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Real-Time Implementation and Evaluation of a Support Vector Machine Based Fault Detector and Classifier for Distribution Grids

机译:基于支持向量机的配电网故障检测器和分类器的实时实现与评估

摘要

Bridging the gap between theoretical modeling and practical implementation is essential in fault detection, classification, and location methods for modern distribution grids. Currently distribution grids are characterized by dispersed infeed and distributed power generation that render conventional protection settings more challenging, and, hence, new methods must be investigated to resolve these issues. In this paper, a novel framework capable of detecting and classifying faults in power distribution grids is presented. The proposed algorithm formulates a unique fault classification technique based on measurement samples of three-phase voltage and currents after the occurrence of a fault event in power distribution grid. Thereby, negative sequence components of three-phase voltage and current quantities are used for online fault detection that triggers a fault classification method based on a support vector machine. In order to simulate fault scenarios, a model of a reference distribution grid incorporating distributed generation is developed, simulated, and analyzed under fault conditions. For the final evaluation, the designed protection scheme is implemented on a Programmable Logic Controller connected to the model running on a real-time simulator hardware that provides voltage and current measurements. Thus experimental results are provided to demonstrate and prove the contribution of the algorithm in its ability to correctly identify and classify faults in modern distribution grids.
机译:在现代配电网的故障检测,分类和定位方法中,弥合理论模型与实际实现之间的差距至关重要。当前,配电网的特征在于分散的馈电和分布式发电,这使得常规保护设置更具挑战性,因此,必须研究新方法来解决这些问题。本文提出了一种能够对配电网中的故障进行检测和分类的新颖框架。该算法基于配电网中发生故障事件后的三相电压和电流的测量样本,制定了一种独特的故障分类技术。因此,三相电压和电流量的负序分量用于在线故障检测,该故障触发基于支持向量机的故障分类方法。为了模拟故障场景,在故障条件下开发,模拟和分析了包含分布式发电的参考配电网模型。为了进行最终评估,设计的保护方案是在与运行在提供电压和电流测量值的实时仿真器硬件上运行的模型相连的可编程逻辑控制器上实施的。因此,提供了实验结果,以证明并证明该算法在正确识别和分类现代配电网中的故障的能力方面的贡献。

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