Resiliency-constrained placement and sizing of virtual power plants in the distribution network considering extreme weather events

IF 1.6 4区 工程技术 Q3 ENGINEERING, ELECTRICAL & ELECTRONIC Electrical Engineering Pub Date : 2024-07-26 DOI:10.1007/s00202-024-02583-6
Mahmoud Zadehbagheri, Mohammad Dehghan, Mohammadjavad Kiani, Sasan Pirouzi
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Abstract

The placement and scale of virtual power plants (VPPs) in distribution networks are the only topics covered in this article that pertain to the resilience of the grid to severe weather. This problem is framed as a two-objective optimization, where the expected energy that the network would not deliver in the case of an earthquake or flood (expected energy not-supplied), and the annual planning cost of the VPP, are the two objective functions to be minimized. Noted that the expected energy not-supplied in the earthquake or flood condition is considered as the resiliency index. The constraints include the formula for VPP planning, limitations on network operation and resilience, and equations for AC power flow. Uncertainties about demand, renewable power, energy prices, and the supply of network hardware and VPP components are all taken into account in stochastic programming. The proposed technique achieves a single-objective formulation in the subsequent stage by the use of a Pareto optimization strategy based on the ε-constraint method. This article uses a solver based on a hybrid of Crow search algorithm (CSA) and sine cosine algorithm (SCA) to achieve the trustworthy optimal solution with lowest dispersion in the final response. In order to tackle the problem, the proposed system looks at how the VPP affects network resilience, scales it, and combines it with the hybrid evolutionary algorithm. In the end, with the implementation of the proposed design on the distribution network of 69 buses, the obtained numerical results confirm the ability of optimal placement and dimensions of VPPs in improving the economic status, utilization and resilience of the distribution network.

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考虑到极端天气事件,配电网中虚拟发电厂的弹性约束布局和规模确定
配电网中虚拟发电厂(VPP)的位置和规模是本文中唯一涉及电网应对恶劣天气能力的主题。该问题的框架为双目标优化,其中,在地震或洪水情况下电网无法提供的预期能量(预期无法提供的能量)和虚拟发电站的年度规划成本是需要最小化的两个目标函数。注意到地震或洪水条件下预期无法供应的能源被视为弹性指数。约束条件包括 VPP 规划公式、网络运行和恢复能力限制以及交流电流方程式。在随机编程中,需求、可再生能源电力、能源价格以及网络硬件和 VPP 组件供应的不确定性都被考虑在内。所提出的技术通过使用基于ε-约束方法的帕累托优化策略,在后续阶段实现了单目标表述。本文使用基于克罗搜索算法(CSA)和正弦余弦算法(SCA)混合的求解器,以实现最终响应中离散度最小的可信最优解。为了解决这一问题,所提出的系统研究了 VPP 如何影响网络恢复能力、如何对其进行扩展,并将其与混合进化算法相结合。最后,通过在由 69 条总线组成的配电网络上实施所提出的设计,所获得的数值结果证实了 VPP 的优化布置和尺寸能够改善配电网络的经济状况、利用率和弹性。
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来源期刊
Electrical Engineering
Electrical Engineering 工程技术-工程:电子与电气
CiteScore
3.60
自引率
16.70%
发文量
0
审稿时长
>12 weeks
期刊介绍: The journal “Electrical Engineering” following the long tradition of Archiv für Elektrotechnik publishes original papers of archival value in electrical engineering with a strong focus on electric power systems, smart grid approaches to power transmission and distribution, power system planning, operation and control, electricity markets, renewable power generation, microgrids, power electronics, electrical machines and drives, electric vehicles, railway electrification systems and electric transportation infrastructures, energy storage in electric power systems and vehicles, high voltage engineering, electromagnetic transients in power networks, lightning protection, electrical safety, electrical insulation systems, apparatus, devices, and components. Manuscripts describing theoretical, computer application and experimental research results are welcomed. Electrical Engineering - Archiv für Elektrotechnik is published in agreement with Verband der Elektrotechnik Elektronik Informationstechnik eV (VDE).
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