Smart Grid Monitoring Using Power Line Modems: Anomaly Detection and Localization

被引:49
作者
Passerini, Federico [1 ]
Tonello, Andrea M. [1 ]
机构
[1] Univ Klagenfurt, Embedded Commun Syst Grp, A-9020 Klagenfurt, Austria
关键词
Smart grid; network monitoring; power line modems; fault detection; cable aging; CHANNEL ESTIMATION; FAULT LOCATION;
D O I
10.1109/TSG.2019.2899264
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The main subject of this paper is the sensing of network anomalies that span from harmless impedance changes at some network termination to more or less pronounced electrical faults, considering also cable degradation over time. In this paper, we present how to harvest information about such anomalies in distribution grids using high frequency signals spanning from few kHz to several MHz. Given the wide bandwidth considered, we rely on power line modems as network sensors. We first discuss the front-end architectures needed to perform the measurement and then introduce two algorithms to detect, classify, and locate the different kinds of network anomalies listed above. Simulation results are finally presented. They validate the concept of sensing in smart grids using power line modems and show the efficiency of the proposed algorithms.
引用
收藏
页码:6178 / 6186
页数:9
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