Skip to main content
Top
Published in: Wireless Personal Communications 4/2017

28-05-2017

A Direction-of-Arrival Estimation Method via Joint Diagonalization

Authors: Xian-Feng Xu, Chen-Dong Duan, Lai-Jun Liu, Xiao-Jun Yang

Published in: Wireless Personal Communications | Issue 4/2017

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

A new Direction-of-Arrival (DOA) estimation method based on a joint diagonalization strategy for fast blind source separation (named FBSS-DOA) is proposed in this paper. A group of spatial temporal correlation matrices of the received signals by an array of sensors possessing diagonal structure is generated. A cost function of joint diagonalization for blind source separation is introduced. For solving this cost function, a fast multiplied iterative algorithm in complex-valued domain is utilized. The demixing matrix is then estimated, the manifold matrix is derived and the estimation of DOA can furthermore be realized. Compared with some other state-of-art existing DOA algorithms, the proposed FBSS-DOA algorithm has more generality. Numerous simulations illustrate that this algorithm possesses more accurate DOA estimation performance.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literature
1.
go back to reference Dmochowski, J., Benesty, J., & Affes, S. (2009). An information-theoretic view of array processing. IEEE Transactions on Audio, Speech and Language Processing, 17(2), 392–401.CrossRef Dmochowski, J., Benesty, J., & Affes, S. (2009). An information-theoretic view of array processing. IEEE Transactions on Audio, Speech and Language Processing, 17(2), 392–401.CrossRef
2.
go back to reference Tripathy, P., Srivastava, S. C., & Singh, S. N. (2011). A modified TLS-ESPRIT-based method for low-frequency mode identification in power systems utilizing synchrophasor measurements. IEEE Transactions on Power Systems, 26(2), 719–727.CrossRef Tripathy, P., Srivastava, S. C., & Singh, S. N. (2011). A modified TLS-ESPRIT-based method for low-frequency mode identification in power systems utilizing synchrophasor measurements. IEEE Transactions on Power Systems, 26(2), 719–727.CrossRef
3.
go back to reference Feng, D. Z., Zheng, W. X., & Cichocki, A. (2007). Matrix-group algorithm via improved whitening process for extracting statistically independent sources from array signals. IEEE Transactions on Signal Processing, 55(3), 962–977.MathSciNetCrossRef Feng, D. Z., Zheng, W. X., & Cichocki, A. (2007). Matrix-group algorithm via improved whitening process for extracting statistically independent sources from array signals. IEEE Transactions on Signal Processing, 55(3), 962–977.MathSciNetCrossRef
4.
go back to reference Belouchrani, A., Abed-Meraim, K., Cardoso, J. F., et al. (1997). A blind source separation technique using second-order statistics. IEEE Transactions on Signal Processing, 45(2), 434–444.CrossRef Belouchrani, A., Abed-Meraim, K., Cardoso, J. F., et al. (1997). A blind source separation technique using second-order statistics. IEEE Transactions on Signal Processing, 45(2), 434–444.CrossRef
5.
go back to reference Zhang, H., Feng, D. Z., Nie, W. K., et al. (2008). Non-orthogonal joint diagonalization for blind source separation. Journal of Xidian University, 35(1), 27–31. (in Chinese). Zhang, H., Feng, D. Z., Nie, W. K., et al. (2008). Non-orthogonal joint diagonalization for blind source separation. Journal of Xidian University, 35(1), 27–31. (in Chinese).
6.
go back to reference Lathauwer, L. D., & Castaing, J. (2008). Blind identification of underdetermined mixtures by simultaneous matrix diagonalization. IEEE Transactions on Signal Processing, 56(3), 1096–1105.MathSciNetCrossRef Lathauwer, L. D., & Castaing, J. (2008). Blind identification of underdetermined mixtures by simultaneous matrix diagonalization. IEEE Transactions on Signal Processing, 56(3), 1096–1105.MathSciNetCrossRef
7.
go back to reference Chabriel, G., Kleinsteuber, M., Moreau, E., et al. (2014). Joint matrices decompositions and blind source separation: A survey of methods, identification, and applications. IEEE Signal Processing Magazine, 31(3), 34–43.CrossRef Chabriel, G., Kleinsteuber, M., Moreau, E., et al. (2014). Joint matrices decompositions and blind source separation: A survey of methods, identification, and applications. IEEE Signal Processing Magazine, 31(3), 34–43.CrossRef
8.
go back to reference Xu, X. F., Feng, D. Z., & Zheng, W. X. (2011). A fast algorithm for non-unitary joint diagonalization and its application to blind source separation. IEEE Transactions on Signal Processing, 59(7), 3457–3463.MathSciNetCrossRef Xu, X. F., Feng, D. Z., & Zheng, W. X. (2011). A fast algorithm for non-unitary joint diagonalization and its application to blind source separation. IEEE Transactions on Signal Processing, 59(7), 3457–3463.MathSciNetCrossRef
9.
go back to reference Pourrostam, J., Zekavat, S. A., Pourkhaatoun, M. (2007). Super-resolution direction-of-arrival estimation via blind signal separation methods. In IEEE Radar Conference (pp. 614–617). Pourrostam, J., Zekavat, S. A., Pourkhaatoun, M. (2007). Super-resolution direction-of-arrival estimation via blind signal separation methods. In IEEE Radar Conference (pp. 614–617).
10.
go back to reference Nie, W. K., Feng, D. Z., & Zhang, H. (2008). Tri-iterative algorithm for DOA estimation using spatio-temporal correlation matrices. Systems Engineering and Electronics, 30(3), 404–408. (in Chinese). Nie, W. K., Feng, D. Z., & Zhang, H. (2008). Tri-iterative algorithm for DOA estimation using spatio-temporal correlation matrices. Systems Engineering and Electronics, 30(3), 404–408. (in Chinese).
11.
go back to reference Golub, G. H., & Loan, C. F. V. (1989). Matrix Computation [M] (2nd ed., pp. 70–75). Baltimore MD: Johns Hopkins Univ. Press. Golub, G. H., & Loan, C. F. V. (1989). Matrix Computation [M] (2nd ed., pp. 70–75). Baltimore MD: Johns Hopkins Univ. Press.
Metadata
Title
A Direction-of-Arrival Estimation Method via Joint Diagonalization
Authors
Xian-Feng Xu
Chen-Dong Duan
Lai-Jun Liu
Xiao-Jun Yang
Publication date
28-05-2017
Publisher
Springer US
Published in
Wireless Personal Communications / Issue 4/2017
Print ISSN: 0929-6212
Electronic ISSN: 1572-834X
DOI
https://doi.org/10.1007/s11277-017-4462-2

Other articles of this Issue 4/2017

Wireless Personal Communications 4/2017 Go to the issue