期刊文献+

基于压缩感知的步进频雷达目标检测算法 被引量:2

Target Detection in Compressive Sensing Based on Step Frequency Radar
下载PDF
导出
摘要 为了解决压缩感知步进频雷达在低信噪比下的目标检测问题,结合传统雷达的恒虚警检测和压缩感知雷达重构思想,建立基于压缩感知的步进频雷达的目标检测模型,利用复近似消息传递消息的特性,提出了一种基于多脉冲的重构算法,并结合恒虚警检测实现了低信噪比下的压缩感知步进频雷达目标检测。仿真结果表明:文中所提的方法提高了检测概率,改善了目标检测性能。 Target detection of step frequency radar (SFR) with compressive sensing (CS) in low signal-to-noise ratio ( SNR) scene is addressed. CS radar is combined with conventional constant false alarm rate ( CFAR) processing. The model of target detection in CS based SFR is established. Inspired by CAMP algorithm, we propose a CS reconstruction algorithm with multi-pulses. In combination with CFAR detection, radar target detection in CS based SFR is then accomplished in low SNR scene. Simulation results show that the proposed algorithm improves the detection probability and enhances the performance of target detection.
出处 《现代雷达》 CSCD 北大核心 2015年第9期22-25,共4页 Modern Radar
基金 国家自然科学基金资助项目(61071163 61071164 61271327 61471191) 南京航空航天大学博士学位论文创新与创优基金资助项目(BCXJ14) 江苏高校优势学科建设工程资助项目(PADA)
关键词 压缩感知 步进频雷达 目标检测 低信噪比 compressive sensing step frequency radar target detection low signal-to-noise ratio
  • 相关文献

参考文献11

  • 1Shah S, Yu Y, Petropulu A. Step-frequency radar with com- pressive sampling (SFR-CS) [ C]//2010 IEEE Internation- al Conference on Acoustic, Speech and Signal Processing. [ S. l. ] : IEEE Press, 2009.
  • 2Donoho D L. Compressive sensing[ J]. IEEE Transactions on Information Theory, 2006, 52(4) : 1289-1306.
  • 3Herman M, Strohmer T. Compressed sensing radar[C]//2008 IEEE Radar Conference. Rome: IEEE Press, 2008: 1-6.
  • 4Baraniuk R, Steeghs P. Compressive radar imaging [ C ]// 2007 IEEE Radar Conference. Boston, MA: IEEE Press, 2007: 128-133.
  • 5Herman M A, Strohmer T. High-resolution radar via com- pressed sensing[ J]. IEEE Transactions on Signal Process- ing,2009,57(6) : 2275-2284.
  • 6Pastina D, Lombardo P, Bucciarelli T. Adaptive polarime- tric target detection with coherent radar. I. Detection against gaussian background [ J ]. IEEE Transactions on Aerospace and Electronic Systems, 2001, 37(4): 1194-1206.
  • 7Anitori L, Maleki A, Otten M, et al. Design and analysis of compressed sensing radar detectors [ J ]. IEEE Transactions on Signal Processing, 2013, 61(4) : 813-827.
  • 8Anitori L, Otten M, van Rossum W, et al. Compressive CFAR radar detection [ C ]//2012 IEEE Radar Conference. Atlanta, GA: IEEE Press, 2012: 0320-0325.
  • 9Anitori L, Otten M, Hoogeboom P. Detection performance of compressive sensing applied to radar[C]// 2011 IEEE Radar Conference . Kansas City, MO: IEEE Press, 2011 : 200 -205.
  • 10Maleki A, Montanari A. Analysis of approximate message passing algorithm[ C ]// 2010 44th Annual Conference on Information Sciences and Systems. Princeton, NJ : IEEE Press, 2010: 1-7.

同被引文献27

引证文献2

二级引证文献2

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部