Uncertainty quantification of spatiotemporal travel demand with probabilistic graph neural networks

Q Wang, S Wang, D Zhuang… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
Recent studies have significantly improved the prediction accuracy of travel demand using
graph neural networks. However, these studies largely ignored uncertainty that inevitably …

Modeling elasticity, similarity, stochasticity, and congestion in a network equilibrium framework using a paired combinatorial weibit choice model

G Li, A Chen, S Ryu, S Kitthamkesorn, X Xu - Transportation Research Part …, 2024 - Elsevier
In the traffic assignment problem for predicting traffic flow patterns in a transportation
network, it is important to account for route overlap and non-identical perception variance in …

From Transportation Equity to Accessibility Capability: A New Framework to Guide Transportation Planning for Older People

S Li - Journal of Planning Literature, 2024 - journals.sagepub.com
Despite increasing attention to theories in transportation equity, few focus on specific social
groups, such as older people. Scholars and practitioners need to better understand the …

[HTML][HTML] Planning for uncertain transportation futures: Metropolitan planning organizations, emerging technologies, and adaptive transport planning

D McAslan, L Kenney, FN Arevalo, DA King… - Transportation Research …, 2024 - Elsevier
Abstract In the US, Metropolitan Planning Organizations (MPOs) play a pivotal role in
regional transportation planning. Emerging transportation technologies present new …

Regulating hazardous material transportation: a scenario-based network design approach with integrated risk-mitigation mechanisms

GY Ke, S Shakeri Nezhad, DM Tulett - International Journal of …, 2024 - Taylor & Francis
Integrating both proactive and reactive risk-mitigation mechanisms, this research constructs
a bi-level network design problem for hazardous materials (hazmats) to regulate the carriers' …

[PDF][PDF] Transportation Research Interdisciplinary Perspectives

D McAslan, L Kenney, FN Arevalo, DA King, TR Miller - researchgate.net
ABSTRACT In the US, Metropolitan Planning Organizations (MPOs) play a pivotal role in
regional transportation planning. Emerging transportation technologies present new …