Stochastic Operation of Multi-Terminal Soft Open Points in Distribution Networks With Distributionally Robust Chance-Constrained Optimization

IF 8.6 1区 工程技术 Q1 ENERGY & FUELS
Changhee Han;Ramesh R. Rao;Seokheon Cho
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引用次数: 0

Abstract

To achieve flexible operation of modern distribution networks with increasing renewable energy sources (RESs), this study proposes a stochastic operation method for a novel energy management platform that combines energy storage with a power flow controller, which is presented as a multi-terminal soft open point (MT-SOP). A Wasserstein metric-based distributionally robust chance-constrained optimization for the operation of the MT-SOP is proposed under the assumption that there is no prior knowledge about the distribution of forecast errors for both the load and RES outputs. The proposed method stochastically relaxes the reliability constraints on the bus voltage and branch power flow to maximize the cost-benefit of the distribution system operator (DSO). The proposed problem was reformulated into a tractable convex program using the concept of conditional value-at-risk. Based on case studies using modified IEEE-33 systems, the trade-offs between operational risks and cost–benefits were analyzed using parameters on the risk level and radius of the ambiguity set. Through numerical comparisons of the simulation results, we show that the DSO can achieve economic efficiency for imported electricity by relaxing conservativeness in distribution network reliability.
配电网络中多终端软开路点的随机运行与分布稳健的偶然性约束优化
为了实现可再生能源不断增加的现代配电网的灵活运行,本研究提出了一种将储能与潮流控制器相结合的新型能量管理平台的随机运行方法,该平台以多终端软开点(MT-SOP)的形式呈现。在负荷和RES输出预测误差分布不存在先验知识的前提下,提出了一种基于Wasserstein度量的MT-SOP运行分布鲁棒机会约束优化方法。该方法通过随机放宽对母线电压和支路潮流的可靠性约束,使配电系统运营商的成本效益最大化。利用条件风险值的概念,将该问题重新表述为一个可处理的凸规划。基于使用改进的IEEE-33系统的案例研究,使用风险水平和模糊集半径参数分析了操作风险和成本效益之间的权衡。通过对仿真结果的数值比较,表明分布式存储系统可以通过放宽配电网可靠性的保守性来达到进口电力的经济效益。
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来源期刊
IEEE Transactions on Sustainable Energy
IEEE Transactions on Sustainable Energy ENERGY & FUELS-ENGINEERING, ELECTRICAL & ELECTRONIC
CiteScore
21.40
自引率
5.70%
发文量
215
审稿时长
5 months
期刊介绍: The IEEE Transactions on Sustainable Energy serves as a pivotal platform for sharing groundbreaking research findings on sustainable energy systems, with a focus on their seamless integration into power transmission and/or distribution grids. The journal showcases original research spanning the design, implementation, grid-integration, and control of sustainable energy technologies and systems. Additionally, the Transactions warmly welcomes manuscripts addressing the design, implementation, and evaluation of power systems influenced by sustainable energy systems and devices.
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