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Volume 30 Issue 10
Jan.  2011
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Jin Yong, Huang Jian-Guo, Zhang Li-Jie. DOA Estimation Fast Algorithm for Short Sampling Wideband Signals[J]. Journal of Electronics & Information Technology, 2008, 30(10): 2525-2528. doi: 10.3724/SP.J.1146.2007.00550
Citation: Jin Yong, Huang Jian-Guo, Zhang Li-Jie. DOA Estimation Fast Algorithm for Short Sampling Wideband Signals[J]. Journal of Electronics & Information Technology, 2008, 30(10): 2525-2528. doi: 10.3724/SP.J.1146.2007.00550

DOA Estimation Fast Algorithm for Short Sampling Wideband Signals

doi: 10.3724/SP.J.1146.2007.00550
  • Received Date: 2007-04-09
  • Rev Recd Date: 2007-11-09
  • Publish Date: 2008-10-19
  • Approximated Maximum Likelihood (AML) estimator has been shown to be the best performance in short sampling wideband sources DOA estimation. However, the computation burden of AML is very large. In order to resolve the question of computation burden, Markov Monte Carlo methods are combined with Approximated Maximum Likelihood DOA estimator. A novel Approximated Maximum Likelihood DOA Estimator based on Gibbs Sampling (AMLGS) is proposed. AMLGS not only keeps the excellent performance of the original AML, but also reduces the computation greatly, from the computational complexityO(LK) of original method to O(KJNs).
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  • [1] Kim H, and Viberg M. Two decades of array signal processingresearch[J].IEEE Signal Magazine.1996, 13(4):67-94 [2] Fabrizio S. Robust auto-focusing wideband DOA estimation.Elsevier Signal Processing, 2006, 86(1): 17-37. [3] Yeo-Sun Y, Lance M, and James H. Tops: New DOAestimation for wideband signals[J].IEEE Trans. on SignalProcessing.2006, 54(6):1977-1989 [4] Joe C, Ralph E, and Kung Yao, Maximum-likelihood sourcelocalization and unknown sensor location estimation forwideband signals in the near-field. IEEE Trans. on SignalProcessing, 2002, 50(8): 1843-1854. [5] M Li and Y Liu. Genetic algorithm based maximumlikelihood DOA estimation, RADAR, 15-17 Oct, 2002:502-506. [6] Len Yip, Joe C, Ralph E, and Kung Yao, Numericalimplementation of the AML algorithm for wideband DOAestimation, Advanced Signal Processing Algorithm,Architecture, and Implementations XIII, Proceeding SPIE2003, 5205: 164-172. [7] Larocque J R and Reilly J P. Reverisble iump MCMC forjoint detection and estimation of sources in colored noise.IEEE Trans. on Signal Processing, 2002, 52(2): 231-240. [8] Djuric P M, Huang Yufei, and Ghirmai T. Perfect sampling:A review and applications to signal processing[J].IEEE Trans.on Signal Processing.2002, 50(2):345-356 [9] EA S mold and Gibbs sampling. In Handbook of Statistics. C.R. Rao Ed. New York Elsevier, 1993, 9: 599-655. [10] West M. Approximating posterior distributions by mixtures.Journal of the Royal Statistical Society (Ser. B), 1998, 54(6):553-568.
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