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
来源：
2018 3RD INTERNATIONAL CONFERENCE ON MICROWAVE AND PHOTONICS (ICMAP) | 2018年
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
  • [1] Radial Basis Function Neural Network Nonlinear Equalizer for 16-QAM Coherent Optical OFDM
    Ahmad, Syed Tajammul
    Kumar, K. Pradeep
    IEEE PHOTONICS TECHNOLOGY LETTERS, 2016, 28 (22) : 2507 - 2510
  • [2] Performance improvement of a 16-QAM Coherent Optical Transmission System
    Perera, W. S. C. K.
    Perera, R. A. S. D.
    Priyankara, K. T. D.
    Herath, H. M. V. R.
    2014 9TH INTERNATIONAL CONFERENCE ON INDUSTRIAL AND INFORMATION SYSTEMS (ICIIS), 2014, : 773 - 776
  • [3] A Modified Adaptive DBP for DP 16-QAM Coherent Optical System
    Yao, Haitao
    Li, Wei
    Han, Jilong
    He, Zhixue
    Yuan, Zhilin
    Hu, Qianggao
    Yang, Qi
    Yu, Shaohua
    IEEE PHOTONICS TECHNOLOGY LETTERS, 2016, 28 (22) : 2511 - 2514
  • [4] Blind Equalization and Carrier Phase Recovery in a 16-QAM Optical Coherent System
    Fatadin, Irshaad
    Ives, David
    Savory, Seb J.
    JOURNAL OF LIGHTWAVE TECHNOLOGY, 2009, 27 (15) : 3042 - 3049
  • [5] Artificial Neural Network Nonlinear Equalizer for Coherent Optical OFDM
    Jarajreh, Mutsam A.
    Giacoumidis, Elias
    Aldaya, Ivan
    Le, Son Thai
    Tsokanos, Athanasios
    Ghassemlooy, Zabih
    Doran, Nick J.
    IEEE PHOTONICS TECHNOLOGY LETTERS, 2015, 27 (04) : 387 - 390
  • [6] KNN-Aided SVM Symbol Decision for 16-QAM Coherent Optical System with Nonlinear Phase Noise
    He, Min
    Gao, Jie
    Lu, Dongxu
    Yang, Yuqiang
    Huo, Jiahao
    Zhou, Xian
    2019 ASIA COMMUNICATIONS AND PHOTONICS CONFERENCE (ACP), 2019,
  • [7] Nonlinear Equalizer Based on General Regression Neural Network in Coherent Optical OFDM System
    Wu Jinda
    Lu Jin
    Ren, Hongliang
    Qin Yali
    Guo Shuqin
    Hu Weisheng
    ACTA OPTICA SINICA, 2018, 38 (09)
  • [8] Data-Aided OSNR Estimation for QPSK and 16-QAM Coherent Optical System
    Do, C.
    Tran, A. V.
    Zhu, C.
    Hewitt, D.
    Skafidas, E.
    IEEE PHOTONICS JOURNAL, 2013, 5 (05):
  • [9] Application of Neural Network Techniques on Nonlinear Channel Equalization for 16-QAM Modulation Systems
    Lo, Chun-Yi
    Weng, Wan-de
    ISDA 2008: EIGHTH INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEMS DESIGN AND APPLICATIONS, VOL 1, PROCEEDINGS, 2008, : 356 - 361
  • [10] Frequency Offset Compensation Loop for 16-QAM Optical Coherent Systems
    Chochol, Marcin
    Maria Fabrega, Josep
    2011 13TH INTERNATIONAL CONFERENCE ON TRANSPARENT OPTICAL NETWORKS (ICTON), 2011,
12345