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
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