Ultra wide-band channel estimation and signal detection through compressed sensing

被引:0
|
作者
Zhang, Xianyu [1 ]
Liu, Yulin [1 ]
Wang, Kai [1 ]
机构
[1] DSP Laboratory, Chongqing Communication Institute, Chongqing 400035, China
关键词
Compressive sensing - Cyclic convolutions - Estimation performance - High sampling rates - Least squares algorithm - Random filters - Ultra wide band channel estimations - Ultra wideband signals;
D O I
暂无
中图分类号
学科分类号
摘要
A novel algorithm(CS algorithm) for channel estimation and signal detection is proposed to resolve the problem of excessively high sampling rate of the ultra-wideband signals. The algorithm is based on the compressed sensing(CS) theory. The modulated signal is transmitted after random-filtering, and the received signal is sub-sampled. The mathematical model of CS is developed by cyclic convolution of the modulated signals, the random filter and the channel, so the basic pursuit algorithm can be utilized to perform the task of channel estimation and signal detection. Simulation results show that the number of the sampling data required by the proposed algorithm is only one-third or less of the number of the sampling data needed by the least squares algorithm, while the estimation performance is improved by 4.5 dB under the moderate signal-to-noise ratio(15~25 dB) condition, and that the original transmitted signals are correctly detected.
引用
收藏
页码:88 / 91
相关论文
共 50 条
  • [1] Ultra wide-band channel estimation based on Bayesian compressed sensing
    Wang, W. (uggernautdong@163.com), 1600, Binary Information Press, P.O. Box 162, Bethel, CT 06801-0162, United States (09):
  • [2] A blind channel estimation algorithm for Ultra Wide-band channel based on compressive sensing
    Liu, Yu-Lin
    Zhang, Xian-Yu
    He, Ji-Wei
    Xu, Duo
    Chongqing Daxue Xuebao/Journal of Chongqing University, 2010, 33 (04): : 105 - 108
  • [3] Cooperative Compressed Sensing for Wide-Band Spectrum Detection
    Gu, Bin
    Yang, Zhen
    Hu, Haifeng
    Cao, Kaitian
    2010 6TH INTERNATIONAL CONFERENCE ON WIRELESS COMMUNICATIONS NETWORKING AND MOBILE COMPUTING (WICOM), 2010,
  • [4] A Novel Ultra Wide-Band Channel Estimation Algorithm
    Zhang Hong-shun
    Wang Lei
    Li Hu
    Zhang Xian-yu
    12TH ANNUAL MEETING OF CHINA ASSOCIATION FOR SCIENCE AND TECHNOLOGY ON INFORMATION AND COMMUNICATION TECHNOLOGY AND SMART GRID, 2010, : 389 - 391
  • [5] Source Number Estimation Algorithm based on Wide-band Compressed Sensing
    Zhang, Guangyu
    Chen, Hong
    2016 IEEE INFORMATION TECHNOLOGY, NETWORKING, ELECTRONIC AND AUTOMATION CONTROL CONFERENCE (ITNEC), 2016, : 216 - 219
  • [6] Reception and detection of a wide-band OFDM signal in a Doppler spreading channel
    Ma, Lili
    Jiang, Wei
    Xiang, Haige
    IET COMMUNICATIONS, 2018, 12 (09) : 1134 - 1140
  • [7] Detection, parameter estimation and imaging of maneuvering target in wide-band signal
    YaChao Li
    MengDao Xing
    Long Zhang
    Zheng Bao
    Science in China Series F: Information Sciences, 2009, 52 : 1015 - 1026
  • [8] Detection, parameter estimation and imaging of maneuvering target in wide-band signal
    LI YaChao XING MengDao ZHANG Long BAO Zheng Key Laboratory for Radar Signal Processing Xidian University Shaanxi China
    ScienceinChina(SeriesF:InformationSciences), 2009, 52 (06) : 1015 - 1026
  • [9] Detection, parameter estimation and imaging of maneuvering target in wide-band signal
    Li YaChao
    Xing MengDao
    Zhang Long
    Bao Zheng
    SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES, 2009, 52 (06): : 1015 - 1026