Novel method based on fractional lower-order correntropy-analogous statistics for parameter jointly estimation in bistatic MIMO radar

Li LI; Tian-shuang QIU; Ming-yan HE

doi:10.11959/j.issn.1000-436x.2016236

您当前的位置：

首页 >

文章列表页 >

Novel method based on fractional lower-order correntropy-analogous statistics for parameter jointly estimation in bistatic MIMO radar

Academic paper | 更新时间：2024-06-05

- Novel method based on fractional lower-order correntropy-analogous statistics for parameter jointly estimation in bistatic MIMO radar
- Journal on Communications Vol. 37, Issue 12, Pages: 42-49(2016)
- 作者机构：
  
  1. 大连大学信息工程学院，辽宁大连 116622
  2. 大连理工大学电子信息与电气工程学部，辽宁大连 116024
- 作者简介：
- 基金信息：
  
  The National Natural Science Foundation of China(61401055);The National Natural Science Foundation of China(61671105)
- DOI：10.11959/j.issn.1000-436x.2016236
  CLC： TN911.7
- Online First：2016-12，
  
  Published：25 December 2016
- 稿件说明：
移动端阅览
Li LI, Tian-shuang QIU, Ming-yan HE. Novel method based on fractional lower-order correntropy-analogous statistics for parameter jointly estimation in bistatic MIMO radar[J]. Journal on Communications, 2016, 37(12): 42-49.
DOI：

Li LI, Tian-shuang QIU, Ming-yan HE. Novel method based on fractional lower-order correntropy-analogous statistics for parameter jointly estimation in bistatic MIMO radar[J]. Journal on Communications, 2016, 37(12): 42-49. DOI： 10.11959/j.issn.1000-436x.2016236.

摘要

针对Alpha稳定分布噪声环境下参数估计性能退化的问题，受类相关熵概念的启发，提出分数低阶类相关熵（FCAS）的概念，并采用分数低阶类相关熵准则对平行因子分析(PARAFAC)算法中基于三线性最小二乘（TALS）迭代准则的目标函数进行了修正，推导出适用于冲激噪声环境的韧性平行因子分析（FCAS-PARAFAC）算法，并将该方法应用于双基地MIMO雷达系统中目标参数估计中。FCAS-PARAFAC算法能够抑制脉冲噪声的影响，具有较好的估计性能，并且能够实现自动配对，仿真实验验证了算法的有效性。

Abstract

According to the performance degradation problem of parameter estimation algorithm in the Alpha stable dis-tribution noise

inspired by the concept of correntropy

a new class of statistics

namely

the fractional lower-order cor-rentropy-analogous statistics (FCAS) was proposed. By employing the fractional lower-order correntropy-analogous sta-tistics based cost function in parallel factor (PARAFAC)

the FCAS-PARAFAC algorithm was deduced which can be utilized for the parallel factor under impulsive noise environments. The FCAS-PARAFAC algorithm was applied to pa-rameter estimation in bistatic MIMO radar under impulsive noise environment. The proposed method can suppress the impulse noise interference and has better estimation performance. Furthermore

the estimated parameters are automati-cally paired without the additional pairing method. Simulation results are presented to verify the effectiveness of the pro-posed method.

关键词

Keywords

references

FISHLER E , HAIMOVICH A , BLUM R , et al . MIMO radar: an idea whose time has come in [C ] // IEEE Radar Conference. Newark, NJ, USA , 2004 : 71 - 78 .

陈浩文，黎湘，庄钊文．一种新兴的雷达体制—MIMO雷达 [J ] ．电子学报， 2012 , 40 ( 6 ): 1190 - 1198 .

CHEN H W , LI X , ZHUANG Z W . Arising radar system-MIMO ra-dar [J ] . Acta Electronica Sinica , 2012 , 40 ( 6 ): 1190 - 1198 .

谢荣，刘铮．基于多项式求根的双基地MIMO雷达多目标定位方法 [J ] ．电子与信息学报， 2010 , 32 ( 9 ): 2197 - 2220 .

XIE R , LIU Z . Multi-target localization based on polynomial rooting for bistatic MIMO radar [J ] . Journal of Electronics ＆ Information Technology , 2010 , 32 ( 9 ): 2197 - 2220 .

BENCHEIKH M L , WANG Y . Joint DOD-DOA estimation using combined ESPRIT-MUSIC approach in MIMO radar [J ] . Electronics Letters , 2010 , 46 ( 15 ): 1081 - 1083 .

YAN H , LI J , LIAO G . Multitarget identification and localization using bistatic MIMO radar systems [J ] . EURASIP Journal on Advances in Signal Processing , 2008 , 8 ( 2 ): 1 - 8 .

张剑云，郑志东，李小波．双基地MIMO雷达收发角及多普勒频率的联合估计算法 [J ] ．电子与信息学报， 2010 , 32 ( 8 ): 1843 - 1848 .

ZHANG J Y , ZHENG Z D , LI X B . An algorithm for DOD-DOA and doppler frequency jointly estimating of bistatic MIMO radar [J ] . Jour-nal of Electronics ＆ Information Technology , 2010 , 32 ( 8 ): 1843 - 1848 .

CHEN D F , CHEN B X , QIN G D . Angle estimation using ESPRIT in MIMO radar [J ] . Electronics Letters , 2008 , 44 ( 12 ): 770 - 771 .

NIKIAS C L , SHAO M . Signal processing with alpha-stable distribu-tions and applications [M ] . Wiley-Interscience , 1995 .

宋爱民，邱天爽，佟祉谏．对称稳定分布的相关熵及其在时间延迟估计上的应用 [J ] ．电子与信息学报， 2011 , 33 ( 2 ): 494 - 498 .

SONG A M , QIU T S , TONG Z J . Correntropy of the symmetric stable distribution and its application to the time delay estimation [J ] . Journal of Electronics ＆ Information Technology , 2011 , 33 ( 2 ): 494 - 498 .

张金凤，邱天爽，李森．冲激噪声环境下基于最大相关熵准则的韧性子空间跟踪新算法 [J ] ．电子学报， 2015 , 43 ( 3 ): 483 - 488 .

ZHANG J F , QIU T S , LI S . A robust PAST algorithm based on maximum correntropy criterion for impulsive noise environments [J ] . Acta Electronica Sinica , 2015 , 43 ( 3 ): 483 - 488 .

SANTAMARÍA I , POKHAREL P P , PRINCIPE J C . Generalized corre-lation function: definition, properties, and application to blind equaliza-tion [J ] . IEEE Transactions on Signal Processing , 2006 , 54 ( 6 ): 2187 - 2197 .

LIU W , POKHAREL P P , PRÍNCIPE J C . Correntropy: properties and applications in non-Gaussian signal processing [J ] . IEEE Transactions on Signal Processing , 2007 , 55 ( 11 ): 5286 - 5398 .

SIDROPOULOS N D , GIANNAKIS G B . Parallel factor analysis in sensor array processing [J ] . IEEE Transactions on Signal Processing , 2000 , 48 ( 8 ): 2377 - 2388 .

RONG Y , VOROBYOV S A , GERSHMAN A B , et al . Blind spatial signature estimation via time-varying user power loading and parallel factor analysis [J ] . IEEE Transactions on Signal Processing , 2005 , 53 ( 5 ): 1697 - 1710 .

LI L , QIU T S , SHI X F . FLOS-FPSD parameter estimation based on fractional power spectrum density in bistatic MIMO radar system un-der impulsive noise environment [J ] . Circuits Syst Signal Process , 2016 , 35 ( 9 ): 3266 - 3283 .

Views

1415

下载量

CSCD

Alert me when the article has been cited

提交

Tools

Publicity Resources

Novel method for joint parameter estimation based on FPSD in wideband bistatic MIMO radar system

Recognition method of digital modulation signals over non-Gaussian noise in cognitive radio

Novel method for angle estimating of bistatic MIMO radar

Joint estimation of doppler frequency and DOA-DOD based on FRFT in bistatic MIMO radar system

Blind SNR estimation for OFDM signals in cognitive radio

Related Author

Zhao LI

Ming-qian LIU

Bing-bing LI

Chao-feng CAO

Zhi-dong ZHENG

Jian-yun ZHANG

Jin-you QU

Xiu-qing LIN

Related Institution

State Key Laboratory of Integrated Service Networks, Xidian University

Electronic Engineering Institute

Unit 91635 of PLA

School of Communications and Information Engineering, Chongqing University of Posts and Telecommunications

Yunnan Kunchuan Design and Research Institute Co., Ltd.

AI问答

⁰