Boosted genetic algorithm using machine learning for traffic control optimization

T Mao, AS Mihăită, F Chen… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Traffic control optimization is a challenging task for various traffic centers around the world
and the majority of existing approaches focus only on develo** adaptive methods for …

Inferring heterogeneous treatment effects of crashes on highway traffic: A doubly robust causal machine learning approach

S Li, Z Pu, Z Cui, S Lee, X Guo, D Ngoduy - Transportation research part C …, 2024 - Elsevier
Accurate estimating causal effects of crashes on highway traffic is crucial for mitigating the
negative impacts of crashes. Previous studies have built up a series of methods via …

Exploring the spatial effects on the level of congestion caused by traffic accidents in urban road networks: A case study of Bei**g

Z Zheng, Z Wang, S Liu, W Ma - Travel behaviour and society, 2024 - Elsevier
When traffic accidents occur on the urban link, the induced congestion propagates upstream
and affects adjacent links. Since the congestion on an urban link is affected by its adjacent …

[HTML][HTML] Road network vulnerability analysis considering the probability and consequence of disruptive events: A spatiotemporal incident impact approach

MA Esfeh, L Kattan, WHK Lam, M Salari… - … research part C: emerging …, 2022 - Elsevier
This paper proposes a new data-driven impact area vulnerability analysis approach that
considers both the probability of impact of incidents and their resulting effects on an impact …

Spatiotemporal traffic network analysis: technology and applications

H Zhou, K Hirasawa - Knowledge and information systems, 2019 - Springer
The rapid development of intelligent transportation systems and the emergence of the
sharing economy have given rise to vast amounts of spatiotemporal data. Consequently …

Exploring the effect of built environment on spatiotemporal evolution of traffic congestion using a novel GTWR model: a case study of Hefei, China

H Liu, W Zhang, S Wang, Z Cheng, L Wei… - Transportation …, 2024 - Taylor & Francis
Understanding the impact of the built environment on traffic congestion can provide reliable
references for alleviating traffic congestion. Previous research has explored traffic …

Incorporating multiple congestion levels into spatiotemporal analysis for the impact of a traffic incident

Z Zheng, X Qi, Z Wang, B Ran - Accident Analysis & Prevention, 2021 - Elsevier
Traffic incidents occurring on the road interrupt the smooth mobility of traffic flow and lead to
traffic congestion. Although there has been a proliferation of studies that attempt to estimate …

Effective and unburdensome forecast of highway traffic flow with adaptive computing

MAC Alves, RLF Cordeiro - Knowledge-Based Systems, 2021 - Elsevier
Given traffic flow measurements for one highway, how to forecast its flow in future periods?
Recent works in traffic forecast propose burdensome procedures by depending on …

Crosstown traffic-supervised prediction of impact of planned special events on urban traffic

N Tempelmeier, S Dietze, E Demidova - GeoInformatica, 2020 - Springer
Large-scale planned special events in cities including concerts, football games and fairs can
significantly impact urban mobility. The lack of reliable models for understanding and …

Modeling the evolution of incident impact in urban road networks by leveraging the spatiotemporal propagation of shockwaves

Z Wang, Z Zheng, X Chen, W Ma, H Yang - Transportation Research Part C …, 2024 - Elsevier
Traffic incidents bring disruptions to the smooth movement of vehicles and have a spillover
effect on the traffic in urban road networks. Although there has been a large number of …