An Estimation Method for Soft Fault Reflection Coefficient of Power Cable Based on Sliding-Window TLS-ESPRIT

IF 3.8 2区 工程技术 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC
Zhirong Tang;Kai Zhou;Yefei Xu;Pengfei Meng;Hongzhou Zhang
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引用次数: 0

Abstract

Reflection coefficient is important to evaluate the characteristics of power cable soft faults. Thus, a reflection coefficient estimation method based on sliding-window total least squares (TLS) estimation of signal parameters via rotational invariance techniques (ESPRIT) is proposed. The idea of this method is to transform random signals of cable transfer function (CTF) into array signals with deterministic auto-correlation function, then precisely locate and evaluate soft faults by using TLS-ESPRIT estimation of CTF parameters. First, the two intrinsic mode functions (IMF) signals, which are the reflected waves of the test terminal and the cable body, are separated from the CTF by variational mode decomposition (VMD). Then, the IMFs were intercepted into continuous subintervals, and the frequency and attenuation factor contained in each subinterval were estimated by ESPRIT, and the amplitude and phase were estimated by TLS. Next, the reflection coefficient is calculated by decoupling the amplitude and phase. Finally, in the simulation, the amplitude relative error and phase relative error of the soft fault reflection coefficient estimated by the proposed method are less than 6% and 5%, respectively. And the feasibility of the proposed method is verified by field cases.
基于滑动窗口 TLS-ESPRIT 的电力电缆软故障反射系数估算方法
反射系数对于评估电力电缆软故障的特征非常重要。因此,提出了一种基于滑动窗全最小二乘(TLS)估计信号参数的旋转不变性技术(ESPRIT)反射系数估计方法。该方法的理念是将电缆传递函数(CTF)的随机信号转换为具有确定性自相关函数的阵列信号,然后通过 TLS-ESPRIT 估算 CTF 参数来精确定位和评估软故障。首先,通过变异模态分解(VMD)从 CTF 中分离出两个本征模态函数(IMF)信号,即测试终端和电缆本体的反射波。然后,将 IMF 截取成连续的子区间,用 ESPRIT 估算每个子区间所包含的频率和衰减系数,用 TLS 估算振幅和相位。然后,通过解耦振幅和相位来计算反射系数。最后,在仿真中,用提出的方法估算的软故障反射系数的振幅相对误差和相位相对误差分别小于 6% 和 5%。并通过现场案例验证了所提方法的可行性。
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来源期刊
IEEE Transactions on Power Delivery
IEEE Transactions on Power Delivery 工程技术-工程:电子与电气
CiteScore
9.00
自引率
13.60%
发文量
513
审稿时长
6 months
期刊介绍: The scope of the Society embraces planning, research, development, design, application, construction, installation and operation of apparatus, equipment, structures, materials and systems for the safe, reliable and economic generation, transmission, distribution, conversion, measurement and control of electric energy. It includes the developing of engineering standards, the providing of information and instruction to the public and to legislators, as well as technical scientific, literary, educational and other activities that contribute to the electric power discipline or utilize the techniques or products within this discipline.
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