Parameter Estimation of Frequency-hopping Signals Based on Sparse Time-frequency Distribution

被引:1
|
作者
Jin Yan [1 ]
Zhou Lei [1 ]
Ji Hongbing [1 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710071, Shaanxi, Peoples R China
基金
中国国家自然科学基金;
关键词
Frequency-Hopping (FH) signals; Parameter estimation; Time-Frequency Distributions (TFD); Sparsity; Time-frequency concentration;
D O I
10.11999/JEIT170525
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
In the case of parameter estimation of Frequency Hopping (FH) signal based on conventional time-frequency analysis, the suppression of cross-terms in Time-Frequency Distribution (TFD) by kernel function always leads to the decrease of time-frequency concentration, which is adverse to signal parameter extraction. To deal with this problem, a kind of Sparse TFD (STFD) based FH signals processing method is proposed. Based on the principle of Cohen's class of TFD and the ambiguity function characteristics of FH signals, a Rectangle-shaped Kernel Distribution (RKD) is constructed by choosing the rectangle function in ambiguity domain as its kernel function. RKD can suppress the cross-terms effectively but is followed by poor time-frequency resolution. In order to improve the performance of RKD, the TFD sparsity of FH signals is analyzed and utilized, and the optimal model of STFD is established by additional constraints to RKD under the Compressed Sensing (CS) frame. STFD can not only restrain cross-terms effectively, but also has a high time-frequency concentration. Simulation results show that proposed STFD based parameter estimation of FH signals has better performance compared with conventional ones.
引用
收藏
页码:663 / 669
页数:7
相关论文
共 20 条
  • [1] Compressive sensing
    Baraniuk, Richard G.
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2007, 24 (04) : 118 - +
  • [2] BOASHASH B, 2015, TIME FREQUENCY SIGNA, P151
  • [3] Near-optimal signal recovery from random projections: Universal encoding strategies?
    Candes, Emmanuel J.
    Tao, Terence
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (12) : 5406 - 5425
  • [4] Atomic decomposition by basis pursuit
    Chen, SSB
    Donoho, DL
    Saunders, MA
    [J]. SIAM JOURNAL ON SCIENTIFIC COMPUTING, 1998, 20 (01): : 33 - 61
  • [5] [陈莹 Chen Ying], 2016, [雷达学报, Journal of Radars], V5, P531
  • [6] TIME FREQUENCY-DISTRIBUTIONS - A REVIEW
    COHEN, L
    [J]. PROCEEDINGS OF THE IEEE, 1989, 77 (07) : 941 - 981
  • [7] Gradient Projection for Sparse Reconstruction: Application to Compressed Sensing and Other Inverse Problems
    Figueiredo, Mario A. T.
    Nowak, Robert D.
    Wright, Stephen J.
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2007, 1 (04) : 586 - 597
  • [8] Parameter estimation of FH signals based on optimal kernel time-frequency analysis in α stable distribution noise
    Jin, Yan
    Peng, Ying
    Ji, Hong-Bing
    [J]. Xi Tong Gong Cheng Yu Dian Zi Ji Shu/Systems Engineering and Electronics, 2015, 37 (05): : 985 - 991
  • [9] Improved FH Acquisition Scheme in Partial-Band Noise Jamming
    Lee, Juhyung
    Yoon, Dongweon
    [J]. IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS, 2016, 52 (06) : 3070 - 3076
  • [10] Lei Ying-ke, 2008, Systems Engineering and Electronics, V30, P803