Robust estimation of scattering center parameters in long-tailed K-distribution clutter

被引:0
|
作者
Shi zhiguang [1 ]
Zhou jianxiong [1 ]
Zhao hongzhong [1 ]
Fu qiang [1 ]
机构
[1] Nat Univ Def Technol, ATR Lab, Changsha 410073, Hunan, Peoples R China
关键词
long-tailed distribution; damped exponential model; M-estimation; scattering centers;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The M-estimation method is used to obtain robust estimation of DE (Damped exponential) scattering center parameters in long-tailed clutter. Firstly, the shortcoming of Prony-based M-estimation method is analyzed. Then, two effective methods realizing M-estimation of DE-model are proposed, one is based on the Nelder Mead simplex search algorithm, the other is based on the iterative ESPRIT method. Lastly, Monte-Carlo simulation test is performed to validate the effectiveness of the proposed methods. The results show that both methods perform better than the Prony-based method or non-robust estimation approaches in long-tailed K-Distribution clutter.
引用
收藏
页码:1671 / +
页数:2
相关论文
共 50 条
  • [1] Recursive estimation of K-distribution parameters
    Chung, PJ
    Roberts, WJJ
    2003 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING, VOL II, PROCEEDINGS: SPEECH II; INDUSTRY TECHNOLOGY TRACKS; DESIGN & IMPLEMENTATION OF SIGNAL PROCESSING SYSTEMS; NEURAL NETWORKS FOR SIGNAL PROCESSING, 2003, : 425 - 428
  • [2] Estimation of Compound K-distribution Modeling Parameters of Sea Clutter with Unknown Thermal Noise Power
    Northrop, Judith
    Papandreou-Suppappola, Antonia
    2018 CONFERENCE RECORD OF 52ND ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS, AND COMPUTERS, 2018, : 2091 - 2095
  • [3] Robust Estimation Method of K-Distribution Shape Parameter
    Zhang, Kai
    Yang, Fanlin
    IEEE JOURNAL OF OCEANIC ENGINEERING, 2016, 41 (02) : 274 - 280
  • [4] K-DISTRIBUTION AND POLARIMETRIC TERRAIN RADAR CLUTTER
    YUEH, SH
    KONG, JA
    JAO, JK
    SHIN, RT
    NOVAK, LM
    JOURNAL OF ELECTROMAGNETIC WAVES AND APPLICATIONS, 1989, 3 (08) : 747 - 768
  • [5] Long-tailed Distribution Adaptation
    Peng, Zhiliang
    Huang, Wei
    Guo, Zonghao
    Zhang, Xiaosong
    Jiao, Jianbin
    Ye, Qixiang
    PROCEEDINGS OF THE 29TH ACM INTERNATIONAL CONFERENCE ON MULTIMEDIA, MM 2021, 2021, : 3275 - 3282
  • [6] ESTIMATION OF THE PARAMETERS OF THE K-DISTRIBUTION USING FUZZY NEURAL NETWORKS
    Mezache, A.
    Soltani, F.
    2008 IEEE RADAR CONFERENCE, VOLS. 1-4, 2008, : 277 - 282
  • [8] A two parameter CFAR detector in K-distribution clutter
    Institute of Acoustics, Chinese Acad. of Sci., Beijing 100080, China
    Dianzi Yu Xinxi Xuebao, 2007, 3 (756-759):
  • [9] Estimation of the parameters of K-distribution based on zrlog(z) expectation
    School of Electronic Science and Engineering, Natl. Univ. of Defense Technol., Changsha 410073, China
    不详
    Dianzi Yu Xinxi Xuebao, 2008, 1 (203-205): : 203 - 205
  • [10] Adaptive estimation of autoregression models under long-tailed symmetric distribution
    Yentur, Begum
    Akkaya, Aysen D.
    Bayrak, Ozlem Turker
    COMMUNICATIONS IN STATISTICS-SIMULATION AND COMPUTATION, 2024, 53 (07) : 3395 - 3417