Reservoir computing-based digital signal equalizer for equivalent-time sampling

被引:0
|
作者
Jing, Ning [1 ]
Zhao, Junpeng [1 ]
Zhang, Minjuan [1 ]
机构
[1] North Univ China, Sch Informat & Commun Engn, Taiyuan 030051, Peoples R China
来源
REVIEW OF SCIENTIFIC INSTRUMENTS | 2023年 / 94卷 / 11期
关键词
OSCILLOSCOPE; NONLINEARITY;
D O I
10.1063/5.0166523
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
A sampling oscilloscope is an important instrument for evaluating the quality of optical communication signals. Since its working principle is equivalent-time sampling, the data obtained for digital signals with random characteristics do not have continuity, which makes it impossible to use methods such as filtering and averaging to equalize the signal. For this reason, this paper proposes a signal equalization method based on reservoir computing. Through training of the reservoir model, an equivalent-time equalizer is established to solve the problem that the sampling oscilloscope cannot equalize random digital signals. Compared with the continuous-time equalizer, the coincidence degree exceeds 95%. The eye height and eye width are increased by 7 and 1.6, respectively, while the jitter in the eye diagram is reduced by 2.3 times, which solves the problem that the sampling oscilloscope cannot equalize random digital signals.
引用
收藏
页数:4
相关论文
共 50 条
  • [41] Equivalent time sampling based on frequency estimation
    Hu, BQ
    Su, SJ
    Wang, YK
    PROCEEDINGS OF THE THIRD INTERNATIONAL SYMPOSIUM ON INSTRUMENTATION SCIENCE AND TECHNOLOGY, VOL 1, 2004, : 494 - 498
  • [42] Research on Signal Sampling of Guided Wave Radar Based on Similar Equivalent Sampling
    Wang, Chunhua
    Wei, Jun
    Shi, Ziqi
    PROCEEDINGS OF THE 32ND 2020 CHINESE CONTROL AND DECISION CONFERENCE (CCDC 2020), 2020, : 2479 - 2482
  • [43] Cloud Computing-Based Time Series Analysis for Structural Damage Detection
    Yu, Ling
    Lin, Jing-Chun
    JOURNAL OF ENGINEERING MECHANICS, 2017, 143 (01)
  • [44] Theoretical Foundation and Design Guideline for Reservoir Computing-Based MIMO-OFDM Symbol Detection
    Jere, Shashank
    Safavinejad, Ramin
    Liu, Lingjia
    IEEE TRANSACTIONS ON COMMUNICATIONS, 2023, 71 (09) : 5169 - 5181
  • [45] Automatic Measurement of Digital Cameras' Exposure Time Using Equivalent Sampling
    Simon, Gyula
    Ratosi, Mark
    Vakulya, Gergely
    IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT, 2022, 71
  • [46] Reversible Data Hiding in Encrypted Images Using Reservoir Computing-Based Data Fusion Strategy
    Jiang, Xiao
    Xie, Yiyuan
    Zhang, Yushu
    Ye, Yichen
    Xu, Fang
    Li, Lili
    Su, Ye
    Chen, Zhuang
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS FOR VIDEO TECHNOLOGY, 2025, 35 (01) : 684 - 697
  • [47] Distributive Dynamic Spectrum Access Through Deep Reinforcement Learning: A Reservoir Computing-Based Approach
    Chang, Hao-Hsuan
    Song, Hao
    Yi, Yang
    Zhang, Jianzhong
    He, Haibo
    Liu, Lingjia
    IEEE INTERNET OF THINGS JOURNAL, 2019, 6 (02) : 1938 - 1948
  • [48] Edge computing-based digital management system of game events in the era of Internet of Things
    Du, Yuwei
    Li, Yao
    Chen, Jiancai
    Hao, Yangyang
    Liu, Jiao
    JOURNAL OF CLOUD COMPUTING-ADVANCES SYSTEMS AND APPLICATIONS, 2023, 12 (01):
  • [49] ECG Waveforms Reconstruction based on Equivalent Time Sampling
    Fiori, Giorgia
    Scorza, Andrea
    Conforto, Silvia
    Fuiano, Fabio
    Schmid, Maurizio
    Sciuto, Salvatore Andrea
    2020 IEEE INTERNATIONAL SYMPOSIUM ON MEDICAL MEASUREMENTS AND APPLICATIONS (MEMEA), 2020,
  • [50] Fiber Nonlinearity Compensation Using Nonlinear Equalizer Based on Complex-Valued Reservoir Computing
    Ikuta, Kai
    Ito, Yuta
    Sakamoto, Takahide
    Yamamoto, Naokatsu
    Nakamura, Moriya
    IEICE TRANSACTIONS ON COMMUNICATIONS, 2025, E108B (03) : 250 - 259