A Novel Partial Discharge Localization Method in Substation Based on aWireless UHF Sensor Array

被引:13
|
作者
Li, Zhen [1 ]
Luo, Lingen [1 ]
Zhou, Nan [1 ]
Sheng, Gehao [1 ]
Jiang, Xiuchen [1 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Elect Engn, Shanghai 200240, Peoples R China
基金
中国国家自然科学基金;
关键词
partial discharges; wireless UHF sensors; RSSI fingerprint; localization; compressed sensing; substations; SIGNAL RECOVERY; POWER RATIOS; SEPARATION; EQUIPMENT; LOCATION; SPARSITY;
D O I
10.3390/s17081909
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Effective Partial Discharge (PD) localization can detect the insulation problems of the power equipment in a substation and improve the reliability of power systems. Typical Ultra-High Frequency (UHF) PD localization methods are mainly based on time difference information, which need a high sampling rate system. This paper proposes a novel PD localization method based on a received signal strength indicator (RSSI) fingerprint to quickly locate the power equipment with potential insulation defects. The proposed method consists of two stages. In the offline stage, the RSSI fingerprint data of the detection area is measured by a wireless UHF sensor array and processed by a clustering algorithm to reduce the PD interference and abnormal RSSI values. In the online stage, when PD happens, the RSSI fingerprint of PD is measured via the input of pattern recognition for PD localization. To achieve an accurate localization, the pattern recognition process is divided into two steps: a preliminary localization is implemented by cluster recognition to reduce the localization region, and the compressed sensing algorithm is used for accurate PD localization. A field test in a substation indicates that the mean localization error of the proposed method is 1.25 m, and 89.6% localization errors are less than 3 m.
引用
收藏
页数:18
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