Optimal configuration of dynamic VAR compensators considering uncertainty and correlation

IF 3.5 3区 工程技术 Q3 ENERGY & FUELS
Xiaoming Mao, Zijing Qiu, Shengbo Chen
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引用次数: 0

Abstract

The transient voltage stability of modern power systems is challenged by the increasing uncertainty on source-load dual sides. To cope with it, a robust optimal configuration method for dynamic VAR compensators (DVCs) is proposed. First, a series of power-flow scenarios are generated with uncertainty and correlation considered, where nonparametric kernel density estimation is used to predict the marginal distribution of wind speeds and combined Copula function is employed to characterize correlations between nearby wind farms. Then, the variation-of-information indicator is introduced to assess the similarity among power-flow (PF) scenarios, and representative PF (RPF) scenarios are screened with the help of Spectral clustering algorithm. Finally, locating and sizing of DVCs for RPF scenarios are achieved. By synthesizing the compensation schemes for RPF scenarios, the robust configuration scheme is suggested. Simulation studies in the modified New England 10-machine 39-bus system show the proposed method can ensure transient voltage security of the studied power system under source-load uncertainty.

考虑不确定性和相关性的动态 VAR 补偿器的优化配置
现代电力系统的暂态电压稳定性面临着源载双侧不确定性不断增加的挑战。为应对这一挑战,本文提出了一种动态 VAR 补偿器 (DVC) 的稳健优化配置方法。首先,在考虑不确定性和相关性的情况下生成一系列功率流场景,使用非参数核密度估计来预测风速的边际分布,并使用组合 Copula 函数来描述附近风电场之间的相关性。然后,引入信息变异指标来评估功率流(PF)方案之间的相似性,并借助光谱聚类算法筛选出具有代表性的功率流(RPF)方案。最后,实现了 RPF 情景下 DVC 的定位和大小确定。通过综合 RPF 场景的补偿方案,提出了稳健的配置方案。在修改后的新英格兰 10 机 39 总线系统中进行的仿真研究表明,所提出的方法可以确保所研究的电力系统在源-负载不确定情况下的暂态电压安全。
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来源期刊
Energy Science & Engineering
Energy Science & Engineering Engineering-Safety, Risk, Reliability and Quality
CiteScore
6.80
自引率
7.90%
发文量
298
审稿时长
11 weeks
期刊介绍: Energy Science & Engineering is a peer reviewed, open access journal dedicated to fundamental and applied research on energy and supply and use. Published as a co-operative venture of Wiley and SCI (Society of Chemical Industry), the journal offers authors a fast route to publication and the ability to share their research with the widest possible audience of scientists, professionals and other interested people across the globe. Securing an affordable and low carbon energy supply is a critical challenge of the 21st century and the solutions will require collaboration between scientists and engineers worldwide. This new journal aims to facilitate collaboration and spark innovation in energy research and development. Due to the importance of this topic to society and economic development the journal will give priority to quality research papers that are accessible to a broad readership and discuss sustainable, state-of-the art approaches to shaping the future of energy. This multidisciplinary journal will appeal to all researchers and professionals working in any area of energy in academia, industry or government, including scientists, engineers, consultants, policy-makers, government officials, economists and corporate organisations.
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