Performance Research on Underwater Vortex Optical Multiplexing System Based on Back Propagation Neural Network Blind Equalization Algorithm

被引:0
|
作者
Wang Mingjun [1 ,2 ]
Tu Sikai [1 ]
机构
[1] Xian Univ Technol, Sch Automat & Informat Engn, Xian 710048, Shaanxi, Peoples R China
[2] Shaanxi Civil Mil Integrat Key Lab Intelligence C, Xian 710126, Shaanxi, Peoples R China
关键词
ocean optics; vortex optical multiplexing communication; ocean turbulence; back propagation neural network; blind equalization; bit error rate; ORBITAL ANGULAR-MOMENTUM;
D O I
10.3788/LOP222356
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
Vortex optical multiplexing communication technology can effectively improve the channel capacity of a communication system in an underwater channel. However, ocean turbulence causes the inter modal crosstalk of the vortex beam, degrading the performance of the communication system. To alleviate the modal crosstalk problem, this study presents a blind equalization algorithm based on a back propagation (BP) neural network. Four channels of vortex light are used for multiplexing transmission, and the random phase screen method is used to simulate ocean turbulence. After the BP blind equalization algorithm is implemented, the improvement in the system bit error rate is simulated and analyzed under conditions of varying ocean turbulence intensities, transmission distances, and vortex light multiplexing modes. The simulation results show that the blind equalization algorithm using the BP neural network can effectively reduce the impact of ocean turbulence on the bit error rate of the system, and the system performance significantly improves when the multiplexing mode interval is 2.
引用
收藏
页数:7
相关论文
共 28 条
  • [11] Nikishov V. V., 2000, International Journal of Fluid Mechanics Research, V27, P82
  • [12] Orbital Angular Momentum-based Space Division Multiplexing for High-capacity Underwater Optical Communications
    Ren, Yongxiong
    Li, Long
    Wang, Zhe
    Kamali, Seyedeh Mahsa
    Arbabi, Ehsan
    Arbabi, Amir
    Zhao, Zhe
    Xie, Guodong
    Cao, Yinwen
    Ahmed, Nisar
    Yan, Yan
    Liu, Cong
    Willner, Asher J.
    Ashrafi, Solyman
    Tur, Moshe
    Faraon, Andrei
    Willner, Alan E.
    [J]. SCIENTIFIC REPORTS, 2016, 6
  • [13] Wang H S, 2006, Artificial intelligence and its application, P14
  • [14] Wang J, 2012, NAT PHOTONICS, V6, P488, DOI [10.1038/NPHOTON.2012.138, 10.1038/nphoton.2012.138]
  • [15] Scattering of Laguerre-Gaussian Vortex Beams by Underwater Suspended Spherical Algal Particle Swarms
    Wang Mingjun
    Zhang Jialin
    Wang Zhuyu
    Zhang Huayong
    [J]. ACTA OPTICA SINICA, 2022, 42 (18)
  • [16] Underwater optical communications using orbital angular momentum-based spatial division multiplexing
    Willner, Alan E.
    Zhao, Zhe
    Ren, Yongxiong
    Li, Long
    Xie, Guodong
    Song, Haoqian
    Liu, Cong
    Zhang, Runzhou
    Bao, Changjing
    Pang, Kai
    [J]. OPTICS COMMUNICATIONS, 2018, 408 : 21 - 25
  • [17] Disturbance Orbital Angular Momentum Spectrum Recognition Based on ResNeXt Network
    Wu Qiong
    Li Haiying
    Ding Wei
    Bai Lu
    Wu Zhensen
    [J]. CHINESE JOURNAL OF LASERS-ZHONGGUO JIGUANG, 2021, 48 (17):
  • [18] Xu Z., 2014, Advanced Photonicsfor Communications
  • [19] YANG Tianxing, 2017, Acta Optica Sinica, V37
  • [20] Yin X L., 2020, Journal on Communications, V41, P110