电工技术学报  2020, Vol. 35 Issue (12): 2689-2697    DOI: 10.19595/j.cnki.1000-6753.tces.190680
高电压与绝缘 |
基于接收信号强度功率和最大似然估计的特高频局部放电测向方法
吴凡, 罗林根, 王辉, 盛戈皞, 江秀臣
上海交通大学电气工程系 上海 200240
RSSI-Power-Based Direction of Arrival Estimation Using Maximum Likelihood Estimator and Antenna Array
Wu Fan, Luo Lingen, Wang 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(PD)是变电站电力设备绝缘劣化的主要表征之一。对局部放电的监测与定位是设备绝缘故障预警的重要手段。目前变电站设备局部放电定位主要是基于特高频(UHF)电磁波到达时间差法开展的。此方法需要极高采样率和时间同步精度,装置成本较高。因此,该文提出基于接收信号强度功率(RSSI)和最大似然(ML)估计的特高频局部放电测向(DOA)方法。首先,离线测试得到各特高频无线传感器的接收信号模型;然后,利用传感器阵列接收到的幅值和最大似然估计方法得到初步测向结果;最后,利用插值拟合、聚类分析等方法提高测向精度以得到最终的局部放电源方位角。实验测试结果表明,该方法的平均测向误差小于7°,且成本更低、现场使用更加便捷。
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吴凡
罗林根
王辉
盛戈皞
江秀臣
关键词 变电站局部放电接收信号强度最大似然估计到达角度    
Abstract:Partial discharge is one of the main reasons of electrical equipment insulation deterioration in substations. The detection and localization of partial discharge (PD) using ultra-high frequency (UHF) antennas is an important means for equipment fault warning in substations. UHF PD localization system is usually based on time-difference of electromagnetic wave signal. However, this system requires high sampling rate and time synchronization accuracy, which has high cost. This paper studied the feasibility and accuracy of PD direction of arrival (DoA) using power of UHF received signal strength indicator (RSSI) and maximum likelihood (ML) estimation. First, the UHF antenna power pattern was achieved in the offline experiment. Then, a method using maximum likelihood estimator was proposed to handle PD direction of arrival estimation and obtain the preliminary orientation results. Last, in order to obtain the final results, interpolation and clustering were employed to improve the resolution. In a laboratory test, the experimental results show that the average error of direction of arrival is less than 7°, and the cost is lower and the use is more convenient.
Key wordsSubstation    partial discharge    received signal strength indicator    maximum likelihood estimator    direction of arrival   
收稿日期: 2019-06-04     
PACS: TM835  
通讯作者: 罗林根 男,1982年生,博士,副研究员,研究方向为输变电设备状态评估、复杂电力系统脆弱性分析等。E-mail: llg523@sjtu.edu.cn   
作者简介: 吴 凡 男,1994年生,硕士,研究方向为电力设备状态监测。E-mail: yzwufan@sjtu.edu.cn
引用本文:   
吴凡, 罗林根, 王辉, 盛戈皞, 江秀臣. 基于接收信号强度功率和最大似然估计的特高频局部放电测向方法[J]. 电工技术学报, 2020, 35(12): 2689-2697. Wu Fan, Luo Lingen, Wang Hui, Sheng Gehao, Jiang Xiuchen. RSSI-Power-Based Direction of Arrival Estimation Using Maximum Likelihood Estimator and Antenna Array. Transactions of China Electrotechnical Society, 2020, 35(12): 2689-2697.
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