An integrated framework to improve the resiliency of electricity distribution systems exposed to wildfires

IF 6 2区 管理学 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE
Prasangsha Ganguly, Sayanti Mukherjee, Jose L. Walteros, Luis Herrera
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Abstract

Accurate modeling of the complex and unique interaction between the electricity distribution systems and wildfires is crucial for mitigating their devastating consequences. In this study, we develop an optimization framework for designing strategic wildfire prevention policies that involve preemptive practices, such as electricity infrastructure hardening and public safety power shutoffs. Unlike existing studies that consider the pre- and post-wildfire event decisions separately, our approach captures in a unified framework the interaction between the preemptive strategic actions, the wildfire propagation, and the post-event operational decisions, such as the microgrid formation and the electricity distribution policies. To identify resilient strategies, we propose a worst-case-analysis approach that leverages a tri-level interdiction model focused on mitigating the worst possible disruption an uncontrolled wildfire can cause. To demonstrate the benefits of our framework, we conduct a case study based on the IEEE 14 bus and IEEE 30 bus systems, testing their performance under the proposed prevention policies for different initial settings and risk scenarios. We observe that the hardening strategies are fundamental for minimizing the unserved demand and the detrimental effect on the electricity infrastructure inflicted by wildfires. Furthermore, our results provide evidence that public safety power shutoffs are particularly beneficial in scenarios where the hardening budget is low. Similarly, we note that microgrids formed around distributed generators significantly improve the resiliency of electricity distribution systems in post-disaster scenarios.
提高受野火影响的配电系统弹性的综合框架
对配电系统与野火之间复杂而独特的相互作用进行精确建模,对于减轻其破坏性后果至关重要。在本研究中,我们开发了一个优化框架,用于设计涉及先发制人做法的战略性野火预防政策,例如电力基础设施加固和公共安全停电。与现有研究分别考虑野火事件前和事件后的决策不同,我们的方法在一个统一的框架中捕获了先发制人的战略行动、野火传播和事件后运营决策(如微电网形成和电力分配政策)之间的相互作用。为了确定弹性策略,我们提出了一种最坏情况分析方法,该方法利用三层拦截模型,重点是减轻不受控制的野火可能造成的最坏破坏。为了证明我们的框架的好处,我们进行了一个基于IEEE 14总线和IEEE 30总线系统的案例研究,测试了它们在不同初始设置和风险情景下所提出的预防策略下的性能。我们观察到,硬化策略对于最小化未服务需求和野火对电力基础设施造成的有害影响至关重要。此外,我们的研究结果提供了证据,表明公共安全停电在硬化预算较低的情况下特别有益。同样,我们注意到,围绕分布式发电机形成的微电网显著提高了灾后配电系统的弹性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
European Journal of Operational Research
European Journal of Operational Research 管理科学-运筹学与管理科学
CiteScore
11.90
自引率
9.40%
发文量
786
审稿时长
8.2 months
期刊介绍: The European Journal of Operational Research (EJOR) publishes high quality, original papers that contribute to the methodology of operational research (OR) and to the practice of decision making.
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