Toward a thousand lights: Decentralized deep reinforcement learning for large-scale traffic signal control
Traffic congestion plagues cities around the world. Recent years have witnessed an
unprecedented trend in applying reinforcement learning for traffic signal control. However …
unprecedented trend in applying reinforcement learning for traffic signal control. However …
Operational performance evaluation of adaptive traffic control systems: A Bayesian modeling approach using real-world GPS and private sector PROBE data
ZH Khattak, MJ Magalotti… - Journal of Intelligent …, 2020 - Taylor & Francis
This evaluation ascertained the operational impacts of the SUTRAC (Scalable Urban Traffic
Control) Adaptive Signal Control Technology (ASCT) in an urban corridor consisting of 23 …
Control) Adaptive Signal Control Technology (ASCT) in an urban corridor consisting of 23 …
Comparative study of simulated annealing, tabu search, and the genetic algorithm for calibration of the microsimulation model
Microsimulation modeling is one of the contemporary techniques that has potential to
perform complex transportation studies faster, safer, and in a less expensive manner …
perform complex transportation studies faster, safer, and in a less expensive manner …
Statistical study of the impact of adaptive traffic signal control on traffic and transit performance
C Slavin, W Feng, M Figliozzi… - Transportation …, 2013 - journals.sagepub.com
The Sydney Coordinated Adaptive Traffic System (SCATS) is designed to improve mobility
on congested corridors with variable demand; SCATS is expected to improve transit …
on congested corridors with variable demand; SCATS is expected to improve transit …
Internet of Things network cognition and traffic management system
A Sharif, JP Li, MI Sharif - Cluster Computing, 2019 - Springer
In a world of ever increasing technological diversity and an advancing 'Internet of
Things'(IoTs), business landscapes are changing. New conditions alter the way in which …
Things'(IoTs), business landscapes are changing. New conditions alter the way in which …
Recursive least-squares temporal difference learning for adaptive traffic signal control at intersection
This paper presents a new method to solve the scheduling problem of adaptive traffic signal
control at intersection. The method involves recursive least-squares temporal difference …
control at intersection. The method involves recursive least-squares temporal difference …
Evaluating robustness of signal timings for varying traffic flows
A Stevanovic, C Kergaye… - Transportation research …, 2011 - journals.sagepub.com
Traffic signal systems are usually retimed on the basis of sampled traffic counts. Yet limited
traffic data may not represent typical conditions for optimizing traffic signal systems. When …
traffic data may not represent typical conditions for optimizing traffic signal systems. When …
[PDF][PDF] Comparative assessment of arterial operations under conventional time-of-day and adaptive traffic signal control.
This paper compares three principal arterial corridors in Alabama under both conventional
and adaptive traffic signal control (ATSC). The corridors differ in their physical and …
and adaptive traffic signal control (ATSC). The corridors differ in their physical and …
Long-term benefits of adaptive traffic control under varying traffic flows during weekday peak hours
A Stevanovic, C Kergaye… - Transportation research …, 2012 - journals.sagepub.com
When adaptive traffic control systems (ATCSs) are evaluated, traffic signal engineers and
practitioners often collect data for a few weeks before and after installation. Benefits are then …
practitioners often collect data for a few weeks before and after installation. Benefits are then …
Analytical techniques for evaluating the implementation of adaptive traffic signal control systems
Adaptive traffic signal control (ATCS) reduces congestion, improves travel time reliability,
and prolongs the effectiveness of traffic signal timing. The objective of this paper is to …
and prolongs the effectiveness of traffic signal timing. The objective of this paper is to …