FMCW Reflectometry Method for Diagnosis and Prognosis of Cable Insulation Degradation

IF 10.9 2区 计算机科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC IEEE Transactions on Consumer Electronics Pub Date : 2024-08-13 DOI:10.1109/TCE.2024.3442817
Xuan Wang;Zhonghai Wang;Jean P. Vreuls;Bin Zhang
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Abstract

This paper proposes a high-precision FMCW (frequency-modulated continuous wave)-based reflectometry method with a high-fidelity electromagnetic (EM) cable model for cable health monitoring, which aims to estimate cable insulation degradation and predict the remaining useful life (RUL). Since natural cable aging often takes many years, a cable EM model is constructed whose parameter can be changed to simulate the natural aging process of cable insulation. The FMCW incident testing signal is injected into this model with changing parameters, features that indicate the degradation are then extracted from the reflected FMCW signal. The dynamics of the degradation are then developed, based on which a probabilistic particle filtering-based state estimation method is proposed to diagnose cable insulation degradation and predict the RUL. To further verify the proposed method, accelerated thermal aging experiments of cable are conducted, and experimental results on diagnosis and RUL prognosis are presented. The experimental results show that the proposed method can achieve good performance with the help of the high-fidelity EM model.
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用于诊断和预测电缆绝缘老化的 FMCW 反射测量法
提出了一种基于高保真电磁(EM)电缆模型的高精度FMCW(调频连续波)反射法,用于电缆健康监测,旨在估计电缆绝缘退化并预测剩余使用寿命(RUL)。针对电缆自然老化往往需要多年的时间,建立了可改变参数的电缆电磁模型来模拟电缆绝缘的自然老化过程。将变化参数的FMCW事件测试信号注入该模型,然后从反射的FMCW信号中提取表明退化的特征。在此基础上,提出了一种基于概率粒子滤波的状态估计方法,用于电缆绝缘退化诊断和RUL预测。为了进一步验证所提出的方法,进行了电缆加速热老化实验,并给出了诊断和RUL预测的实验结果。实验结果表明,在高保真的电磁模型的帮助下,该方法可以获得良好的性能。
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来源期刊
CiteScore
7.70
自引率
9.30%
发文量
59
审稿时长
3.3 months
期刊介绍: The main focus for the IEEE Transactions on Consumer Electronics is the engineering and research aspects of the theory, design, construction, manufacture or end use of mass market electronics, systems, software and services for consumers.
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