Advanced Search
Volume 43 Issue 1
Jan.  2021
Turn off MathJax
Article Contents
Lin ZHANG, Bingjun CHEN, Zhiqiang WU. Reliable Multi Carrier Differential Chaos Shift Keying Receiver Based on Low Rank Approximation of Matrices Estimation[J]. Journal of Electronics & Information Technology, 2021, 43(1): 37-44. doi: 10.11999/JEIT200349
Citation: Lin ZHANG, Bingjun CHEN, Zhiqiang WU. Reliable Multi Carrier Differential Chaos Shift Keying Receiver Based on Low Rank Approximation of Matrices Estimation[J]. Journal of Electronics & Information Technology, 2021, 43(1): 37-44. doi: 10.11999/JEIT200349

Reliable Multi Carrier Differential Chaos Shift Keying Receiver Based on Low Rank Approximation of Matrices Estimation

doi: 10.11999/JEIT200349
Funds:  The National Natural Science Foundation of China (61602531), The Natural Science Foundation of Guang Dong Province (2020A1515010703), The Key Research and Development and Transformation Plan of Science and Technology Program for Tibet Autonomous Region (XZ201901-GB-16)
  • Received Date: 2020-04-30
  • Rev Recd Date: 2020-08-04
  • Available Online: 2020-08-07
  • Publish Date: 2021-01-15
  • In Multi-Carrier Differential Chaos Shift Keying (MC-DCSK) systems, after transmitted over wireless channels, the transmission errors in the reference chaotic signal will degrade the detection performances of the information-bearing signals at the receiver. In order to address this issue, in this paper, a Low Rank Approximation of Matrices (LRAM) aided MC-DCSK receiver is proposed based on the low rank characteristics of the information-bearing chaotic modulated signals sharing the same reference chaotic signal, with the aim to enhance the reliability performances. In the design, the received signal matrix is evaluated by the sum of a rank one matrix and a Gaussian noise matrix, and then the LRAM method is applied to derive the estimates of received signals to attain the optimal estimate of the reference chaotic sequence, which is subsequently used to recover the user data, thereby improving the reliability performances of MC-DCSK systems. Subsequently, the proposed LRAM detection is proved that is equivalent to the maximum likelihood estimation detection, then the theoretical security performances in terms of the information leakage is analyzed. The analysis shows that the security performances of the proposed system keep the same as those of the benchmark MC-DCSK systems. Simulation results demonstrate the superior Bit Error Rate (BER) performances of the proposed LRAM aided MC-DCSK systems over Additive White Gaussian Noise (AWGN) and multipath fading channels.
  • loading
  • 李付鹏, 刘敬彪, 王光义, 等. 基于混沌集的图像加密算法[J]. 电子与信息学报, 2020, 42(4): 981–987. doi: 10.11999/JEIT190344

    LI Fupeng, LIU Jingbiao, WANG Guangyi, et al. An image encryption algorithm based on chaos set[J]. Journal of Electronics &Information Technology, 2020, 42(4): 981–987. doi: 10.11999/JEIT190344
    HU Wei, WANG Lin, CAI Guofa, et al. Non-coherent capacity of M-ary DCSK modulation system over multipath Rayleigh fading channels[J]. IEEE Access, 2016, 5: 956–966. doi: 10.1109/ACCESS.2016.2623798
    KADDOUM G, RICHARDSON F D, and GAGNON F. Design and analysis of a multi-carrier differential chaos shift keying communication system[J]. IEEE Transactions on Communications, 2013, 61(8): 3281–3291. doi: 10.1109/TCOMM.2013.071013.130225
    ZHOU Hongmin, ZHANG Ying, and YU Ying. Noise reduction multi-carrier differential chaos shift keying system[J]. Journal of Circuits, Systems and Computers, 2018, 27(14): 1850233. doi: 10.1142/S021812661850233X
    YANG Hua, JIANG Guoping, TANG W K S, et al. Multi-carrier differential chaos shift keying system with subcarriers allocation for noise reduction[J]. IEEE Transactions on Circuits and Systems II: Express Briefs, 2018, 65(11): 1733–1737. doi: 10.1109/TCSII.2017.2752754
    CHEN Bingjun, ZHANG Lin, and WU Zhiqiang. General iterative receiver design for enhanced reliability in multi-carrier differential chaos shift keying systems[J]. IEEE Transactions on Communications, 2019, 67(11): 7824–7839. doi: 10.1109/TCOMM.2019.2939799
    CHEN Pingping, WANG Lin, and LAU F C M. One analog STBC-DCSK transmission scheme not requiring channel state information[J]. IEEE Transactions on Circuits and Systems I: Regular Papers, 2013, 60(4): 1027–1037. doi: 10.1109/TCSI.2012.2209304
    张刚, 孟维, 张天骐. 多用户分段移位差分混沌键控通信方案[J]. 电子与信息学报, 2017, 39(5): 1219–1225. doi: 10.11999/JEIT160795

    ZHANG Gang, MENG Wei, and ZHANG Tianqi. Multiuser communication scheme based on segment shift differential chaos shift keying[J]. Journal of Electronics &Information Technology, 2017, 39(5): 1219–1225. doi: 10.11999/JEIT160795
    KONSTANTINIDES K, NATARAJAN B, and YOVANOF G S. Noise estimation and filtering using block-based singular value decomposition[J]. IEEE Transactions on Image Processing, 1997, 6(3): 479–483. doi: 10.1109/83.557359
    ZHOU Xiaowei, YANG Can, ZHAO Hongyu, et al. Low-rank modeling and its applications in image analysis[J]. ACM Computing Surveys, 2014, 47(2): 36. doi: 10.1145/2674559
    LIU Guangcan, LIN Zhouchen, and YU Yong. Robust subspace segmentation by low-rank representation[C]. The 27th International Conference on International Conference on Machine Learning, Madison, USA, 2010: 663–670.
    FRIEDLAND S, NIKNEJAD A, KAVEH M, et al. Fast Monte-Carlo low rank approximations for matrices[C]. 2006 IEEE/SMC International Conference on System of Systems Engineering, Los Angeles, USA, 2006: 218–223. doi: 10.1109/SYSOSE.2006.1652299.
    YE Jieping. Generalized low rank approximations of matrices[J]. Machine Learning, 2005, 61(1/3): 167–191. doi: 10.1007/s10994-005-3561-6
  • 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

    Figures(7)

    Article Metrics

    Article views (1593) PDF downloads(98) Cited by()
    Proportional views
    Related

    /

    DownLoad:  Full-Size Img  PowerPoint
    Return
    Return