Agglomerative Hierarchical Clustering Methodology to Restore Power System considering Reactive Power Balance and Stability Factor Analysis

IF 1.9 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC
Srijan Khadka, Abhishek Wagle, Bibek Dhakal, Rupesh Gautam, Tajana Nepal, Ashish Shrestha, Francisco Gonzalez-Longatt
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引用次数: 0

Abstract

Despite there are significant advancements in modern power systems, blackouts remain a potential risk, necessitating efficient restoration strategies. This paper introduces an innovative concept for power system restoration, focusing on balancing active and reactive power while ensuring voltage stability. For instance, this paper employs an agglomerative clustering technique, which partitions the power system into segments with balanced reactive power, facilitating swift restoration postblackout. Central to this methodology is the use of the line stability factor, which assesses the voltage stability of individual lines, identifying the system’s stronger and weaker sections based on voltage stability levels. This paper demonstrates the effectiveness of the proposed methodology through case study analysis, comparing voltage stability levels across agglomerative clusters and their geographical locations. The power system is divided into two stable partitions, considering the number of black-start generators, available reactive power, and voltage stability levels. This partitioning reveals that the clusters formed by the agglomerative method are inherently stable, suggesting enhanced system stability, dependability, and availability during the restoration phase following a blackout. In addition, this paper discusses the potential causes of blackouts, offering insights into their prevention, and finishes with a novel clustering methodology for power systems, considering reactive power and voltage stability. This method facilitates the parallel restoration of the system’s independent partitions, significantly reducing restoration time; it addresses critical challenges and outcomes, underscoring the methodology’s potential to revolutionize blackout recovery processes in modern power systems.

考虑无功功率平衡和稳定因素分析的聚合分层聚类法恢复电力系统
尽管现代电力系统取得了巨大进步,但停电仍是一个潜在风险,因此需要高效的恢复策略。本文介绍了一种创新的电力系统恢复概念,重点是平衡有功功率和无功功率,同时确保电压稳定。例如,本文采用了聚集聚类技术,将电力系统划分为具有平衡无功功率的区段,从而促进停电后的快速恢复。该方法的核心是使用线路稳定系数,它可以评估单条线路的电压稳定性,根据电压稳定性水平确定系统的强弱区段。本文通过案例研究分析,比较了不同集群及其地理位置的电压稳定性水平,从而证明了所提方法的有效性。考虑到黑启动发电机的数量、可用无功功率和电压稳定水平,电力系统被分为两个稳定分区。这种划分方法表明,聚类方法形成的聚类具有内在稳定性,这表明在停电后的恢复阶段,系统的稳定性、可靠性和可用性得到了提高。此外,本文还讨论了停电的潜在原因,提出了预防停电的见解,最后提出了一种考虑到无功功率和电压稳定性的新型电力系统聚类方法。这种方法有利于并行恢复系统的独立分区,大大缩短了恢复时间;它解决了关键的挑战和成果,强调了该方法彻底改变现代电力系统停电恢复过程的潜力。
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来源期刊
International Transactions on Electrical Energy Systems
International Transactions on Electrical Energy Systems ENGINEERING, ELECTRICAL & ELECTRONIC-
CiteScore
6.70
自引率
8.70%
发文量
342
期刊介绍: International Transactions on Electrical Energy Systems publishes original research results on key advances in the generation, transmission, and distribution of electrical energy systems. Of particular interest are submissions concerning the modeling, analysis, optimization and control of advanced electric power systems. Manuscripts on topics of economics, finance, policies, insulation materials, low-voltage power electronics, plasmas, and magnetics will generally not be considered for review.
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