AU - Goodman, Nathan A.

PY - 2015/8/4

Y1 - 2015/8/4

N2 - In this paper, we propose a direction-of-arrival estimation method by covariance matrix sparse reconstruction of coprime array. Specifically, source locations are estimated by solving a newly formulated convex optimization problem, where the difference between the spatially smoothed covariance matrix and the sparsely reconstructed one is minimized. Then, a sliding window scheme is designed for source enumeration. Finally, the power of each source is re-estimated as a least squares problem. Compared with existing methods, the proposed method achieves more accurate source localization and power estimation performance with full utilization of increased degrees of freedom provided by coprime array.

AB - In this paper, we propose a direction-of-arrival estimation method by covariance matrix sparse reconstruction of coprime array. Specifically, source locations are estimated by solving a newly formulated convex optimization problem, where the difference between the spatially smoothed covariance matrix and the sparsely reconstructed one is minimized. Then, a sliding window scheme is designed for source enumeration. Finally, the power of each source is re-estimated as a least squares problem. Compared with existing methods, the proposed method achieves more accurate source localization and power estimation performance with full utilization of increased degrees of freedom provided by coprime array.

KW - Compressive sensing

KW - coprime array

KW - direction-of-arrival estimation

KW - power estimation

KW - source localization

UR - http://www.scopus.com/inward/record.url?scp=84946086689&partnerID=8YFLogxK

U2 - 10.1109/icassp.2015.7178395

DO - 10.1109/icassp.2015.7178395

M3 - ???researchoutput.researchoutputtypes.contributiontobookanthology.conference???

AN - SCOPUS:84946086689

T3 - ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings

SP - 2369

EP - 2373

BT - 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 40th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015

Y2 - 19 April 2014 through 24 April 2014

ER -

Zhou C, Shi Z, Gu Y, Goodman NA. Doa estimation by covariance matrix sparse reconstruction of coprime array. In 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc. 2015. p. 2369-2373. 7178395. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings). doi: 10.1109/icassp.2015.7178395

Doa estimation by covariance matrix sparse reconstruction of coprime array

Abstract

Publication series

Conference

Bibliographical note

Keywords

Access to Document

Other files and links

Fingerprint

Cite this