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Adaptive Risk-Based Life-Cycle Management for Large-Scale Structures Using Deep Reinforcement Learning and Surrogate Modeling
Publisher: ASCE
Abstract: Optimal life-cycle management is a challenging task for large-scale structures. The complexity of structural states, represented by the numerous combinations of component conditions, and the vast number of inspection and ...
Deep Reinforcement Learning–Enabled Bridge Management Considering Asset and Network Risks
Publisher: ASCE
Abstract: Bridges deteriorate over time due to various environmental and mechanical stressors. Deterioration is a significant risk to bridge owners (asset risk) and the traveling public (network risk). To tackle this issue, ...
Performance-Based Risk Assessment for Large-Scale Transportation Networks Using the Transitional Markov Chain Monte Carlo Method
Publisher: American Society of Civil Engineers
Abstract: Accurately assessing failure risk due to asset deterioration and/or extreme events is essential for efficient transportation asset management. Traditional risk assessment is conducted for individual assets by either focusing ...
Network-Level Risk-Based Framework for Optimal Bridge Adaptation Management Considering Scour and Climate Change
Publisher: ASCE
Abstract: Transportation networks, as an essential ingredient of civil infrastructure, are subjected to various natural hazards over their service life. Failure of bridges may severely disrupt the serviceability of transportation ...
Risk-Based Vulnerability Analysis of Deteriorating Coastal Bridges under Hurricanes Considering Deep Uncertainty of Climatic and Socioeconomic Changes
Publisher: ASCE
Abstract: Corrosion and hurricanes pose substantial risk to coastal bridges. This risk is compounded by future climatic and socioeconomic changes due to the increasing temperature and humidity, rising sea level, changing frequency ...
Determining Target Reliability Index of Structures Based on Cost Optimization and Acceptance Criteria for Fatality Risk
Publisher: ASCE
Abstract: The target reliability index is pivotal to the design, assessment, inspection, and maintenance of structures. It is commonly determined by cost optimization. However, depending on the method of quantifying fatality cost, ...
Uncertainty Analysis and Quantification of the AASHTO Live Load Distribution Model for Moderately Buried–Reinforced Concrete Box Culverts
Publisher: American Society of Civil Engineers
Abstract: RC box culverts are buried structures prevalent in transportation systems. The existence of backfill brings in additional challenges to estimate load demands in these structures. The AASHTO LRFD specifications present a ...
Investigation of Effects of Time Preference and Risk Perception on Life-Cycle Management of Civil Infrastructure
Publisher: ASCE
Abstract: Civil infrastructure systems have two essential characteristics: long service life and low probability of failure. Under these circumstances, life-cycle management (LCM) of civil infrastructure involves time preference of ...
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