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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

In this paper, in an attempt to improve power grid resilience, a machine learning model is proposed to predictively estimate the component states in response to extreme events. The proposed model is based on a multi-dimensional Support…

系统与控制 · 计算机科学 2018-02-19 Rozhin Eskandarpour , Amin Khodaei , Ali Arab

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

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

Evaluating resilience in electric distribution systems under severe weather requires models that can connect network topology, hazard simulation, fragility modeling, restoration assumptions, repair strategy, and downstream consequences.…

系统与控制 · 电气工程与系统科学 2026-05-19 Xuesong Wang , Caisheng Wang , Carol Miller , Amir Shahin Kamjou , John Norton

Threats against power grids continue to increase, as extreme weather conditions and natural disasters (extreme events) become more frequent. Hence, there is a need for the simulation and modeling of power grids to reflect realistic…

系统与控制 · 电气工程与系统科学 2022-12-09 Sarmad Hanif , Monish Mukherjee , Shiva Poudel , Rohit A Jinsiwale , Min Gyung Yu , Trevor Hardy , Hayden Reeve

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

This paper presents a novel learning based framework for predicting power outages caused by extreme events. The proposed approach targets low-probability high-consequence outage scenarios and leverages a comprehensive set of features…

机器学习 · 计算机科学 2026-02-11 Nina Fatehi , Antar Kumar Biswas , Masoud H. Nazari

Community resilience in the face of natural hazards relies on a community's potential to bounce back. A failure to integrate equity into resilience considerations results in unequal recovery and disproportionate impacts on vulnerable…

机器学习 · 统计学 2022-02-08 Ali Nejat , Laura Solitare , Edward Pettitt , Hamed Mohsenian-Rad

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

The increasing frequency and intensity of extreme weather events is significantly affecting the power grid, causing large-scale outages and impacting power system resilience. Yet limited work has been done on systematically modeling the…

系统与控制 · 电气工程与系统科学 2025-11-06 Apsara Adhikari , Charlotte Wertz , Anamika Dubey , Arslan Ahmad , Ian Dobson

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

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

Extreme weather events stemming from climate change can cause significant damage and disruption to power systems. Failure to mitigate and adapt to climate change and its cascading effects can lead to short and long term issues. The profound…

应用物理 · 物理学 2022-09-22 Rouzbeh Shirvani , Tarannom Parhizkar

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

Transmission utilities routinely collect detailed outage data, including resilience events in which outages bunch up due to weather. The resilience events and their resilience metrics can readily be extracted from this historical outage…

物理与社会 · 物理学 2025-01-15 Arslan Ahmad , Ian Dobson , Svetlana Ekisheva , Christopher Claypool , Mark Lauby

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

The February 2021 Texas winter power outage has led to hundreds of deaths and billions of dollars in economic losses, largely due to the generation failure and record-breaking electric demand. In this paper, we study the scaling-up of…

系统与控制 · 电气工程与系统科学 2022-06-02 Dongqi Wu , Xiangtian Zheng , Ali Menati , Lane Smith , Bainan Xia , Yixing Xu , Chanan Singh , Le Xie

It is of growing concern to ensure resilience in power distribution systems to extreme weather events. However, there are no clear methodologies or metrics available for resilience assessment that allows system planners to assess the impact…

系统与控制 · 电气工程与系统科学 2022-11-16 Abodh Poudyal , Anamika Dubey , Shiva Poudel

The power system is among the most important critical infrastructures in urban cities and is getting increasingly essential in supporting people s daily activities. However, it is also susceptible to most natural disasters such as tsunamis,…

系统与控制 · 电气工程与系统科学 2022-12-14 Chen Xia , Yuqing Hu , Jianli Chen
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