Advanced Search
Volume 29 Issue 12
Jan.  2011
Turn off MathJax
Article Contents
Shi Zhi-guang, Zhou Jian-xiong, Zhao Hong-zhong, Fu Qiang. Robust Estimation of Scattering Center Parameters in Long-Tailed K-Distribution Clutter[J]. Journal of Electronics & Information Technology, 2007, 29(12): 2848-2852. doi: 10.3724/SP.J.1146.2006.00516
Citation: Shi Zhi-guang, Zhou Jian-xiong, Zhao Hong-zhong, Fu Qiang. Robust Estimation of Scattering Center Parameters in Long-Tailed K-Distribution Clutter[J]. Journal of Electronics & Information Technology, 2007, 29(12): 2848-2852. doi: 10.3724/SP.J.1146.2006.00516

Robust Estimation of Scattering Center Parameters in Long-Tailed K-Distribution Clutter

doi: 10.3724/SP.J.1146.2006.00516
  • Received Date: 2006-04-20
  • Rev Recd Date: 2006-09-27
  • Publish Date: 2007-12-19
  • When the parameter estimation of Damped Exponentials (DE) based scattering center model is considered in real life situation, the noise is always non-Gaussian and has long-tailed distribution. The estimation error in such noise may be large if the estimator under gauss-noise assumption is used. In this paper, the M-estimation method is used to obtain robust parameter estimation of DE-model in long-tailed clutter. Firstly, the shortcoming of Prony-based M-estimation method is analyzed. Then, other two effective methods to realize M-estimation of DE-model are proposed. A comparative study of these two methods is carried on about their estimation performance. Lastly, Monte-Carlo simulation test is performed to validate the proposed methods. The results show that the two proposed methods both give better estimation results in long-tailed K-Distribution clutter.
  • loading
  • Lee C P, ct al.. A CTD-based parametric model for radar scattering. IEEE Trans. on dES, 1995, 43(10): 1053-1067[2]Zhang Xian-Da and Liang Yino Chang. Prefilterino based ESPRIT for estimating sinusoidal parameters in non-Caussian ARMA noise[J].IEEE Trans. on SP.1995, 43(1):349-353[3]Wu Yuehua and Tam Kwok-Wai. MI-estimation in exponential signal models[J].IEEE Trans. on SP.2001, 49(2):373-330[4]Baker C .1. K-distributed coherent sea clutter. IEE Proc, 1991,133(2): 39-92[5]Oh Sang Ceun and Kashy-ap L R. A robust approach for high resolution frequency- estimation[J].IEEE Trans. on SP.1991,39(3):627-643[6]Huber P .1. Robust Statistics. New- York: Wilea, 1931[7]Hansen R R and Chellappa R. Two-dimensional robustspectrum estimation. IEEE Trans. on dSPP, 1933, 16(7):1051-1066[8]Lagarias .1 C, Reeds .1 A, and Wright M H, et alConvergence properties of the Nelder-M1ead simplex methodin low dimensions. SIAM Journal of Optimization, 1993, 9(1):112-141[9]Holland P W and Welsch R E. Robust regression usingiteratively reweighted least squares. Commun. Stat.-Thcory Methods, 1977, A(6): 466-480[10]Mlarier L .J. Correlated K-distributed clutter generation for radar detection and track. IEEE Trans. on AES, 1995, 31(2)568-580
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (3300) PDF downloads(1280) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return