论文标题
Infrarisk:用于资产级恢复能力分析的开源模拟平台
InfraRisk: An Open-Source Simulation Platform for Asset-Level Resilience Analysis in Interconnected Infrastructure Networks
论文作者
论文摘要
由于其建模优势比传统的相互依存模型,因此综合仿真模型是分析大规模相互依赖基础架构网络的替代方法。本文提出了一个开源集成模拟程序包,用于相互依存的基础架构系统的资产级分析。该平台被称为“ Infrarisk”并在Python开发,可以模拟灾难引起的基础设施故障以及随后在互连的水,电力和道路网络中的污水架后修复。 Infrarisk由基础设施模块,危险模块,恢复模块,模拟模块和弹性定量模块组成。基础架构模块通过一个接口集成了现有的基础架构网络软件包(用于水网络的WNTR,电力系统的pandapower和运输网络的静态流量分配模型),通过辅助网络级别的相互依存失败的模拟。危险模块基于各种灾难特征生成基础设施组件故障序列。恢复模块确定维修序列,并根据基于预定义的启发式恢复策略或基于模型预测控制(MPC)优化分配维修人员。根据时间表,仿真模块实现了网络范围的仿真灾难影响和恢复动作的后果。弹性量化模块提供了系统级别和消费者级指标,以量化针对灾难事件的综合基础设施网络的风险和弹性。 Infrarisk为决策者提供了一个虚拟平台,以实验和制定特定区域的污点前和污点后政策,以增强相互依存的城市基础设施网络的整体弹性。
Integrated simulation models are emerging as an alternative for analyzing large-scale interdependent infrastructure networks due to their modeling advantages over traditional interdependency models. This paper presents an open-source integrated simulation package for the asset-level analysis of interdependent infrastructure systems. The simulation platform, named 'InfraRisk' and developed in Python, can simulate disaster-induced infrastructure failures and subsequent post-disaster restoration in interconnected water-, power-, and road networks. InfraRisk consists of an infrastructure module, a hazard module, a recovery module, a simulation module, and a resilience quantification module. The infrastructure module integrates existing infrastructure network packages (wntr for water networks, pandapower for power systems, and a static traffic assignment model for transportation networks) through an interface that facilitates the network-level simulation of interdependent failures. The hazard module generates infrastructure component failure sequences based on various disaster characteristics. The recovery module determines repair sequences and assigns repair crews based on predefined heuristics-based recovery strategies or model predictive control (MPC) based optimization. Based on the schedule, the simulation module implements the network-wide simulation of the consequences of the disaster impacts and the recovery actions. The resilience quantification module offers system-level and consumer-level metrics to quantify both the risks and resilience of the integrated infrastructure networks against disaster events. InfraRisk provides a virtual platform for decision-makers to experiment and develop region-specific pre-disaster and post-disaster policies to enhance the overall resilience of interdependent urban infrastructure networks.