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The objective of this research is to explore the temporal importance of community-scale human activity features for rapid assessment of flood impacts. Ultimate flood impact data, such as flood inundation maps and insurance claims, becomes…

Social and Information Networks · Computer Science 2021-06-22 Faxi Yuan , Yang Yang , Qingchun Li , Ali Mostafavi

Building resilience into today's complex infrastructures is critical to the daily functioning of society and its ability to withstand and recover from natural disasters, epidemics, and cyber-threats. This study proposes quantitative…

Resiliency has garnered attention in the management of critical infrastructure as a metric of system performance, but there are significant roadblocks to its implementation in a realistic decision-making framework. Contrasted to risk and…

Systems and Control · Electrical Eng. & Systems 2026-01-08 Vincent P. Paglioni , Graeme Troxell , Aaron Brown , Steve Conrad , Mazdak Arabi

Human mobility networks can reveal insights into resilience phenomena, such as population response to, impacts on, and recovery from crises. The majority of human mobility network resilience characterizations, however, focus mainly on…

Physics and Society · Physics 2024-05-02 Chia-Wei Hsu , Matthew Alexander Ho , Ali Mostafavi

Examining the impact of disasters on life activities of populations is critical for understanding community resilience dynamics, yet it remains insufficiently studied in the existing literature. In this study, we leveraged data from more…

Social and Information Networks · Computer Science 2024-02-27 Junwei Ma , Ali Mostafavi

There is a limitation in the literature of data-driven analyses for the ex-post evaluation of community risk and resilience, particularly using features related to the performance of coupled human-infrastructure systems. To address this…

Computers and Society · Computer Science 2025-01-22 Xiangpeng Li , Ali Mostafavi

The ability to measure and track the speed and trajectory of a community's post-disaster recovery is essential to inform resource allocation and prioritization. The current survey-based approaches to examining community recovery, however,…

Social and Information Networks · Computer Science 2022-11-24 Yuqin Jiang , Faxi Yuan , Hamed Farahmand , Kushal Acharya , Jingdi Zhang , Ali Mostafavi

Socio-technical systems, where technological and human elements interact in a goal-oriented manner, provide important functional support to our societies. Here we draw attention to the underappreciated concept of timeliness -- i.e., system…

Physics and Society · Physics 2025-02-27 José Moran , Frank P. Pijpers , Utz Weitzel , Jean-Philippe Bouchaud , Debabrata Panja

Accelerated sea level rise has resulted in recurrent flooding in coastal regions, increasingly impacting both transportation systems and local populations. Using the Hampton Roads region in Virginia as a case study, this study a. identifies…

Physics and Society · Physics 2024-02-14 Luwei Zeng , T. Donna Chen , John S. Miller , Faria Tuz Zahura , Jonathan L. Goodall

Understanding sequential community recovery milestones is crucial for proactive recovery planning and monitoring. This study investigates these milestones related to population activities to examine their temporal interdependencies and…

Computational Engineering, Finance, and Science · Computer Science 2024-06-24 Flavia Ioana Patrascu , Ali Mostafavi

Community formation in socio-spatial human networks is one of the important mechanisms for mitigating hazard impacts of extreme weather events. Research is scarce regarding latent network characteristics shaping community formation in human…

Social and Information Networks · Computer Science 2025-08-20 Cheng-Chun Lee , Junwei Ma , Kai Yin , Siri Namburi , Xin Xiao , Ali Mostafavi

Resilience curves have been the primary approach for conceptualizing and representing the resilience behavior of communities during hazard events; however, the use of resilience curves has remained as a mere conceptual and visual tool with…

Physics and Society · Physics 2023-10-03 Chia-Wei Hsu , Ali Mostafavi

Current characterization of flood exposure is largely based on residential location of populations; however, location of residence only partially captures the extent to which populations are exposed to flood. An important, though yet…

Applications · Statistics 2023-07-04 Bo Li , Chan Fan , Yu-Heng Chien , Chia-Wei Xsu , Ali Mostafavi

This study aims to quantify community resilience based on fluctuations in the visits to various Point-of-Interest (POIs) locations. Visit to POIs is an essential indicator of human activities and captures the combined effects of…

Physics and Society · Physics 2020-11-24 Cristian Podesta , Natalie Coleman , Amir Esmalian , Faxi Yuan , Ali Mostafavi

Current approaches to design flood-sensitive infrastructure typically assume a stationary rainfall distribution and neglect many uncertainties. These assumptions are inconsistent with observations that suggest intensifying extreme…

Applications · Statistics 2022-01-11 Sanjib Sharma , Ben Seiyon Lee , Robert E. Nicholas , Klaus Keller

The return of normalcy to the population's lifestyle is a critical recovery milestone in the aftermath of disasters, and delayed lifestyle recovery could lead to significant well-being impacts. Lifestyle recovery captures the collective…

Physics and Society · Physics 2022-07-12 Natalie Coleman , Chenyue Liu , Yiqing Zhao , Ali Mostafavi

Urban transportation systems are vulnerable to congestion, accidents, weather, special events, and other costly delays. Whereas typical policy responses prioritize reduction of delays under normal conditions to improve the efficiency of…

Physics and Society · Physics 2017-12-22 Alexander A. Ganin , Maksim Kitsak , Dayton Marchese , Jeffrey M. Keisler , Thomas Seager , Igor Linkov

In studying resilience in temporal human networks, relying solely on global network measures would be inadequate; latent sub-structural network mechanisms need to be examined to determine the extent of impact and recovery of these networks…

Social and Information Networks · Computer Science 2022-04-01 Akhil Anil Rajput , Ali Mostafavi

Assessing and managing the impact of large-scale epidemics considering only the individual risk and severity of the disease is exceedingly difficult and could be extremely expensive. Economic consequences, infrastructure and service…

Physics and Society · Physics 2019-12-11 Emanuele Massaro , Alexander Ganin , Nicola Perra , Igor Linkov , Alessandro Vespignani

Critical systems, such as those used in healthcare, defence, and disaster management, demand rigorous requirements engineering to ensure safety and reliability. Yet, much of this rigour has traditionally focused on technical assurance,…

Software Engineering · Computer Science 2025-11-18 Anuradha Madugalla , Jixuan Dong , Kai Lyne Loi , Matthew Crossman , John Grundy
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