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A Decision-Tree-Based Method for Fault Classification in Single-Circuit Transmission Lines

机译:基于决策树的单回线故障分类方法

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摘要

In this paper, a novel method for fault classification in single-circuit transmission lines is presented. The proposed method needs voltages and currents of only one side of the protected line. After detecting the exact time of fault inception, the fault type is recognized by means of a decision-tree algorithm (DT) which is formerly trained by applying the odd harmonics of the measured signals, up to the 19th. Simulation results have shown that the proposed method can classify the faults in less than a quarter of a cycle with highest possible accuracy.
机译:本文提出了一种用于单回输电线路故障分类的新方法。所提出的方法仅需要保护线路一侧的电压和电流。在检测到故障产生的确切时间之后,通过决策树算法(DT)识别故障类型,该算法以前是通过应用测量信号的奇次谐波进行训练的,直到第19次。仿真结果表明,所提出的方法可以在不到四分之一的周期内对故障进行分类,且精度最高。

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