Channel Equalization Using Independent Component Analysis in PDM-CO-OFDM

被引:13
作者
Li, Xiang [1 ]
Zhong, Wen-De [1 ]
Alphones, Arokiaswami [1 ]
Yu, Changyuan [2 ,3 ]
机构
[1] Nanyang Technol Univ, Sch Elect & Elect Engn, Singapore 639798, Singapore
[2] Natl Univ Singapore, Dept Elect & Comp Engn, Singapore 117576, Singapore
[3] Agcy Sci Technol & Res, Inst Infocomm Res, Singapore 138632, Singapore
关键词
Orthogonal-frequency-division-multiplexing (OFDM); independent component analysis (ICA); channel equalization; COHERENT OPTICAL OFDM; ICA;
D O I
10.1109/LPT.2014.2300507
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
We propose a channel equalization method without training symbols (TSs) based on the independent component analysis (ICA) for polarization-division-multiplexing coherent-optical orthogonal-frequency-division-multiplexing (PDM-CO-OFDM) transmission systems. Compared with the conventional TS-based channel equalization method, the proposed method with 80 collected OFDM symbols shows a better transmission performance in the case of QPSK modulation format, and almost the same performance in the case of 16-quadrature amplitude modulation (QAM) format. In addition, we propose a new channel frequency response initialization method to solve the permutation indeterminacy and complex uncertain scaling problems in ICA-based channel equalization. The proposed initialization method shows faster convergence speed than the conventional random initialization method in the channel equalization process. Finally, we examine the number of OFDM symbols required for the proposed ICA-based channel equalization. This study shows that 40 and 80 OFDM symbols are sufficient for the QPSK and 16-QAM formats, respectively. Since the proposed ICA-based channel equalization method is free of TSs, the spectral efficiency of the PDM-CO-OFDM systems can be improved considerably.
引用
收藏
页码:497 / 500
页数:4
相关论文
共 14 条
  • [1] Complex ICA using nonlinear functions
    Adali, Tuelay
    Li, Hualiang
    Novey, Mike
    Cardoso, Jean-Francois
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (09) : 4536 - 4544
  • [2] [Anonymous], 2011, OPTISYSTEM VERSION 1
  • [3] Guo B, 2004, 2004 47TH MIDWEST SYMPOSIUM ON CIRCUITS AND SYSTEMS, VOL II, CONFERENCE PROCEEDINGS, P637
  • [4] Hyvarinen A., 2004, Independent component analysis, V46
  • [5] Convergence Comparison of the CMA and ICA for Blind Polarization Demultiplexing
    Johannisson, Pontus
    Wymeersch, Henk
    Sjodin, Martin
    Tan, A. Serdar
    Agrell, Erik
    Andrekson, Peter A.
    Karlsson, Magnus
    [J]. JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING, 2011, 3 (06) : 493 - 501
  • [6] Intra-symbol frequency-domain averaging based channel estimation for coherent optical OFDM
    Liu, Xiang
    Buchali, Fred
    [J]. OPTICS EXPRESS, 2008, 16 (26): : 21944 - 21957
  • [7] 1-Tb/s Single-Channel Coherent Optical OFDM Transmission With Orthogonal-Band Multiplexing and Subwavelength Bandwidth Access
    Ma, Yiran
    Yang, Qi
    Tang, Yan
    Chen, Simin
    Shieh, William
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2010, 28 (04) : 308 - 315
  • [8] Blind Equalization in Optical Communications Using Independent Component Analysis
    Nafta, Alon
    Johannisson, Pontus
    Shtaif, Mark
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2013, 31 (12) : 2043 - 2049
  • [9] Shieh W, 2010, OFDM FOR OPTICAL COMMUNICATIONS, P1
  • [10] Polarization Demultiplexing by Independent Component Analysis
    Xie, Xiaobo
    Yaman, Fatih
    Zhou, Xiang
    Li, Guifang
    [J]. IEEE PHOTONICS TECHNOLOGY LETTERS, 2010, 22 (11) : 805 - 807