Equilibrium traffic assignment
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Optimal Scheduling of Road Maintenance Jobs Considering Impact on Traffic Flows
Network-level maintenance planning requires repeated evaluations of equilibrium traffic flows under road capacity reductions. While equilibrium traffic assignment models are well established, their repeated solution quic…
Equilibrium traffic assignmentA Data-driven Resilience Framework of Directionality Configuration based on Topological Credentials in Road Networks
Roadway reconfiguration is a crucial aspect of transportation planning, aiming to enhance traffic flow, reduce congestion, and improve overall road network performance with existing infrastructure and resources. This pap…
Equilibrium traffic assignmentEnd-to-End Heterogeneous Graph Neural Networks for Traffic Assignment
The traffic assignment problem is one of the significant components of traffic flow analysis for which various solution approaches have been proposed. However, deploying these approaches for large-scale networks poses si…
Equilibrium traffic assignmentGraph AttentionGraph Neural NetworkManagementDeployment of Leader-Follower Automated Vehicle Systems for Smart Work Zone Applications with a Queuing-based Traffic Assignment Approach
The emerging technology of the Autonomous Truck Mounted Attenuator (ATMA), a leader-follower style vehicle system, utilizes connected and automated vehicle capabilities to enhance safety during transportation infrastruct…
Equilibrium traffic assignmentA hybrid deep-learning-metaheuristic framework for bi-level network design problems
This study proposes a hybrid deep-learning-metaheuristic framework with a bi-level architecture for road network design problems (NDPs). We train a graph neural network (GNN) to approximate the solution of the user equil…
Bilevel OptimizationEquilibrium traffic assignmentGraph Neural NetworkTraffic Assignment Problem for Footpath Networks with Bidirectional Links
The estimation of pedestrian traffic in urban areas is often performed with computationally intensive microscopic models that usually suffer from scalability issues in large-scale footpath networks. In this study, we pre…
Equilibrium traffic assignment