高压放电经验模态分解与变分模态分解的比较研究

C. P. Uzunoğlu
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引用次数: 5

摘要

信号质量是保证电网有效输电的关键问题。在大多数情况下,在电力系统中传输高电压(HV)以减少功率损耗。通过观察高压信号的噪声退化来监测电能质量扰动。功率信号的振荡增加和高频成分表现出非平稳信号特征。本研究对含噪放电信号进行了经验模态分解(EMD)和变分模态分解(VMD)的对比分析。这些技术用于时域自适应信号分解,便于评估所研究信号的更深层次特征。实验室内使用0.4/40 kV和8 kVA变压器获得高压放电,并使用高频电流和高压探头记录所有电流和电压信号波形。结果表明,在信号分解和提取定义低频和高频分量的内禀模态函数(IMFs)方面,EMD和VMD技术的计算方法是不同的。
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A Comparative Study of Empirical and Variational Mode Decomposition on High Voltage Discharges
Signal quality is the key issue for maintaining effective power transmission in electrical networks. In most cases, a high voltage (HV) is transmitted in power systems to decrease power loss. Power quality disturbances are monitored by observing the noise degradation of HV signals. Increased oscillations and high-frequency components of power signals exhibit nonstationary signal characteristics. In this study, a comparative analysis of empirical mode decomposition (EMD) and variational mode decomposition (VMD) was conducted on noisy discharge signals. These techniques were used for adaptive signal decomposition in the time domain, facilitating the evaluation of deeper characteristics of the investigated signal. The HV discharges were obtained using 0.4/40 kV and 8 kVA transformers in a laboratory, and all the current and voltage signal waveforms were recorded using high-frequency current and high-voltage probes. The results demonstrate distinct calculations of EMD and VMD techniques in terms of signal decomposition and extracting intrinsic mode functions (IMFs), which define low- and high-frequency components.
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