Skip to main content

Robust Adaptive Beamforming in Uniform Circular Array

  • Conference paper
  • First Online:
Book cover Neural Information Processing (ICONIP 2017)

Part of the book series: Lecture Notes in Computer Science ((LNTCS,volume 10638))

Included in the following conference series:

  • 4608 Accesses

Abstract

Phase-mode transformation (PMT) is a commonly used technique to convert a uniform circular array (UCA) into a virtual uniform linear array (ULA). This method restores the Vandemonde structure of the steering vector and makes it easy to apply many existing beamforming algorithms to UCA. One such method is the famous Minimum Variance Distortionless Response (MVDR) algorithm, in which the array gain is equal to unity in the direction of arrival of the desired signal. However, due to the approximation errors of the PMT and signal steering vector mismatches, the performance of these algorithms degrades. To address these two issues, in this paper we develop a robust recursive updating algorithm based on worst-case performance optimization. We show that the proposed algorithm belongs to the class of the diagonal loading technique and the transformation matrix belongs to a certain ellipsoid set. Using the Lagrange multiplier method, we have also derived closed-form solution to the weight vector. Our robust algorithm has low implementation complexity and makes the mean output array SINR consistently close to the optimal one. Numerical experiments have shown that our method outperforms the MVDR algorithm.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Institutional subscriptions

References

  1. Mohsen, A., Mahmood, K., Zakiyeh, A.: Robust beamforming in circular arrays using phase-mode transformation. IET Sig. Process. 7(8), 693–703 (2013)

    Article  Google Scholar 

  2. Jiang, X., Zeng, W.J., Yasotharan, A., So, H.C., Kirubarajan, T.: Quadratically constrained minimum dispersion beamforming via gradient projection. IEEE Trans. Sig. Process. 63(1), 192–205 (2015)

    Article  MathSciNet  Google Scholar 

  3. Godara, L.C.: Application of antenna arrays to mobile communication, Part Π: Beam-forming and direction-of-arrival considerations. Proc. IEEE 85(7), 1213–1216 (1997)

    Article  Google Scholar 

  4. Chang, L., Yeh, C.C.: Performance of DMI and eigenspace-based beamformers. IEEE Trans. Antennas Propag. 40(11), 1336–1347 (1992)

    Article  Google Scholar 

  5. Feldman, D.D., Griffiths, L.J.: A projection approach to robust adaptive beamforming. IEEE Trans. Sig. Process. 42(4), 867–876 (1994)

    Article  Google Scholar 

  6. Zou, Q., Yu, Z.L., Lin, Z.A.: Robust algorithm for linearly constrained adaptive beamforming. IEEE Sig. Process. Lett. 11(1), 26–29 (2004)

    Article  Google Scholar 

  7. Kim, S.J., Magnani, A., Mutapcic, A., Boyd, S.P., Luo, Z.Q.: Robust beamforming via worst-case SINR maximization. IEEE Trans. Sig. Process. 56(4), 1539–1547 (2008)

    Article  MathSciNet  Google Scholar 

  8. Hassanien, A., Vorobyov, S.A., Wong, K.M.: Robust adaptive beamforming using sequential programming: an iterative solution to the mismatch problem. IEEE Sig. Process. Lett. 15, 733–736 (2008)

    Article  Google Scholar 

  9. Wax, M., Sheinvald, J.: Direction finding of coherent signals via spatial smoothing for uniform circular arrays. IEEE Trans. Antennas Propag. 42(5), 613–620 (1994)

    Article  Google Scholar 

  10. Vorobyov, S.A., Gershman, A.B., Luo, Z.Q.: Robust adaptive beamforming using worst-case performance optimization: a solution to the signal mismatch problem. IEEE Trans. Sig. Process. 51(2), 313–324 (2003)

    Article  Google Scholar 

  11. Shahbazpanahi, S., Gershman, A.B., Luo, Z.Q., Wong, K.M.: Robust adaptive beamforming for general-rank signal models. IEEE Trans. Sig. Process. 51(9), 2257–2269 (2003)

    Article  Google Scholar 

  12. Elnashar, A.: Efficient implementation of robust adaptive beamforming based on worst-case performance optimization. IET. Sig. Process. 2(4), 381–393 (2008)

    Article  Google Scholar 

  13. Elnashar, A., Elnoubi, S., Elmikati, H.: Further study on robust adaptive beamforming with optimum diagonal loading. IEEE Trans. Antennas Propag. 54(12), 3647–3658 (2006)

    Article  Google Scholar 

  14. Attallah, S., Abed-Meraim, K.: Fast algorithms for subspace tracking. IEEE Trans. Signal Process. Lett. 8(7), 203–206 (2006)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Xin Song .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2017 Springer International Publishing AG

About this paper

Check for updates. Verify currency and authenticity via CrossMark

Cite this paper

Song, X., Guan, Y., Wang, J., Gao, J. (2017). Robust Adaptive Beamforming in Uniform Circular Array. In: Liu, D., Xie, S., Li, Y., Zhao, D., El-Alfy, ES. (eds) Neural Information Processing. ICONIP 2017. Lecture Notes in Computer Science(), vol 10638. Springer, Cham. https://doi.org/10.1007/978-3-319-70139-4_40

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-70139-4_40

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-70138-7

  • Online ISBN: 978-3-319-70139-4

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics