电气技术  2022, Vol. 23 Issue (2): 67-72    DOI:
电气设备检修与故障诊断 |
基于自适应集合经验模态分解算法的局部放电信号降噪研究
孙聪1,2, 鞠鹏飞1,3, 李大华1,2, 李栋1,2
1.天津理工大学电气电子工程学院,天津 300384;
2.天津理工大学机械工程学院 天津市先进机电系统设计与智能控制实验室,天津 300384;
3.天津理工大学机电工程国家级实验教学示范中心,天津 300384
Research on noise reduction of local discharge signal based on adaptive ensemble empirical mode decomposition algorithm
SUN Cong1,2, JU Pengfei1,3, LI Dahua1,2, LI Dong1,2
1. School of Electrical and Electronic Engineering, Tianjin University of Technology, Tianjin 300384;
2. Tianjin Advanced Mechatronic System Design and Intelligent Control Laboratory, School of Mechanical Engineering, Tianjin University of Technology, Tianjin 300384;
3. National Experimental Teaching Demonstration Center of Mechanical and Electrical Engineering, Tianjin University of Technology, Tianjin 300384
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摘要 高压开关柜被广泛应用在电网体系中,保障其运行安全稳定尤为重要。本文针对目前在分析高压开关柜局部放电过程中存在窄带干扰及其他噪声干扰等问题,提出一种新的降噪算法——自适应集合经验模态分解(AEEMD),其核心思想为在原始信号中加入白噪声后只分解一阶模式,然后将噪声不断加到剩余信号中进行循环处理。该方法简化了去噪过程,并减少了模态混叠现象。试验结果表明,通过该方法所得到的信号波形与实测原始信号波形基本一致,同时与另外两种算法对比体现出其优越性。
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孙聪
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关键词 局部放电信号降噪窄带干扰算法对比    
Abstract:High voltage switchgear is widely used in power system, so it is very important to ensure its safe and stable operation. Aiming at the problems of narrow-band interference and other noise interference in the analysis of partial discharge of high-voltage switchgear, a new noise reduction algorithm called adaptive ensemble empirical mode decomposition (AEEMD) is proposed in this paper. The core idea of the proposed algorithm is to decompose only the first-order mode after adding white noise to the original signal, and then add noise to the remaining signal for cyclic processing. The denoising process is simplified and modal aliasing is reduced. Experimental results show that the signal waveform obtained by this method is basically consistent with the measured original signal waveform, and it is superior to the other two algorithms.
Key wordspartial discharge    signal denoising    narrowband interference    algorithm contrast   
收稿日期: 2021-09-09     
作者简介: 孙 聪(1996—),男,硕士研究生,研究方向为高压开关柜局部放电检测系统的研究。
引用本文:   
孙聪, 鞠鹏飞, 李大华, 李栋. 基于自适应集合经验模态分解算法的局部放电信号降噪研究[J]. 电气技术, 2022, 23(2): 67-72. SUN Cong, JU Pengfei, LI Dahua, LI Dong. Research on noise reduction of local discharge signal based on adaptive ensemble empirical mode decomposition algorithm. Electrical Engineering, 2022, 23(2): 67-72.
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