Quickest Detection of Series Arc Faults on DC Microgrids

被引:4
|
作者
Gajula, Kaushik [1 ]
Le, Vu [1 ]
Yao, Xiu [1 ]
Zou, Shaofeng [1 ]
Herrera, Luis [1 ]
机构
[1] Univ Buffalo, Dept Elect Engn, Buffalo, NY 14260 USA
基金
美国国家科学基金会;
关键词
DC microgrid; Series arc fault detection and localization; Quickest change detection; CUSUM; Kron reduction;
D O I
10.1109/ECCE47101.2021.9595315
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
In this paper we explore the problem of series arc fault detection and localization on dc microgrids. Through a statistical model of the microgrid obtained by nodal equation, the injection currents are modeled as a random vector whose distribution depends on the nodal voltages and the admittance matrix. A series arc fault causes a change in the admittance matrix, which further leads to a change in the data generating distribution of injection currents. The goal is to detect and localize faults on different lines in a timely fashion subject to false alarm constraints. The model is formulated as a quickest change detection problem, and the classical Cumulative Sum algorithm (CUSUM) is employed. The proposed framework is tested on a dc microgrid with active (constant power) loads. Furthermore, a case considering fault detection in the presence of an internal node is presented. Finally, we present an experimental result on a four node dc microgrid to verify the practical application of our approach.
引用
收藏
页码:796 / 801
页数:6
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