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Perturbed by natural hazards, community-level infrastructure networks operate like many-body systems, with behaviors emerging from coupling individual component dynamics with group correlations and interactions. It follows that we can…

应用统计 · 统计学 2023-10-30 Xiaolei Chu , Ziqi Wang

With the growth of complexity and extent, large scale interconnected network systems, e.g. transportation networks or infrastructure networks, become more vulnerable towards external disruptions. Hence, managing potential disruptive events…

系统与控制 · 电气工程与系统科学 2022-09-29 Jiaxin Wu , Pingfeng Wang

In today's corporate landscape, particularly where operations rely heavily on information technologies, establishing a robust business continuity plan, including a disaster recovery strategy, is essential for ensuring swift recuperation…

网络与互联网体系结构 · 计算机科学 2025-12-02 Saso Nikolovski , Pece Mitrevski

Disaster response is critical to save lives and reduce damages in the aftermath of a disaster. Fundamental to disaster response operations is the management of disaster relief resources. To this end, a local agency (e.g., a local emergency…

机器学习 · 计算机科学 2023-08-01 Hongzhe Zhang , Xiaohang Zhao , Xiao Fang , Bintong Chen

Critical infrastructure increasingly relies on interconnected cyber-physical systems whose security incidents can escalate rapidly into safety and operational failures. Existing decision-support approaches struggle to support real-time…

密码学与安全 · 计算机科学 2026-02-19 Shaofei Huang , Christopher M. Poskitt , Lwin Khin Shar

Quick response times are paramount for minimizing downtime in spare parts networks for capital goods, such as medical and manufacturing equipment. To guarantee that the maintenance is performed in a timely fashion, strategic management of…

最优化与控制 · 数学 2019-10-04 Dmitrii Usanov , Anna Pechina , Peter van de Ven , Rob van der Mei

This paper reviews the literature on response strategies for restoring infrastructure networks in the aftermath of a disaster. Our motivation for this review is twofold. First, the frequency and magnitude of natural and man-made disasters…

物理与社会 · 物理学 2024-07-23 Subhojit Biswas , Bahar Cavdar , Joseph Geunes

With the increasing number of compute components, failures in future exa-scale computer systems are expected to become more frequent. This motivates the study of novel resilience techniques. Here, we extend a recently proposed…

数学软件 · 计算机科学 2018-04-18 Markus Huber , Ulrich Rüde , Barbara Wohlmuth

Disasters are constant threats to humankind, and beyond losses in lives, they cause many implicit yet profound societal issues such as wealth disparity and digital divide. Among those recovery measures in the aftermath of disasters,…

网络与互联网体系结构 · 计算机科学 2021-03-22 Jianqing Liu , Shangjia Dong , Thomas Morris

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,…

社会与信息网络 · 计算机科学 2022-11-24 Yuqin Jiang , Faxi Yuan , Hamed Farahmand , Kushal Acharya , Jingdi Zhang , Ali Mostafavi

We consider large-scale Markov decision processes (MDPs) with a risk measure of variability in cost, under the risk-aware MDPs paradigm. Previous studies showed that risk-aware MDPs, based on a minimax approach to handling risk, can be…

系统与控制 · 计算机科学 2017-05-17 Pengqian Yu , William B. Haskell , Huan Xu

Urban water distribution systems hold a critical and strategic position in preserving public health and industrial growth. Despite the ubiquity of these urban systems, aging infrastructure, and increased risk of terrorism, decision support…

其他计算机科学 · 计算机科学 2014-07-03 Amin Rasekh , Kelly Brumbelow

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…

物理与社会 · 物理学 2018-10-24 Kairui Feng , Quanwang Li , Bruce R. Ellingwood

A dynamical programming approach is used to deal with the problem of controlling the directed abelian Dhar-Ramaswamy model on two-dimensional square lattice. Two strategies are considered to obtain explicit results to this task. First, the…

计算物理 · 物理学 2015-06-16 Daniel O. Cajueiro , Roberto F. S. Andrade

Real-world complex systems such as ecological communities and neuron networks are essential parts of our everyday lives. These systems are composed of units which interact through intricate networks. The ability to predict sudden changes in…

适应与自组织系统 · 物理学 2019-07-05 Deniz Eroglu , Matteo Tanzi , Sebastian van Strien , Tiago Pereira

Generating optimal plans in highly dynamic environments is challenging. Plans are predicated on an assumed initial state, but this state can change unexpectedly during plan generation, potentially invalidating the planning effort. In this…

人工智能 · 计算机科学 2012-05-14 Christian Fritz , Sheila McIlraith

Disasters impact communities through interconnected social, spatial, and physical networks. Analyzing network dynamics is crucial for understanding resilience and recovery. We highlight six studies demonstrating how hazards and recovery…

社会与信息网络 · 计算机科学 2025-02-27 Chia-Fu Liu , Ali Mostafavi

Recent studies increasingly adopt simulation-based machine learning (ML) models to analyze critical infrastructure system resilience. For realistic applications, these ML models consider the component-level characteristics that influence…

机器学习 · 计算机科学 2022-05-09 Srijith Balakrishnan , Beatrice Cassottana , Arun Verma

Network representations have been effectively employed to analyze complex systems across various areas and applications, leading to the development of network science as a core tool to study systems with multiple components and complex…

神经元与认知 · 定量生物学 2023-07-25 ItaloIvo Lima Dias Pinto , Javier Omar Garcia , Kanika Bansal

Influence diagrams are widely employed to represent multi-stage decision problems in which each decision is a choice from a discrete set of alternatives, uncertain chance events have discrete outcomes, and prior decisions may influence the…

最优化与控制 · 数学 2022-01-20 Ahti Salo , Juho Andelmin , Fabricio Oliveira