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Time domain single-phase reclosure scheme for transmission lines based on dual-Gaussian mixture models

机译:基于双高斯混合模型的输电线路时域单相重合方案

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摘要

The basic principle of new adaptive reclosures are to first identify whether a fault is transient or permanent and consequently to determine the reclosing moment. In this paper a novel method to enhance self-adaptive single phase autoreclosure of transmission lines is presented. Using Gaussian Mixture Models (GMM) the redundancy of setting the threshold is omitted. The proposed algorithm could prevent closing command in permanent faults and adapt dead time in temporary events. The method is derived by processing line terminal voltage around the period of dead time. The proposed scheme uses two sampled windows from the inception of the fault and two groups of GMM. Simulations performed in EMTP/ATP environment advocate the validity of the proposed algorithm convergence speed as well as fast and accurate protection scheme for reclosing relaying. The design of GMM is easy and the relative factors of the structure elements can be regulated due to the desirable effects. Since the discrimination method is done with stochastic characteristics of signals in time domain without application of any deterministic index, more reliable and accurate classification is achieved.
机译:新型自适应重合闸的基本原理是:首先确定故障是瞬时故障还是永久故障,然后确定重合闸力矩。本文提出了一种增强传输线自适应单相自动重合闸的新方法。使用高斯混合模型(GMM),可以省去设置阈值的冗余。所提出的算法可以防止在永久故障中关闭命令,并在临时事件中适应停滞时间。该方法是通过在停滞时间周期附近处理线路端子电压而得出的。提出的方案从故障开始使用了两个采样窗口,并使用了两组GMM。在EMTP / ATP环境中进行的仿真证明了所提出算法收敛速度的有效性以及用于重合闸中继的快速准确的保护方案。 GMM的设计很容易,并且由于期望的效果,可以调节结构元素的相对因子。由于判别方法是在不使用任何确定性指标的情况下利用时域信号的随机特性完成的,因此可以实现更可靠,更准确的分类。

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