Jitter analysis based on kernel density estimation and dual-dirac

Accurate jitter analysis is critical for next-generation I/O designs. In this paper, a method to separate deterministic jitter (DJ) and random jitter (RJ) is proposed, which first obtains the Time Interval Error (TIE) histogram of the signal, then uses the Kernel Density Estimation (KDE) algorithm to smooth the histogram, and then defines a fitting parameter to perform a Dual-Dirac fit on the smoothed histogram to estimate DJ and RJ. Finally, the estimation results of the method are given, and the estimation errors of deterministic jitter and random jitter are 1.2% and 4.7%, respectively, which verifies the effectiveness of the method.

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Publication Details

Published
2024-11-22
DOI
https://doi.org/10.1109/icsidp62679.2024.10869101
Citations
1
Primary Topic
Advanced Measurement and Detection Methods
Type
article
Field-Weighted Citation Impact
0.21

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article

Jitter analysis based on kernel density estimation and dual-dirac

Ziang Gao, Tonggang Zhao, Zhengshan Xu, Dafa Pan et al.
1 citations
Advanced Measurement and Detection Methods
0.21
article

Jitter analysis based on kernel density estimation and dual-dirac

Ziang Gao, Tonggang Zhao, Zhengshan Xu, Dafa Pan, Shuo Fang, Wei Pan
article en
1 citations

Abstract

Accurate jitter analysis is critical for next-generation I/O designs. In this paper, a method to separate deterministic jitter (DJ) and random jitter (RJ) is proposed, which first obtains the Time Interval Error (TIE) histogram of the signal, then uses the Kernel Density Estimation (KDE) algorithm to smooth the histogram, and then defines a fitting parameter to perform a Dual-Dirac fit on the smoothed histogram to estimate DJ and RJ. Finally, the estimation results of the method are given, and the estimation errors of deterministic jitter and random jitter are 1.2% and 4.7%, respectively, which verifies the effectiveness of the method.

Beijing University of Posts and Telecommunications (CN)
National Key Research and Development Program of China
Openalex Percentile: Top 44%
Advanced Measurement and Detection Methods
0.21
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