电工技术学报  2019, Vol. 34 Issue (15): 3285-3292    DOI: 10.19595/j.cnki.1000-6753.tces.180859
电压与绝缘 |
基于最大似然估计的变电站特高频局部放电定向方法
周南, 罗林根, 宋辉, 盛戈皞, 江秀臣
上海交通大学电气工程系 上海 200240
A Substation UHF Partial DischargeDirectional of Arrival Estimation MethodBased on Maximum Likelihood Estimation
ZhouNan, LuoLingen, Song Hui, Sheng Gehao, Jiang Xiuchen
Department of Electrical Engineering Shanghai Jiao Tong University Shanghai 200240 China
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摘要 局部放电是电力设备绝缘劣化的早期征兆,其准确检测对电力设备安全稳定运行有重要意义。现有研究侧重于对局部放电脉冲波形进行分析与处理,来解决变电站现场局部放电信号信噪比低、易受干扰的问题,从而提高定向准确度。该文将局部放电定向问题转换为统计分析问题,利用概率统计中的最大似然估计法实现了低信噪比环境下的特高频局部放电准确定向。仿真分析计算及变电站电气试验结果证明,该方法能提高局部放电定向精度,特别是在干扰较多、信噪比较低的变电站环境下(信噪比约5 dB),定向精度高于传统多信号分类(MUSIC)算法约20%。该文为利用概率统计方法解决局部放电定向问题提供了新思路。
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周南
罗林根
宋辉
盛戈皞
江秀臣
关键词 局部放电特高频概率密度最大似然估计定向    
Abstract:Partial discharge (PD) is one of the causes of insulation degradation in electrical equipment. Accurate detection of partial discharge is of great significance to the safety and stability of electrical equipment. The existing research focuses on the analysis and processing of the partial discharge pulse waveform, trying to solve the problem of low signal to noise ratio(SNR) and susceptibility to interference, thereby improving the directional of arrival (DOA) estimation accuracy. In this paper, the problem of PD detection is transferred into a statistical analysis problem. The maximum likelihood estimation method is utilized to solve the problem of ultra-high frequency PD DOA estimation. Simulation analysis and field electrical experiment results showed that the method can improve the accuracy of DOA estimation, especially in substation environment where SNR=5dB. The estimation accuracy of the proposed method increased 20% compared to the traditional MUSIC algorithm. This paper provides a new perspective for solving the PD detection problem by using probability statistics method.
Key wordsPartial discharge    ultra-high frequency    probability density    maximum likelihood estimation    direction of arrivalestimation   
收稿日期: 2018-05-16      出版日期: 2019-08-13
PACS: TM85  
基金资助:国家重点研发计划(2017YFB0902705)和2016年国网公司科技项目(基于特高频无线传感技术的变电站局放在线监测和定位关键技术研究)资助
通讯作者: 罗林根,男,1982年生,博士,研究方向为智能电网、电力系统状态监测等。E-mail:llg523@sjtu.edu.cn   
作者简介: 周南男,1993年生,博士研究生,研究方向为电力设备状态监测等。E-mail:zhounan@sjtu.edu.cn
引用本文:   
周南, 罗林根, 宋辉, 盛戈皞, 江秀臣. 基于最大似然估计的变电站特高频局部放电定向方法[J]. 电工技术学报, 2019, 34(15): 3285-3292. ZhouNan, LuoLingen, Song Hui, Sheng Gehao, Jiang Xiuchen. A Substation UHF Partial DischargeDirectional of Arrival Estimation MethodBased on Maximum Likelihood Estimation. Transactions of China Electrotechnical Society, 2019, 34(15): 3285-3292.
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