• DocumentCode
    3459703
  • Title

    A new Gibbs sampling DOA estimator based on Bayesian method

  • Author

    Huang, Jiunguo ; Sun, Yi ; Liu, Kewei ; Qin, Hongfeng

  • Author_Institution
    Coll. of Marine Eng., Northwestern Polytech. Univ., Xi´´an, China
  • Volume
    5
  • fYear
    2003
  • fDate
    6-10 April 2003
  • Abstract
    A new Gibbs sampling DOA estimator based on Bayesian method (GSDB) is proposed to estimate the directions of multiple sources. The estimator combines the Gibbs sampler and the Bayesian high-resolution method. The formulation of the proposed Gibbs sampling DOA estimator based on the Bayesian method is derived. The new method not only possesses the performance of the high-resolution direction finding in the original Bayesian method but also provides reduced computational complexity to the original one from O(LK) to O(K×J×Ns). Comparison with MUSIC shows that the new estimator has higher resolution and better performance in low SNR.
  • Keywords
    Bayes methods; array signal processing; direction-of-arrival estimation; signal resolution; signal sampling; Bayesian high-resolution method; DOA estimator; Gibbs sampling; multiple source directions; reduced computational complexity; Bayesian methods; Computational complexity; Direction of arrival estimation; Frequency estimation; Maximum likelihood estimation; Multiple signal classification; Noise level; Sampling methods; Sensor arrays; Sun;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7663-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2003.1199910
  • Filename
    1199910