Improvement of power swing detection performance of a distance relay by using k-NN algorithm

Ibrahim Gursu Tekdemir, B. Alboyaci
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引用次数: 1

Abstract

In this paper, power swing detection is studied in terms of blocking distance relay responses which lead to wrong breaker operation. A new power swing detection method based on k-NN algorithm is proposed which uses areas of triangles constituted by phase angles of instantaneous power phasors calculated by Discrete Fourier Transform (DFT). Triangles corresponding to harmonic components from 1st to 9th are processed for generating the learning database. The performance of the method is compared with four conventional power swing detection methods on a test system in 30 cases for only symmetrical faults. The results show that the proposed method has better performance than the four conventional methods in total for the cases created in this work.
用k-NN算法改进距离继电器功率摆动检测性能
本文从继电保护的闭合距离响应角度研究了导致断路器误动作的功率摆动检测。提出了一种基于k-NN算法的功率摆动检测方法,该方法利用离散傅立叶变换(DFT)计算瞬时功率相角构成的三角形面积。对1 ~ 9号谐波分量对应的三角形进行处理,生成学习数据库。在30例仅对称故障的测试系统上,将该方法与4种传统功率摆振检测方法的性能进行了比较。结果表明,对于本文创建的案例,所提出的方法总体上优于四种传统方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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