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The examination of post-disaster recovery (PDR) in a socio-physical system enables us to elucidate the complex relationships between humans and infrastructures. Although existing studies have identified many patterns in the PDR process,…

Computers and Society · Computer Science 2023-07-24 Jiawei Xue , Sangung Park , Washim Uddin Mondal , Sandro Martinelli Reia , Tong Yao , Satish V. Ukkusuri

To enable integrating social equity considerations in infrastructure resilience assessments, this study created a new computational multi-agent simulation model which enables integrated assessment of hazard, infrastructure system, and…

Computational Engineering, Finance, and Science · Computer Science 2021-06-09 Amir Esmalian , Wanqiu Wang , Ali Mostafavi

Surface transportation systems are an essential part of urban transportation infrastructure and are susceptible to damage from earthquakes. This damage, along with the lack of prior warning of earthquake events, may lead to severe and…

Physics and Society · Physics 2018-10-24 Kairui Feng , Quanwang Li , Bruce R. Ellingwood

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

Community recovery from hazards and crises occurs through various diffusion processes within social and spatial networks of communities. Existing knowledge regarding the diffusion of recovery in community socio-spatial networks, however, is…

Social and Information Networks · Computer Science 2023-06-26 Chia-Fu Liu , Ali Mostafavi

In this paper, an agent-based modeling framework to evaluate the seismic resilience of an integrated system comprising the community and its civil infrastructure systems is proposed. Specifically, an agent-based model of the recovery…

Physics and Society · Physics 2019-06-04 Li Sun , Bozidar Stojadinovic , Giovanni Sansavini

Understanding evacuation decision-making behaviour is one of the key components for designing disaster mitigation policies. This study investigates how communications between household agents in a community influence self-evacuation…

Multiagent Systems · Computer Science 2026-02-24 Made Krisnanda , Raymond Chiong , Yang Yang , Kirill Glavatskiy

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

Natural disasters continue to cause tremendous damage to human lives and properties. The Philippines, due to its geographic location, is considered a natural disaster-prone country experiencing an average of 20 tropical cyclones annually.…

Multiagent Systems · Computer Science 2021-09-30 Rey C. Rodrigueza , Maria Regina Justina E. Estuar

In the event of a disaster, saving human lives is of utmost importance. For developing proper evacuation procedures and guidance systems, behavioural data on how people respond during panic and stress is crucial. In the absence of real…

Multiagent Systems · Computer Science 2019-10-03 Rohit K. Dubey , Samuel S. Sohn , Christoph Hoelscher , Mubbasir Kapadia

The objective of this study is to propose and test an adaptive reinforcement learning model that can learn the patterns of human mobility in a normal context and simulate the mobility during perturbations caused by crises, such as flooding,…

Physics and Society · Physics 2020-09-04 Chao Fan , Xiangqi Jiang , Ali Mostafavi

The aggravating effects of climate change and the growing population in hurricane-prone areas escalate the challenges in large-scale hurricane evacuations. While hurricane preparedness and response strategies vastly rely on the accuracy and…

Machine Learning · Computer Science 2023-03-14 Yuran Sun , Shih-Kai Huang , Xilei Zhao

This study presents an agent-based model (ABM) developed to simulate the resilience of a community to hurricane-induced infrastructure disruptions, focusing on the interdependencies between electric power and transportation networks. In…

Computational Engineering, Finance, and Science · Computer Science 2025-05-06 Tasnuba Binte Jamal , Samiul Hasan , Omar I. Abdul-Aziz , Pallab Mozumder , Rounak Meyur

The objective of this study is to examine spatial patterns of impacts and recovery of communities based on variances in credit card transactions. Such variances could capture the collective effects of household impacts, disrupted accesses,…

Computers and Society · Computer Science 2021-01-26 Faxi Yuan , Amir Esmalian , Bora Oztekin , Ali Mostafavi

In this paper, an agent-based framework to quantify the seismic resilience of an Electric Power Supply System (EPSS) and the community it serves is presented. Within the framework, the loss and restoration of the EPSS power generation and…

Physics and Society · Physics 2019-01-23 Li Sun , Bozidar Stojadinovic , Giovanni Sansavini

In this paper we investigate the resiliency planning of interdependent electric power systems and emergency services. We investigate the effect of the level of empathy, cooperation, coordination, flexibility, and experience of individuals…

Computers and Society · Computer Science 2020-04-14 Jaber Valinejad , Lamine Mili , Konstantinos Triantis , Michael von Spakovsky , C. Natalie van der Wal

Countless disasters have resulted from climate change, causing severe damage to infrastructure and the economy. These disasters have significant societal impacts, necessitating mental health services for the millions affected. To prepare…

Information Retrieval · Computer Science 2024-08-22 Thomas Hoang , Quynh Anh Nguyen , Long Nguyen

During disasters, cascading failures across power grids, communication networks, and social behavior amplify community fear and undermine cooperation. Existing cyber-physical-social (CPS) models simulate these coupled dynamics but lack…

Machine Learning · Computer Science 2026-04-13 Yashodhan D. Hakke , Almuatazbellah M. Boker , Lamine Mili , Michael von Spakovsky , Hoda Eldardiry

The objectives of this study are: (1) to specify evacuation return and home-switch stability as two critical milestones of short-term recovery during and in the aftermath of disasters; and (2) to understand the disparities among…

Physics and Society · Physics 2022-09-27 Cheng-Chun Lee , Charles Chou , Ali Mostafavi

The recovery of society after a large scale disaster generally consists of two phases, short- and long-term recoveries. The problem of short-term recovery is rather close to the problem of resilience in their goal, namely, bouncing the…

Adaptation and Self-Organizing Systems · Physics 2013-10-03 Vasily Lubashevskiy , Taro Kanno , Kazuo Furuta
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