Optimal restoration of power infrastructure following a disaster with environmental hazards

IF 6.2 2区 经济学 Q1 ECONOMICS Socio-economic Planning Sciences Pub Date : 2024-06-08 DOI:10.1016/j.seps.2024.101974
Rachel Moglen , Benjamin D. Leibowicz , Alexis Kwasinski , Grant Cruse
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Abstract

After a disaster, the power grid helps support infrastructure systems that are essential to the recovery effort in addition to the critical services it provides every day. This paper provides an approach for optimal power grid restoration in disaster contexts with environmental hazards. These hazards, such as unstable structures, smoke, chemical hazards, and abnormal radioactivity, may pose acute and accumulating risks to repair workers and impede the restoration process. We therefore formulate a mixed-integer linear program (MILP) that generates an optimal restoration plan with constraints imposed by acute and accumulating environmental hazards. We also develop a heuristic inspired by trends that we observe in optimal restoration strategies, and we compare its performance to that of an optimal restoration strategy. For our case study, we model a stylized disaster that approximates the patterns of a number of disasters including earthquakes, fires, industrial facility explosions, or nuclear reactor incidents. We analyze the performance of the heuristic and optimal restoration strategies on a modified IEEE 123-bus test network. We find that the optimal restoration strategy is able to restore power service more quickly than the heuristic strategy while also exposing repair workers to less acute and cumulative environmental hazards. We also find that as disaster severity increases, the performance difference between the heuristic and optimal restoration strategies grows. Finally, our results show that both the optimal and heuristic algorithms can be useful tools for identifying vulnerable regions of a power grid.

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环境灾害发生后电力基础设施的优化恢复
灾难发生后,电网除了每天提供关键服务外,还帮助支持对恢复工作至关重要的基础设施系统。本文提供了一种在存在环境危害的灾难背景下优化电网恢复的方法。这些危害,如不稳定结构、烟雾、化学危害和异常放射性,可能会给抢修人员带来急性和累积性风险,并阻碍修复过程。因此,我们制定了一个混合整数线性程序 (MILP),在急性和累积性环境危害的约束下生成最优修复计划。我们还受最优修复策略趋势的启发,开发了一种启发式方法,并将其性能与最优修复策略进行了比较。在案例研究中,我们模拟了一种近似于地震、火灾、工业设施爆炸或核反应堆事故等多种灾难模式的风格化灾难。我们在修改后的 IEEE 123 总线测试网络上分析了启发式策略和最优恢复策略的性能。我们发现,与启发式策略相比,最优恢复策略能够更快地恢复电力服务,同时也能减少抢修人员所面临的急性和累积性环境危害。我们还发现,随着灾害严重程度的增加,启发式策略和最优恢复策略之间的性能差异也在扩大。最后,我们的结果表明,最优算法和启发式算法都是识别电网脆弱区域的有用工具。
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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