期刊文献+

知识辅助的机载MIMO雷达降秩STAP算法 被引量:8

Knowledge-Aided Reduced-Rank STAP Algorithmfor Airborne MIMO Radar
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摘要 研究机载平台下的MIMO雷达空时自适应处理技术(STAP),基于广义旁瓣相消结构的多级维纳滤波器,提出了一种利用先验知识约束的MIMO雷达降秩STAP算法。通过利用干扰方向知识以及基于扁长椭球波函数估计的杂波子空间知识,在保证杂波抑制性能的基础上,大大降低了机载MIMO雷达STAP算法的运算量和样本需求量。同时,考虑了知识不匹配情况下,知识辅助对算法收敛性能的影响。仿真结果表明,当知识存在一定误差时,该算法仍能有效地改善STAP算法的收敛性能。 Space-time adaptive processing (STAP) for airborne MIMO radar is studied based on multistage Winner filter with generalized side-lobe canceller structure, and a new reduced-rank STAP algorithm using a priori knowledge constraint is proposed for MIMO radar. Through the use of jamming direction knowledge and clutter subspaee knowledge estimated by prolate spheroidal wave functions, the algorithm can significantly reduce computation and sample demand of airborne MIMO radar STAP, and keep the performance of clutter suppression simultaneously. Also, the knowledge-aided effect on the convergence performance is considered when the knowledge is mismatched. Simulation results show that when there is a certain error of knowledge, the algorithm can still improve the convergence of STAP algorithm effectively.
作者 陆达 张弓
出处 《数据采集与处理》 CSCD 北大核心 2012年第4期429-435,共7页 Journal of Data Acquisition and Processing
基金 国家自然科学基金(61071163)资助项目 教育部留学回国人员科研启动基金资助项目 航空科学基金(2008ZC52026 2011ZC52034)资助项目 江苏省高校优势学科建设工程资助项目
关键词 机载MIMO雷达 知识辅助 多级维纳滤波 降秩STAP算法 airborne MIMO radar knowledge-aid multistage Winner filter reduced-rank STAP algorithm
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参考文献13

  • 1Fishier E, Haimovich A, Blum R, et al. MIMO radar: an idea whose time has come[C]//Proceed- ings of the IEEE Radar Conference. Philadelphia, USA.- IEEE, 2004:71-78.
  • 2Bliss D W, Forsythe K W. Multiple-input and mul- tiple-output (MIMO) radar and imaging: degrees of freedom and resolution [C]//Conference Record of 37th Asilomar Conference on Signals, System and Computers. California, USA: IEEE, 2003: 54-59.
  • 3Klemm R. Space-time adaptive processing: princi- ples and applications[M]. London: Institute of Elec- trical Engineers, 1998:49-63.
  • 4Guerci J R. Space-time adaptive processing[M]. Boston : Artech House, 2003 : 75-110.
  • 5Guerci J R, Goldstein J S, Reed I S. Optimal and adaptive reduced-rank STAP[J]. IEEE Transactions on Aerospace and Electronic Systems, 2000,36 (2) : 647-661.
  • 6翟伟伟,张弓,刘文波.基于杂波子空间估计的MIMO雷达降维STAP研究[J].航空学报,2010,31(9):1824-1831. 被引量:8
  • 7Chen C Y, Vaidyanathan P P. MIMO radar space- time adaptive processing using prolate spheroidal wave functions [J]. IEEE Transactions on Signal Processing, 2008,56 (2) : 623-635.
  • 8Befgin J S, Teixeira C M, Techau P M, et al. Im- proved clutter mitigation performance using knowl- edge-aided space-time adaptive processing[J]. IEEE Transactions on Aerospace and Electronic Systems, 2006,42(3) :487-494.
  • 9Sto:ca P, L: J:an, Xu M:n, et al. On using a priori knowledge in space-time adaptive processing [J]. IEEE Transactions on Signal Processing, 2008, 56 (6) :437-444.
  • 10Gerlach K, Picciolo M L. Airborne/spacebased radar STAP using a structured covariance matrix [J]. IEEE Transactions on Aerospace and Electronic Systems, 2003,39 (1) : 269-281.

二级参考文献25

  • 1廖桂生,保铮,张玉洪,任迎舟.阵元幅相误差对AEW雷达二维杂波谱的影响[J].电子学报,1994,22(3):116-119. 被引量:10
  • 2何子述,韩春林,刘波.MIMO雷达概念及其技术特点分析[J].电子学报,2005,33(B12):2441-2445. 被引量:99
  • 3Guerci J R,Goldstein J S,Reed I S.Optimal and Adaptive Reduced-rank STAP[J].IEEE Trans.on Aerospace and Electronic Systems,2000,36 (2):647-661.
  • 4Reed I D,Mallett J D,Brennan L E.Rapid Convergence Rate in Adaptive Arrays[J].IEEE Trans.on Aerospace and Electronic Systems,1974,10 (6):853-863.
  • 5Haimovich A,Ness Y B.An Eigenanalysis Interference Canceler[J].IEEE Trans.on Signal Processing,1991,39 (1):76-84.
  • 6Goldstein J S,Reed I S.Reduced Rank Adaptive Filtering[J].IEEE Trans.on Signal Processing,1997,45 (2):472-496.
  • 7Goldstein J S,Reed I S.A Multistage Representation of the Wiener Filter Based on Orthogonal Projuctions[J].IEEE Trans.on Information Theory,1998,44 (7):2943-2959.
  • 8Berger S D,Welsh B M.Selection a Reduced-rank Transformation for STAP-A Direct Form Approcach[J].IEEE Trans.on Aerospace and Electronic Systems,1998,35 (2):177-182.
  • 9Capraro C T,Capraro G T,Bradaric I,et al.Implementing Digital Terrain Data in Knowledge-aided Space-time Adaptive Processing[J].IEEE Trans.on Aerospace and Electronic Systems,2006,42 (3):487-494.
  • 10Befgin J S,Teixeira C M,Techau P M,et al.Improved Clutter Mitigation Performance Using Knowledge-aided Space-time Adaptive Processing[J].IEEE Trans.on Aerospace and Electronic Systems,2006,42 (3):997-1009.

共引文献7

同被引文献160

  • 1保铮,廖桂生,吴仁彪,张玉洪,王永良.相控阵机载雷达杂波抑制的时-空二维自适应滤波[J].电子学报,1993,21(9):1-7. 被引量:94
  • 2HAYKIN S.Cognitive Radar:a Way of the Future[J].IEEE Signal Processing Magazine,2006,23(1):30-40.
  • 3KLEMM R.Space-Time Adaptive Processing:Principles and Applications[M].London:Institute of Electrical Engineers,1998:49-63.
  • 4GUERCI J R,GOLDSTEIN J S,REED I S.Optimal and Adaptive Reduced-Rank STAP[J].IEEE Transactions on Aerospace and Electronic Systems,2000,36 (2):647-661.
  • 5MINGJIU LV,MING ZHOU,QINGLEI DU.The Integrative Application of Anti-Jamming Technology for Radar[C].2010 2nd International Workshop on Intelligent Systems and Applications,2010:1-4.
  • 6STAVROULAKISN P,ARSARIS F,XENOS T D.AntiJamming Transmitter Independent Radar Networks[C].2008 International Conference on Signal Processing.Communications and Networking,2008:269-273.
  • 7XIAOHUA LI,WEDNEL CADEAU.Anti-Jamming Performance of Cognitive Radio Networks[C].2011 45th Annual Conference on Information Sciences and Systems,2011:1-6.
  • 8XIANG-YI MENG,RAN TAO,LIN-NA JIA.An Intelligent Anti-jamming Frequency Hopping System[C].2010First International Conference on Pervasive Computing,Signal Processing and Applications,2010:1 053-1 056.
  • 9Fisher E, Haimovich A, Blum R S. Spatial diversity in radar-models and detection performance[J]. IEEE Transactions on Signal Process, 2006, 54 (3): 823- 838.
  • 10Haimovich A M, B1um R S, Lenard J. MIMO radar with widely separated antennas[J]. IEEE Signal Process Magazine, 2008, 25 (1): 116-129.

引证文献8

二级引证文献45

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