Compressed Sensing with Interleaving Slow-Time Pulses and Hybrid Sparse Image Reconstruction

被引:0
作者
Akhtar, Jabran [1 ]
Torvik, Borge [1 ]
Olsen, Karl Erik [1 ]
机构
[1] Norwegian Def Res Estab FFI, Box 25, N-2027 Kjeller, Norway
来源
2017 IEEE RADAR CONFERENCE (RADARCONF) | 2017年
关键词
Range-Doppler; Delay-Doppler; slow-time; compressed sensing; sparse reconstruction; RADAR;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper explores a type of hybrid sparse reconstruction technique for modern multifunction task scheduling radars and on following range-Doppler plots. A compressed sensing (CS) framework is devised to emit and then receive interleaved radar pulses in a scarce manner within a coherent processing interval. Sparse reconstruction methods are subsequently employed to regenerate full resolution range-Doppler images. Hybrid reconstructed solutions are finally formed by merging acquired data with sparsely recovered solutions. We show that this is essential for obtaining robust results in the presence of noisy environments and to measure outcomes on equal terms. Real data obtained from an experimental radar observing a Boeing 737 aircraft is employed to demonstrate the practical effectiveness of CS and hybrid sparse reconstruction.
引用
收藏
页码:6 / 10
页数:5
相关论文
共 10 条
  • [1] Formation of Range-Doppler Maps Based on Sparse Reconstruction
    Akhtar, Jabran
    Olsen, Karl Erik
    [J]. IEEE SENSORS JOURNAL, 2016, 16 (15) : 5921 - 5926
  • [2] Stable signal recovery from incomplete and inaccurate measurements
    Candes, Emmanuel J.
    Romberg, Justin K.
    Tao, Terence
    [J]. COMMUNICATIONS ON PURE AND APPLIED MATHEMATICS, 2006, 59 (08) : 1207 - 1223
  • [3] High-Resolution Radar via Compressed Sensing
    Herman, Matthew A.
    Strohmer, Thomas
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (06) : 2275 - 2284
  • [4] Hyder MM, 2011, IEEE RAD CONF, P486
  • [5] Melvin W. L., 2013, Principles of Modern Radar: Advanced techniques
  • [6] Variable Dwell Time Task Scheduling for Multifunction Radar
    Mir, Hasan S.
    Guitouni, Adel
    [J]. IEEE TRANSACTIONS ON AUTOMATION SCIENCE AND ENGINEERING, 2014, 11 (02) : 463 - 472
  • [7] Pollock B, 2011, IEEE RAD CONF, P1117
  • [8] Sparsity and Compressed Sensing in Radar Imaging
    Potter, Lee C.
    Ertin, Emre
    Parker, Jason T.
    Cetin, Muejdat
    [J]. PROCEEDINGS OF THE IEEE, 2010, 98 (06) : 1006 - 1020
  • [9] Range-Doppler Imaging Via a Train of Probing Pulses
    Tan, Xing
    Roberts, William
    Li, Jian
    Stoica, Petre
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2009, 57 (03) : 1084 - 1097
  • [10] Compressive sensing-based inverse synthetic radar imaging imaging from incomplete data
    Tomei, Sonia
    Bacci, Alessio
    Giusti, Elisa
    Martorella, Marco
    Berizzi, Fabrizio
    [J]. IET RADAR SONAR AND NAVIGATION, 2016, 10 (02) : 386 - 397