4.7 Article

Optimal choice of signal compensation in coaxial cable: Modified non-negative Tikhonov regularization method within Bayesian frame

期刊

MEASUREMENT
卷 174, 期 -, 页码 -

出版社

ELSEVIER SCI LTD
DOI: 10.1016/j.measurement.2021.109072

关键词

Coaxial cable; Modified non-negative Tikhonov regularization; method; Signal compensation

资金

  1. [JCKY2016212B034]

向作者/读者索取更多资源

This study introduces a signal compensation method based on Tikhonov regularization and Bayesian inference, which effectively reduces distortion caused by coaxial cables. Experimental results demonstrate that this method outperforms the commonly used inverse filtering method in signal compensation.
As a key medium for signal transmission, coaxial cable is widely used in various fields such as television broadcast, communication and radar system. With the increase of signal frequency, bandwidth and transmission distance, the distortion problem brought by the coaxial cable becomes serious and cannot be ignored. Specifically, the coaxial cable often encounters accidental extrusion, stretching or folding, and becomes deformed during use, which will cause more serious distortion to the transmitted signal. Inspired by the inverse analysis approach, we propose a modified signal compensation method on the basis of the non-negative Tikhonov regularization method with Bayesian inference. The modified method doesn?t have non-negative constraint to the input signal. The modified method is firstly employed for the compensation of double exponential pulse, whose waveform is identical to that of high-altitude nuclear electromagnetic pulse signal, transmitted in a 10-m coaxial cable. The compensated signal is almost the same to the input signal, the relative error (RE) in between the compensated signal and input signal is only 0.6%, which is much smaller than that of output signal and input signal (10.1%). Moreover, the modified method is utilized to compensate other three types of signals, and the compensated signals match well with the input signals. Furthermore, the compensation results for these four types of signals of the modified method are compared with those by using one of the most commonly used deconvolution method, i.e., inverse filtering method, which considers both the amplitude and phase response. The REs vary from 5.0% to 8.4% for the inverse filtering method. In contrast, the maximum RE for the modified method is below 1.1%, demonstrating a significantly improved performance in the signal compensation.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据