A modified time delay estimation algorithm based on higher order statistics for signal detection problems

被引:0
|
作者
Liang, ZC [1 ]
Liu, XZ [1 ]
Liu, YT [1 ]
机构
[1] Harbin Inst Technol, Dept Elect & Commun Engn, Harbin 150001, Peoples R China
关键词
higher order spectral analysis; TDE; signal detection;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Under the conditions of short data samples and low signal to noise ratio (SNR), practical applications for higher order statistics (HOS) are restrained by its high estimation variance and bad estimation accuracy. In this paper, a modified time delay estimation (TDE) algorithm based on HOS is presented, where normalization of input data based on second order statistics is adopted to take the place of calculation of self fourth order statistics of input signals in TDE. Therefore the resulted algorithm greatly reduces the estimation variance and computation time. Simulation results show that the proposed one has advantages over the traditional ones on both detection performance and computation efficiency.
引用
收藏
页码:255 / 258
页数:4
相关论文
共 50 条
  • [31] Blind GSM channel estimation based on higher order statistics
    Boss, D
    Kammeyer, KD
    ICC'97: 1997 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS - TOWARDS THE KNOWLEDGE MILLENNIUM, CONFERENCE RECORD - VOLS 1-3, 1997, : 46 - 50
  • [32] A Synchronization Detection and Time Delay Estimation Algorithm Based on Fractional Fourier Transform
    Deng, Yu
    Yuan, Fei
    Cheng, En
    Yi, Jinwang
    Li, Ye
    WIRELESS SENSOR NETWORKS (CWSN 2017), 2018, 812 : 201 - 210
  • [33] A New Subsample Time Delay Estimation Algorithm for LFM-Based Detection
    Yang, Cui
    Xu, Yalu
    Yu, Yue
    Ning, Gengxin
    Zhu, Xiaowu
    IEICE TRANSACTIONS ON FUNDAMENTALS OF ELECTRONICS COMMUNICATIONS AND COMPUTER SCIENCES, 2023, E106A (03) : 575 - 581
  • [34] Adaptive filtering algorithm based on higher-order statistics
    Zhao, Zhi-Jin
    Tien Tzu Hsueh Pao/Acta Electronica Sinica, 2000, 28 (12): : 83 - 84
  • [35] TIME-DELAY ESTIMATION IN UNKNOWN SPATIALLY CORRELATED GAUSSIAN-NOISE USING HIGHER-ORDER STATISTICS
    TUGNAIT, JK
    TWENTY-THIRD ASILOMAR CONFERENCE ON SIGNALS, SYSTEMS & COMPUTERS, VOLS 1 AND 2: CONFERENCE RECORD, 1989, : 211 - 215
  • [36] Higher-order statistics in signal processing
    Nandi, AK
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 1996, 333B (03): : R3 - R4
  • [37] Speech stream detection based on higher-order statistics
    Shen, LR
    Li, XY
    Wei, W
    Zhang, RB
    Wang, HQ
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 3086 - 3089
  • [38] Interharmonic Detection and Identification based on Higher-Order Statistics
    Moreira, Mariana Geny
    Ferreira, Danton Diego
    Duque, Carlos Augusto
    PROCEEDINGS OF 2016 17TH INTERNATIONAL CONFERENCE ON HARMONICS AND QUALITY OF POWER (ICHQP), 2016, : 679 - 684
  • [39] LEVEL CHANGE DETECTION IN TIME SERIES USING HIGHER ORDER STATISTICS
    Hilas, C. S.
    Rekanos, I. T.
    Goudos, S. K.
    Mastorocostas, P. A.
    Sahalos, J. N.
    2009 16TH INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING, VOLS 1 AND 2, 2009, : 810 - +
  • [40] Recognition of communication signal types using genetic algorithm and support vector machines based on the higher order statistics
    Shermeh, Ataollah Ebrahimzadeh
    Ghazalian, Reza
    DIGITAL SIGNAL PROCESSING, 2010, 20 (06) : 1748 - 1757