Advanced Search
Volume 38 Issue 7
Jul.  2016
Turn off MathJax
Article Contents
JIANG Lei, WANG Tong. An Adaptive Estimation Method of Diagonal Loading Parameter for Airborne Radar[J]. Journal of Electronics & Information Technology, 2016, 38(7): 1752-1757. doi: 10.11999/JEIT151003
Citation: JIANG Lei, WANG Tong. An Adaptive Estimation Method of Diagonal Loading Parameter for Airborne Radar[J]. Journal of Electronics & Information Technology, 2016, 38(7): 1752-1757. doi: 10.11999/JEIT151003

An Adaptive Estimation Method of Diagonal Loading Parameter for Airborne Radar

doi: 10.11999/JEIT151003
Funds:

The National Natural Science Foundation of China (61372133)

  • Received Date: 2015-09-08
  • Rev Recd Date: 2016-05-03
  • Publish Date: 2016-07-19
  • Diagonal loading method can be exploited to improve the performance of Space Time Adaptive Processing (STAP) in the face of limited training data. However, the diagonal loading level may be not easily determined in fact. To solve this problem, an adaptive parameter estimation method based on the received radar data is proposed. The diagonal loading problem is firstly transformed into the Tikhonov regularization problem. Then, Generalized Cross Validation (GCV) is introduced to construct the optimization problem. Finally, secant method is utilized to solve the optimization problem and calculate the loading parameter. The performance of the method is demonstrated using both simulated data and measured data. The results show that the method can improve the radar moving target detection performance in a limited sample support environment.
  • loading
  • MELVIN W L. A STAP overview[J]. IEEE Aerospace and Electronic Systems Magazine, 2004, 19(1): 19-35. doi: 10. 1109/MAES.2004.1263229.
    FERTIG L B. Analytical expressions for Space-Time Adaptive Processing (STAP) performance[J]. IEEE Transactions on Aerospace and Electronic Systems, 2015, 51(1): 442-453. doi: 10.1109/TAES.2014.130676.
    张柏华, 马红光, 孙新利, 等. 基于正交约束的导航接收机空时自适应方法[J]. 电子与信息学报, 2015, 37(4): 900-906. doi: 10.11999/JEIT140740.
    ZHANG Baihua, MA Hongguang, SUN Xinli, et al. Space time adaptive processing technique based on orthogonal constraint in navigation receiver[J]. Journal of Electronics Information Technology, 2015, 37(4): 900-906. doi: 10.11999/ JEIT140740.
    GUERCI J R, GOLDSTEIN J S, and REED I S. Optimal adaptive reduced-rank STAP[J]. IEEE Transactions on Aerospace and Electronic Systems, 2000, 36(2): 647-663. doi: 10.1109/7.845255.
    ZHU C, LI H B, and RANGASWAMY M. Conjugate gradient adaptive matched filter[J]. IEEE Transactions on Aerospace and Electronic Systems, 2015, 51(1): 178-191. doi: 10.1109/TAES.2014.130419.
    YANG Z C, LI X, WANG H Q, et al. On clutter sparsity analysis in spacetime adaptive processing airborne radar[J]. IEEE Geoscience and Remote Sensing Letters, 2013, 10(5): 1214-1218. doi: 10.1109/LGRS.2012.2236639.
    马泽强, 王希勤, 刘一民, 等. 基于稀疏恢复的空时二维自适应处理技术研究现状[J]. 雷达学报, 2014, 3(2): 217-228. doi: 10.3724/SP.J.1300.2014.14002.
    MA Zeqiang, WANG Xiqin, LIU Yimin, et al. An overview on sparse recovery-based STAP[J]. Journal of Radars, 2014, 3(2): 217-228. doi: 10.3724/SP.J.1300.2014.14002.
    BANG J H, MELVIN W L, and LANTERMAN A D. Model- based clutter cancellation based on enhanced knowledge- aided parametric covariance estimation[J]. IEEE Transactions on Aerospace and Electronic Systems, 2015, 51(1): 154-166. doi: 10.1109/TAES.2014.130413.
    CARLSON B D. Covariance matrix estimation errors and diagonal loading in adaptive arrays[J]. IEEE Transactions on Aerospace and Electronic Systems, 1988, 24(4): 397-401. doi: 10.1109/7.7181.
    VOROBYOV S A. Principles of minimum variance robust adaptive beamforming design[J]. Signal Processing, 2013, 93(12): 3264-3277. doi: 10.1016/j.sigpro.2012.10.021.
    ABRAMOVICH Y I, JOHNSON B A, and SPENCER N K. Sample-deficient adaptive detection: adaptive scalar thresholding versus CFAR detector performance[J]. IEEE Transactions on Aerospace and Electronic Systems, 2010, 46(1): 32-46. doi: 10.1109/TAES.2010.5417146.
    KANG B, MONGA V, and RANGASWAMY M. Rank- constrained maximum likelihood estimation of structured covariance matrices[J]. IEEE Transactions on Aerospace and Electronic Systems, 2014, 50(1): 501-515. doi: 10.1109/TAES. 2013.120389.
    GERLACH K and 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. doi: 10.1109/TAES.2003.1188909.
    NEUMAIER A. Solving ill-conditioned and singular linear systems: a tutorial on regularization[J]. SIAM Review, 1998, 40(3): 636-666. doi: 10.1137/S0036144597321909.
    陈宝林. 最优化理论与算法[M]. 北京: 清华大学出版社, 2005: 267-269.
  • 加载中

Catalog

    通讯作者: 陈斌, bchen63@163.com
    • 1. 

      沈阳化工大学材料科学与工程学院 沈阳 110142

    1. 本站搜索
    2. 百度学术搜索
    3. 万方数据库搜索
    4. CNKI搜索

    Article Metrics

    Article views (1404) PDF downloads(334) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return