Multi-Level Resilience-Based Transportation Asset Management (TAM) Framework using Bayesian Network
项目名称: Multi-Level Resilience-Based Transportation Asset Management (TAM) Framework using Bayesian Network
摘要: This project is a multi-level resilience-based transportation asset management framework using Bayesian network. The framework is aimed at (a) measuring transportation network resilience at multiple management levels (e.g., project, network and enterprise levels), (b) tracking and quantifying uncertainties existing at every level so as to effectively manage uncertainties in assessing the overall network resilience, (c) determining the optimal combination of inspection/monitoring techniques based on Value of Information, and (d) providing the optimal allocation of budgets to multiple pre- and post-disaster resilience-enhancing strategies. The project will provide decision-makers (e.g., state DOT risk managers, executives, and program and project managers) with several analytical models, including (a) component-level time-dependent reliability analysis and its updating procedure based on different types of inspection and monitoring techniques; (b) network analysis which can incorporate both the robustness of components and the adaptive capacity of a network; (c) Bayesian-network-based resilience assessment model that evaluates each resilience capacity at multiple transportation management system levels and quantifies uncertainty at every assessment stage; and (d) asset management strategies by disaggregating resilience into the three resilience capacities using backward simulation. The framework itself and such analytical models can be implemented in risk-/resilience-based transportation asset management. Moreover, this project can be extended to develop a Python interactive tool, which is designed to enable transportation agencies to understand how the research findings can be easily and successfully implemented in improving the resilience of their transportation system.
状态: Active
资金: 124974
资助组织: Transportation Infrastructure Durability & Life Extension<==>Office of the Assistant Secretary for Research and Technology
项目负责人: Kline, Robin
执行机构: Washington State University, Pullman<==>Case Western Reserve University
开始时间: 20200501
预计完成日期: 20220630
主题领域: Highways;Maintenance and Preservation;Planning and Forecasting
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