Advanced nonlinear equalizer for Filter Bank Multicarrier-based Long Reach-Passive Optical Network system

被引:3
作者
Julus, Jerart L. [1 ]
Manimegalai, D. [1 ]
Beaula, Asha C. [2 ]
Athanesious, Joshan J. [3 ]
Roobert, Andrew A. [4 ]
机构
[1] Natl Engn Coll, Dept Informat Technol, Kovilpatti, Tamil Nadu, India
[2] Natl Engn Coll, Dept Elect & Commun Engn, Kovilpatti, Tamil Nadu, India
[3] Vellore Inst Technol, Sch Comp Sci & Engn, Vellore, Tamil Nadu, India
[4] Francis Xavier Engn Coll, Dept Elect & Commun Engn, Tirunelveli, Tamil Nadu, India
关键词
artificial neural networks; deep neural networks; FBMC; nonlinear equalizer; passive optical network; CHANNEL ESTIMATION; OFDM; FREQUENCY;
D O I
10.1002/dac.4921
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
The performance of the intensity-modulated Filter Bank Multicarrier (FBMC) system using direct detection with advanced nonlinear equalizer in Long Reach-Passive Optical Network (LR-PON) is presented in this paper. First, the performance of the FBMC system and its nonlinearity in the channel are analyzed. We introduce two nonlinear equalizers, namely, Artificial Neural Networks-Nonlinear Feed-Forward Equalizer (ANN-NFFE) and Deep Neural Network-Nonlinear Equalizer (DNN-NLE). Both the equalizers can mitigate the nonlinearities in the signal. Also, the impact of the system in downlink is analyzed using simulation by varying the data rates for various fiber lengths. The FBMC using SMT provides better spectral efficiency. The performance of both equalizers is compared. The addition of the DNN-NLE equalizer provides a better OSNR, good accuracy, and better BER compared with ANN-NFFE.
引用
收藏
页数:19
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共 25 条
  • [1] Flexible Radio Access Beyond 5G: A Future Projection on Waveform, Numerology, and Frame Design Principles
    Ankarali, Zekeriyya Esat
    Pekoz, Berker
    Arslan, Huseyin
    [J]. IEEE ACCESS, 2017, 5 : 18295 - 18309
  • [2] OFDM for Optical Communications
    Armstrong, Jean
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2009, 27 (1-4) : 189 - 204
  • [3] Low overhead equalization algorithm for simultaneously estimating channel and mitigating intrinsic imaginary interference in IMDD-OQAM-OFDM system
    Bi, Meihua
    Liu, Ling
    Zhang, Lu
    Yang, Guowei
    Hu, Miao
    Li, Qiliang
    Xiao, Shilin
    Hu, Weisheng
    [J]. OPTICS COMMUNICATIONS, 2019, 430 : 256 - 261
  • [4] OFDM for Next-Generation Optical Access Networks
    Cvijetic, Neda
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2012, 30 (04) : 384 - 398
  • [5] Frequency-Domain Channel Estimation for Polarization-Division-Multiplexed CO-OFDM/OQAM Systems
    Fang, Xi
    Xu, Yongchi
    Chen, Zhangyuan
    Zhang, Fan
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2015, 33 (13) : 2743 - 2750
  • [6] OFDM Versus Filter Bank Multicarrier
    Farhang-Boroujeny, Behrouz
    [J]. IEEE SIGNAL PROCESSING MAGAZINE, 2011, 28 (03) : 92 - 112
  • [7] Performance-Enhanced Direct Detection Optical OFDM Transmission With CAZAC Equalization
    Feng, Zhenhua
    Tang, Ming
    Fu, Songnian
    Deng, Lei
    Wu, Qiong
    Lin, Rui
    Wang, Ruoxu
    Shum, Ping
    Liu, Deming
    [J]. IEEE PHOTONICS TECHNOLOGY LETTERS, 2015, 27 (14) : 1507 - 1510
  • [8] All-Analogue Real-Time Broadband Filter Bank Multicarrier Optical Communications System
    Gutierrez, Fernando A.
    Perry, Philip
    Martin, Eamonn P.
    Ellis, Andrew D.
    Smyth, Frank
    Barry, Liam P.
    [J]. JOURNAL OF LIGHTWAVE TECHNOLOGY, 2015, 33 (24) : 5073 - 5083
  • [9] Han, 2014, MICROWAVE PHOTONICS, DOI [10.1109/mwp.2014.6994534, DOI 10.1109/MWP.2014.6994534]
  • [10] Nonlinear filter based decision feedback equalizer for optical communication systems
    Han, Xiaoqi
    Cheng, Chi-Hao
    [J]. OPTICS EXPRESS, 2014, 22 (07): : 8712 - 8719