Probabilistic Framework for Evaluating Community Resilience: Integration of Risk Models and Agent-Based Simulation

相互依存 弹性(材料科学) 概率逻辑 计算机科学 地铁列车时刻表 危害 风险分析(工程) 电力系统 社区复原力 可靠性工程 运筹学 工程类 功率(物理) 业务 物理 冗余(工程) 人工智能 热力学 操作系统 化学 有机化学 量子力学 政治学 法学
作者
Hossein Nasrazadani,Mojtaba Mahsuli
出处
期刊:Journal of Structural Engineering-asce [American Society of Civil Engineers]
卷期号:146 (11) 被引量:42
标识
DOI:10.1061/(asce)st.1943-541x.0002810
摘要

This paper proposes a novel probabilistic framework to quantitatively evaluate the resilience of communities comprising buildings and various interdependent infrastructure systems. To this aim, the proposed framework seamlessly integrates risk models and agent-based simulation in a Monte Carlo sampling scheme. The risk module includes models that evaluate the initial posthazard state of the community by probabilistic simulation of the hazard event, the structural response and damage of buildings and infrastructure systems, and cascading consequences that arise from interdependencies. Subsequently, the agent-based module simulates the recovery of the community from those consequences in which decentralized autonomous decision-making entities called “agents” undertake recovery operations. The agents prioritize buildings and infrastructure components for recovery and schedule operations as discrete events with uncertain duration and cost. Consequently, the probability distribution of the total cost incurred by the community and the total recovery time is evaluated. A resilience measure is then proposed as a function of the total community cost, which represents demand, and the gross regional product of the community, which represents the capacity to cope with that demand. The framework is showcased by a comprehensive application to a community comprising a portfolio of residential and commercial buildings, an electric power system, a water system, and a healthcare system subject to seismic hazard.

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