主动配电网优化规划中多源和柔性负荷的聚类方法评估

Guobin He, Rui Su, Yuanping Huang, Jinxing Yang, Qing Li, Shengtao Li, Shengkai Duan, Depeng Huang
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引用次数: 0

摘要

随着可再生能源发电和电动汽车接入有功配电网的快速增长,有功配电网的负荷波动和稳定性受到了影响。为了优化AND的配置并获得合理的最优结果,需要对负载进行集群化。此外,利用聚类分析方法可以获得ADN的详细运行信息。本文分析了聚类方法的重要性。此外,对ADN中常用的经典聚类方法和混合聚类方法进行了总结,并对聚类结果的聚类形状、数据集间界限和聚类精度等评价指标进行了总结。最后,对ADN中聚类分析技术的发展前景进行了展望,并对进一步的聚类技术提出了建议。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Clustering Methodology Assessment of Multiple Sources and Flexible Loads for Optimal Planning of Active Distribution Network
With the rapid increase of renewable generation and electric vehicles (EVs) access to the active distribution network (ADN), the load fluctuation and stability of ADN have been affected. To optimize the configuration of AND and get a reasonable optimal result, it is necessary to cluster load. Furthermore, the detailed operation information of ADN can be obtained by using the cluster analysis method. In this paper, the importance of the clustering method has been analyzed. Additional, classical clustering methods and hybrid clustering methods commonly used in ADN are summarized, and the evaluation indexes including cluster shape, bounds between data sets, and clustering accuracy of clustering results are summarized. Finally, the development prospect of clustering analysis technology in ADN and comments for further clustering technology has been proposed.
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