Prognostication of Failures Using Signal-to-Noise Ratio to Determine Partial Discharges Activities in Power Transformers

被引:3
作者
Aslam, Muhammad [1 ]
Rehan, Muhammad Saad [1 ]
Albogamy, Fahad R. [2 ]
Murawwat, Sadia [3 ]
Basit, Abdul [1 ]
Hafeez, Ghulam [4 ]
机构
[1] Univ Engn & Technol, US Pakistan Ctr Adv Studies Energy USPCAS E, Peshawar 25000, Pakistan
[2] Taif Univ, Turabah Univ Coll, Comp Sci Program, Taif 21944, Saudi Arabia
[3] Lahore Coll Women Univ, Dept Elect Engn, Lahore 54000, Pakistan
[4] Univ Engn & Technol Mardan, Dept Elect Engn, Mardan 23200, Pakistan
关键词
Power transformer insulation; Partial discharges; Windings; Sensors; Coils; Oil insulation; Signal to noise ratio; Power transformers; Real-time systems; Fault detection; Incipient faults; partial discharges; signal-to-noise ratio; transformer health;
D O I
10.1109/ACCESS.2022.3199873
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The increase in number of power transformer necessitates increased awareness among power system engineers to monitor transformer health in order to avoid complete failures that may results in prolonged outages. The utilities, nowadays, are exploring different ways of detecting these faults in an early stage. This paper aims to present a real-time monitoring technique for a three-phase transformer using data analytics. Accordingly, the use of signal to noise ratio (SNR) for fault detection in power transformers has been described. This technique determines the partial discharge with the help of sensors needed for unique identification of failed transformers in different test systems. The SNR for different transformer coils installed in field conditions has been compared and discussed in detail. The technique is expected to enable power transformer operators for detection of incipient faults and thus can avoid catastrophic failures and the resultant losses.
引用
收藏
页码:87500 / 87507
页数:8
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