Voltage Security Assessment with Application of PMUs Using Decision Tree

S. Nandanwar, S. Warkad
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引用次数: 5

Abstract

This paper presents voltage security assessment with application of Phasor measurement unit (PMU) using Decision Tree (DT). An algorithm is developed by CART to identify the most sensitive buses which are most viable and hampered the security of power system. Such buses are ranked in terms of their index called joint bus ranking. PMUs are costly devices and should be placed only on such buses which affect the security most. Therefore only top ranked buses are selected to place the PMUs instead of all buses. On comparisons between PMU placed at all buses with optimally selected PMU buses, classification accuracy is observed more for optimally selected PMU buses. As numbers of PMUs are reduced with higher classification accuracy, reduces the cost of PMU devices in overall system. Implementation of PMUs in system will certainly enhance the reliability of the system equally and would avoid the blackout.
基于决策树的pmu电压安全评估
本文提出了基于决策树的相量测量单元(PMU)的电压安全评估方法。提出了一种基于CART算法的敏感母线识别算法,以识别最可行、最不利于电力系统安全运行的母线。这些巴士是根据他们的指标进行排名的,称为联合巴士排名。pmu是昂贵的设备,应该只放在对安全性影响最大的总线上。因此,只有排名靠前的总线被选择放置pmu,而不是所有的总线。在将放置在所有总线上的PMU与最佳选择的PMU总线进行比较时,在最佳选择的PMU总线上观察到更多的分类准确性。由于减少了PMU的数量,提高了分类精度,降低了PMU设备在整个系统中的成本。在系统中引入pmu,不仅可以提高系统的可靠性,还可以避免停电的发生。
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