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The multifaceted nature of disaster impact shows that densely populated areas contribute more to aggregate burden, while sparsely populated but heavily affected regions suffer disproportionately at the individual level. This study…

物理与社会 · 物理学 2025-09-09 Xiangpeng Li , Junwei Ma , Bo Li , Ali Mostafavi

This paper presents a deep learning-based approach for hourly power outage probability prediction within census tracts encompassing a utility company's service territory. Two distinct deep learning models, conditional Multi-Layer Perceptron…

机器学习 · 计算机科学 2024-04-05 Xuesong Wang , Nina Fatehi , Caisheng Wang , Masoud H. Nazari

Expansion planning problems refer to the monetary and unit investment needed for energy production or storage. An inherent element in these problems is the element of stochasticity in various aspects, such as the generation output of the…

系统与控制 · 电气工程与系统科学 2020-01-27 S. Tsianikas , N. Yousefi , J. Zhou , D. W. Coit

Power system resilience is vital to modern society, as outages caused by extreme weather can severely disrupt communities. Existing statistical and simulation-based methods for resilience quantification are either retrospective or rely on…

系统与控制 · 电气工程与系统科学 2026-03-10 Xuesong Wang , Caisheng Wang

The size distributions of power outages are shown to depend on the stress, or the proximity of the load of an electrical grid to complete breakdown. Using the data for the U.S. between 2002-2017, we show that the outage statistics are…

物理与社会 · 物理学 2020-02-12 Soumyajyoti Biswas , Lucas Goehring

Despite significant anecdotal evidence regarding the vulnerability of the U.S. power infrastructure, there is a dearth of longitudinal and nation-level characterization of the spatial and temporal patterns in the frequency and extent of…

物理与社会 · 物理学 2024-08-30 Bo Li , Junwei Ma , Femi Omitaomu , Ali Mostafavi

Unprecedented winter storms that hit across Texas in February 2021 have caused at least 69 deaths and 4.5 million customer interruptions due to the wide-ranging generation capacity outage and record-breaking electricity demand. While much…

物理与社会 · 物理学 2021-07-19 Dongqi Wu , Xiangtian Zheng , Yixing Xu , Daniel Olsen , Bainan Xia , Chanan Singh , Le Xie

In recent decades, the weather around the world has become more irregular and extreme, often causing large-scale extended power outages. Resilience -- the capability of withstanding, adapting to, and recovering from a large-scale disruption…

应用统计 · 统计学 2025-08-06 Shixiang Zhu , Rui Yao , Yao Xie , Feng Qiu , Yueming Qiu , Xuan Wu

Energy systems resilience is becoming increasingly important as the frequency of major grid outages increases. In this work, we present a methodology to optimize a behind-the-meter distributed energy resource system to sustain a site's…

系统与控制 · 电气工程与系统科学 2021-06-29 Sakshi Mishra , Kate Anderson

In recent years, increasingly unpredictable and severe global weather patterns have frequently caused long-lasting power outages. Building resilience, the ability to withstand, adapt to, and recover from major disruptions, has become…

机器学习 · 统计学 2024-11-27 Hanyang Jiang , Yao Xie , Feng Qiu

This paper presents a data-driven approach for quantifying the resilience of distribution power grids to extreme weather events using two key metrics: (a) the number of outages and (b) restoration time. The method leverages historical…

系统与控制 · 电气工程与系统科学 2025-08-19 Dingwei Wang , Salish Maharjan , Junyuan Zheng , Liming Liu , Zhaoyu Wang

This paper presents a comprehensive risk assessment model for power distribution networks with a focus on the influence of climate conditions and vegetation management on outage risks. Using a dataset comprising outage records,…

系统与控制 · 电气工程与系统科学 2025-03-13 Di Zhao , Umar Salman , Zongjie Wang

In this paper, a new model based on Data Envelopment Analysis (DEA) and Inverse Data Envelopment Analysis (IDEA) is presented for estimating the effect of electricity on the output of industrial companies. To this end, the effect of…

最优化与控制 · 数学 2017-06-20 Omid Ziaee , Bamdad Falahati

The energy sector in the United States is ever more vulnerable to extreme climatic hazards, leading to multiple hazard-induced and managed power outages. Utility companies reportedly prioritize the restoration of power systems based on the…

物理与社会 · 物理学 2024-03-28 Natalie Coleman , Amir Esmalian , Cheng-Chun Lee , Eulises Gonzales , Pranik Koirala , Ali Mostafavi

Climate-driven power outages pose a growing threat to U.S. grid reliability, yet empirical outage studies and interdependency-based resilience analyses are rarely integrated. This paper presents a data-driven framework that integrates…

应用统计 · 统计学 2026-05-19 Yoneke Graham , Gelila Webster , Tina Tran , Sohini Roy

It is estimated that over one-fourth of US households experienced a power outage in 2023, costing on average US $\$150$ Bn annually, with $87\%$ of outages caused by natural hazards. Indeed, numerous studies have examined the macroeconomic…

综合经济学 · 经济学 2025-07-29 Matthew Sprintson , Edward Oughton

Extreme temperature outages can lead to not just economic losses but also various non-energy impacts (NEI) due to significant degradation of indoor operating conditions caused by service disruptions. However, existing resilience assessment…

系统与控制 · 电气工程与系统科学 2024-06-14 Min Gyung Yu , Monish Mukherjee , Shiva Poudela , Sadie R. Bender , Sarmad Hanif , Trevor D. Hardy , Hayden M. Reeve

This paper presents a novel data-driven approach for predicting the number of vegetation-related outages that occur in power distribution systems on a monthly basis. In order to develop an approach that is able to successfully fulfill this…

机器学习 · 计算机科学 2019-03-07 Milad Doostan , Reza Sohrabi , Badrul Chowdhury

The size distribution of planned and forced outages and following restoration times in power systems have been studied for almost two decades and has drawn great interest as they display heavy tails. Understanding of this phenomenon has…

统计力学 · 物理学 2023-08-09 Bálint Hartmann , Shengfeng Deng , Géza Ódor , Jeffrey Kelling

Power grid outages cause huge economical and societal costs. Disruptions in the power distribution grid are responsible for a significant fraction of electric power unavailability to customers. The impact of extreme weather conditions,…

系统与控制 · 计算机科学 2015-06-30 Yakup Koc , Abhishek Raman , Martijn Warnier , Tarun Kumar
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