RBF Neural Network Nonlinear Equalizer for 100G 16-QAM Coherent Optical System

被引:0
|
作者
Ahmad, Syed Tajammul [1 ]
Kumar, Pradeep K. [1 ]
机构
[1] Indian Inst Technol, Dept Elect Engn, Kanpur, Uttar Pradesh, India
关键词
Kerr Nonlinearity; 16-QAM; Radial basis function; Neural networks; K-means algorithm;
D O I
暂无
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 evaluate the performance of radial basis function neural network (RBFNN) based nonlinear equalizer (NLE) for single carrier (SC) 16-QAM system. We provide the comparison of nonlinearity compensation results of RBFNN-NLE and K-means clustering algorithm in SC 16-QAM system over dispersion managed (DML) and unmanaged links (DUL). The simulation results show that nonlinear penalty reduces by nearly 2 dB and 1 dB for DUL and DML cases respectively.
引用
收藏
页数:2
相关论文
共 50 条
  • [21] Selection of optical filters for optimization of different parameters in a coherent optical 16-QAM CO-OFDM modulation system
    Kaushik, Vikas
    Saini, Himanshi
    JOURNAL OF OPTICS-INDIA, 2024, 53 (04): : 3888 - 3902
  • [22] Comparison of Cost and Complexity for Various 16-QAM Transmitter Structures in Coherent Optical Systems
    Al-Bermani, Ali
    Noe, Reinhold
    NEXT-GENERATION OPTICAL COMMUNICATION: COMPONENTS, SUB-SYSTEMS, AND SYSTEMS V, 2016, 9774
  • [23] Performance of PM QPSK and PM 16-QAM coherent optical fiber communication systems
    Cartledge, J. C.
    Downie, J. D.
    Hurley, J. E.
    Karar, A. S.
    Ke, J. H.
    Roudas, I.
    Roberts, K.
    NEXT-GENERATION OPTICAL COMMUNICATION: COMPONENTS, SUB-SYSTEMS, AND SYSTEMS, 2012, 8284
  • [24] Enhancement of the laser phase noise tolerance for star 16-QAM optical coherent systems
    Liu, Jihong
    Chang, Gee-Kung
    2011 ASIA COMMUNICATIONS AND PHOTONICS CONFERENCE AND EXHIBITION (ACP), 2012,
  • [25] Laser Linewidth Tolerance for 16-QAM Coherent Optical Systems Using QPSK Partitioning
    Fatadin, Irshaad
    Ives, David
    Savory, Seb J.
    IEEE PHOTONICS TECHNOLOGY LETTERS, 2010, 22 (09) : 631 - 633
  • [26] Compensation of Frequency Offset for 16-QAM Optical Coherent Systems Using QPSK Partitioning
    Fatadin, Irshaad
    Savory, Seb J.
    IEEE PHOTONICS TECHNOLOGY LETTERS, 2011, 23 (17) : 1246 - 1248
  • [27] FPGA Implementation of Power-Lite Volterra- Inspired Neural Network Equalizer in 100G PON
    Jiang, Wenqing
    Huang, Luyao
    Xu, Yongxin
    Hu, Weisheng
    Yi, Lilin
    JOURNAL OF LIGHTWAVE TECHNOLOGY, 2024, 42 (09) : 3134 - 3141
  • [28] Bi-directional gated recurrent unit neural network based nonlinear equalizer for coherent optical communication system
    Liu, Xinyu
    Wang, Yongjun
    Wang, Xishuo
    Xu, Hui
    Li, Chao
    Xin, Xiangjun
    OPTICS EXPRESS, 2021, 29 (04) : 5923 - 5933
  • [29] Monitoring of OSNR Using Statistical Moments of Equalized Signal in 16-QAM Coherent Optical Receivers
    Faruk, Md. Saifuddin
    2012 7TH INTERNATIONAL CONFERENCE ON ELECTRICAL AND COMPUTER ENGINEERING (ICECE), 2012,
  • [30] Nonlinear Effect of IQ Modulator in a Realtime Synchronous 16-QAM Transmission System
    Al-Bermani, A.
    Woerdehoff, C.
    Hoffmann, S.
    Rueckert, U.
    Noe, R.
    2011 IEEE PHOTONICS CONFERENCE (PHO), 2011, : 763 - +