引用本文: | 曾 哲,邓 丰,张 振,等.基于VMD-WVD的故障行波全波形时-频分析方法[J].电力系统保护与控制,2022,50(7):49-57.[点击复制] |
ZENG Zhe,DENG Feng,ZHANG Zhen,et al.Time-frequency analysis of a traveling wave based on VMD and WVD[J].Power System Protection and Control,2022,50(7):49-57[点击复制] |
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摘要: |
受高阻接地故障、过零点故障和高频噪声等因素的影响,行波波头检测困难,导致行波保护和故障定位方法可靠性不高。由于故障行波具有全时频特性,检测一定时间窗内时频域行波波形将包含全景故障信息,从而实现故障特征可观测。融合故障行波时频域信息,提出了基于全波形信息的故障行波表现形式。在此基础上,提出了一种基于变分模态分解(VMD)和Wigner-Ville分布(WVD)的行波时频分析方法。对故障行波进行VMD分解,得到多个单一成分的固有模态分量。利用Wigner-Ville分布分解各固有模态分量,将分解结果线性叠加即可得到行波时频域波形,即行波全波形。利用该方法对模拟和实测行波信号进行分析,结果表明:该方法具有良好的噪声抑制作用,同时具有较高的时频分辨率和聚集性,实现了行波全波形的真实、准确提取。应用于1:1真型配电网实验平台中,可实现准确故障定位,且不受高阻接地故障、过零点故障、噪声干扰和采样率等因素的影响,有望大大提高行波保护和故障定位方法的可靠性。 |
关键词: 行波全波形 变分模态分解 Wigner-Ville分布 时频联合分析 |
DOI:DOI: 10.19783/j.cnki.pspc.211020 |
投稿时间:2021-08-03修订日期:2021-10-20 |
基金项目:国家自然科学基金项目资助(52077008);2021年大学生创新创业训练项目(S2021105360028) |
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Time-frequency analysis of a traveling wave based on VMD and WVD |
ZENG Zhe,DENG Feng,ZHANG Zhen,ZENG Xiangjun,HUANG Yifei,FENG Sixu,FENG Jie |
(College of Electrical and Information Engineering, Changsha University of Science & Technology,
Changsha 410114, China) |
Abstract: |
It is a challenge to accurately extract a traveling wavefront because of the high resistance grounding fault, zero-crossing fault and high frequency noise, resulting in low reliability of traveling wave-based protection and the fault location method. Since the traveling wave has full time-frequency characteristics, the real-time detection of traveling wave in the time-frequency domain will contain panoramic fault information, which can realize the observability of the fault characteristics. Fusing the traveling wave in the time-frequency domain, a new traveling wave representation in 3D subspace, called full waveform, is proposed. A novel time-frequency analysis method based on variational mode decomposition (VMD) and Wigner-Ville distribution (WVD) is presented. The traveling wave signals are decomposed by VMD, and the mode components are extracted. Wigner-Ville distributions of mode components are computed and the Wigner-Ville of each component signal is added linearly to reconstruct the Wigner-Ville of the original signal. The proposed method is applied to analyze the simulated and practical measured traveling wave signals. The results show that the proposed method can guarantee good noise suppression of the VMD, and the high time-frequency resolution and energy aggregation of the Wigner-Ville distribution. The proposed method produces a true and accurate extraction of the full waveform. Applied to a 1:1 real model experimental platform, it can realize accurate fault location in a way that is not affected by high resistance grounding fault, zero-crossing fault, noise interference and sampling rate. It is expected to greatly improve the reliability of the traveling-wave-based protection and fault location method.
This work is supported by the National Natural Science Foundation of China (No. 52077008). |
Key words: traveling wave full-waveform variational mode decomposition (VMD) Wigner-Ville distribution (WVD) time-frequency analysis |