k均值聚类在配电网设计中的应用

Shilpa Bansal
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引用次数: 0

摘要

安装独立的配电网,利用太阳能电站集中发电,是满足能源紧缺的农村地区电力需求的一种趋势解决方案。本文提出了将k -均值聚类方法应用于配电网设计,将住宅划分为适当数量的簇,所有簇的质心都连接到太阳能电站的中心位置。采用肘部法、CH指数法和平均轮廓法三种方法选择聚类总数。本文可以为配电网的规划和设计提供有用的工具,同时优化配电网的损耗和安装成本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Application of K-Means Clustering for Designing Power Distribution Network
Installation of independent power distribution network with central generation using solar power plant is a trending solution to meet the demands of electricity of energy starved rural areas. In this paper, application of K-means clustering is proposed for designing power distribution network which segregates the houses in suitable number of clusters and all the clusters centroids are connected to the central location of solar power plant. Total number of clusters is selected by application of three methods like Elbow method, CH index method and Average Silhouette method. This paper can act as a useful tool for planning and designing the distribution network while optimizing the distribution losses and installation cost of the network.
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