Author:
Tu Weilin,Xu Dazhuan,Zhou Ying,Shi Chao
Abstract
AbstractDirection of arrival (DOA) estimation has been discussed extensively in the array signal processing field. In this paper, the authors focus on the multi-source DOA information which is defined as the mutual information between the DOA and the received signal contaminated by complex additive white Gaussian noise. A theoretical expression of DOA information with multiple sources is derived for the uniform linear array. At high SNRs and under the sparse-source assumption obtained is the upper bound of DOA information contained in K sparse sources which can be regarded as the sum of all single-source information minus the uncertainty of sources’ order logK!. Moreover, because of the uncertainty of multi-sources’ order, the posteriori probability distribution of DOA no longer obeys single peak Gaussian distribution so that the mean square error is unsuitable in evaluating the performance of multi-dimensional parameter estimation. Consequently, entropy error (EE) is used as a new performance evaluation metric, whose relationship with DOA information is given.
Publisher
Springer Science and Business Media LLC
Reference26 articles.
1. H. Krim, M. Viberg, Two decades of array signal processing research: the parametric approach. IEEE Signal Process. Mag.13(4), 67–94 (1996).
2. T. Ballal, C. J. Bleakley, in 2009 17th European Signal Processing Conference. DOA estimation of multiple sparse sources using three widely-spaced sensors (IEEEGlasgow, 2009), pp. 1978–1982.
3. Z. Xi, H. Yu, G. Huang, J. Lu, in Proceedings of 2011 IEEE CIE International Conference on Radar, vol. 2. DOA estimation of multiple sources based on multiset canonical correlation analysis (IEEEChengdu, 2011), pp. 1410–1413.
4. M. Sekikawa, N. Hamada, in 2014 International Symposium on Intelligent Signal Processing and Communication Systems (ISPACS). DOA estimation of multiple sources using arbitrary microphone array configuration in the presence of spatial aliasing (IEEEKuching, 2014), pp. 080–083.
5. R. Schmidt, R. O. Schmidt, Multiple emitter location and signal parameters estimation. IEEE Trans. Antennas Propag.34(3), 276–280 (1986).
Cited by
1 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献