Impact of power outages depends on who loses it: Equity-informed grid resilience planning via stochastic optimization

IF 6.2 2区 经济学 Q1 ECONOMICS
Gizem Toplu-Tutay, John J. Hasenbein, Erhan Kutanoglu
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Abstract

This research presents a novel approach for enhancing power grid resilience with a focus on social equity in light of increasing natural disasters. Utilizing a two-stage stochastic optimization model for flood mitigation investments, we optimize substation hardening and power flow decisions to minimize the weighted combination of expected load shed and expected equity metric. Our method uniquely approximates community power outages stemming from transmission grid disruptions, sidestepping the complexities of the distribution grid, and it incorporates two equity metrics (affected population and duration of loss) to address the uneven postdisaster well-being loss across communities. Our approach’s novelty lies in integrating this equity-informed resilience model with realistic flood scenario generation and utilizing a large-scale synthetic but a realistic power grid of Texas. The findings highlight the importance of the composite objective function in altering power flow decisions to prioritize electricity provision and save communities in disadvantaged areas even without investing in substation hardening. The results also quantify the equity and load shed benefits of substation hardening as a function of the investment budget with a parameterized analysis. With an attention to equity, power outages increase in nonvulnerable communities — a trade-off made to mitigate well-being loss in the most vulnerable areas. We further explore a justice model inspired by the government’s Justice40 initiative but find it less effective than our equity-informed models at preventing well-being loss. Our research, enriched by a comprehensive sensitivity analysis, offers valuable insights for policymakers, grid operators, and utilities aiming for a more resilient and equitable power grid.

停电的影响取决于谁失去了电力:通过随机优化进行公平合理的电网恢复规划
鉴于自然灾害日益增多,本研究提出了一种增强电网抗灾能力的新方法,重点关注社会公平。利用防洪减灾投资的两阶段随机优化模型,我们对变电站加固和电力流决策进行了优化,以最小化预期负荷损失和预期公平指标的加权组合。我们的方法独特地近似于输电网中断造成的社区停电,避开了配电网的复杂性,并纳入了两个公平指标(受灾人口和损失持续时间),以解决各社区灾后福利损失不均的问题。我们的方法的新颖之处在于将这一以公平为基础的复原力模型与现实洪水情景生成相结合,并利用大规模合成但现实的得克萨斯州电网。研究结果凸显了综合目标函数在改变电力流决策方面的重要性,从而在不投资变电站加固的情况下,优先提供电力并拯救弱势地区的社区。研究结果还通过参数化分析,量化了变电站加固作为投资预算函数的公平性和负荷转移效益。在关注公平的前提下,非脆弱社区的停电情况会增加--这是为减轻最脆弱地区的福利损失而做出的权衡。我们进一步探讨了受政府 "正义 40 "计划启发的正义模型,但发现该模型在防止福祉损失方面的效果不如我们的公平模型。我们的研究通过全面的敏感性分析得到了充实,为政策制定者、电网运营商和公用事业公司提供了有价值的见解,以实现更具弹性和更公平的电网。
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
Socio-economic Planning Sciences
Socio-economic Planning Sciences OPERATIONS RESEARCH & MANAGEMENT SCIENCE-
CiteScore
9.40
自引率
13.10%
发文量
294
审稿时长
58 days
期刊介绍: Studies directed toward the more effective utilization of existing resources, e.g. mathematical programming models of health care delivery systems with relevance to more effective program design; systems analysis of fire outbreaks and its relevance to the location of fire stations; statistical analysis of the efficiency of a developing country economy or industry. Studies relating to the interaction of various segments of society and technology, e.g. the effects of government health policies on the utilization and design of hospital facilities; the relationship between housing density and the demands on public transportation or other service facilities: patterns and implications of urban development and air or water pollution. Studies devoted to the anticipations of and response to future needs for social, health and other human services, e.g. the relationship between industrial growth and the development of educational resources in affected areas; investigation of future demands for material and child health resources in a developing country; design of effective recycling in an urban setting.
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