An overview of reinforcement learning methods for variable speed limit control

K Kušić, E Ivanjko, M Gregurić, M Miletić - Applied Sciences, 2020 - mdpi.com
Variable Speed Limit (VSL) control systems are widely studied as solutions for improving
safety and throughput on urban motorways. Machine learning techniques, specifically …

Combined variable speed limit and lane change control for highway traffic

Y Zhang, PA Ioannou - IEEE Transactions on Intelligent …, 2016 - ieeexplore.ieee.org
Variable speed limit (VSL) control of highway traffic is expected to improve traffic mobility,
safety, and environment, especially during incidents. However, most existing VSL controllers …

Local feedback-based mainstream traffic flow control on motorways using variable speed limits

RC Carlson, I Papamichail… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
Recent research has proposed mainstream traffic flow control (MTFC), enabled via variable
speed limits (VSLs), as a novel motorway traffic management tool and has demonstrated its …

Traffic flow optimisation in presence of vehicle automation and communication systems–Part II: Optimal control for multi-lane motorways

C Roncoli, M Papageorgiou, I Papamichail - Transportation Research Part …, 2015 - Elsevier
Integrated motorway traffic flow control considering the use of Vehicle Automation and
Communication Systems (VACS) is considered in this paper. VACS may act both as sensors …

Optimal control for speed harmonization of automated vehicles

AA Malikopoulos, S Hong, BB Park… - IEEE Transactions on …, 2018 - ieeexplore.ieee.org
This paper addresses the problem of controlling the speed of a number of automated
vehicles before they enter a speed reduction zone on a freeway. We formulate the control …

Global versus local MPC algorithms in freeway traffic control with ramp metering and variable speed limits

JRD Frejo, EF Camacho - IEEE Transactions on intelligent …, 2012 - ieeexplore.ieee.org
This paper compares global and local model predictive control (MPC) algorithms in a traffic
network controlled by intelligent transportation system (ITS) signals (ramp metering and …

Feedback-based mainstream traffic flow control for multiple bottlenecks on motorways

GR Iordanidou, C Roncoli, I Papamichail… - IEEE Transactions …, 2014 - ieeexplore.ieee.org
Mainstream traffic flow control (MTFC) enabled via variable speed limits (VSLs) has been
investigated in previous studies, utilizing various control strategies. In this paper, an …

An analytical optimization approach to the joint trajectory and signal optimization problem for connected automated vehicles

S Soleimaniamiri, A Ghiasi, X Li, Z Huang - Transportation Research Part C …, 2020 - Elsevier
Traffic conflict points (eg, intersections, work-zones) cause travel delay, stop-and-go traffic,
and excessive energy consumption. Efforts have been taken to improve traffic conflict point …

Adaptive event-triggered platoon control under unreliable communication links

J Wang, F Ma, Y Yang, J Nie… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
The application of inter-vehicle wireless communication offers significant advantages in
terms of improving traffic efficiency and safety while also suffering from unreliable …

Integrated feedback ramp metering and mainstream traffic flow control on motorways using variable speed limits

RC Carlson, I Papamichail, M Papageorgiou - Transportation research part …, 2014 - Elsevier
Ramp metering (RM) is the most direct and efficient tool for the motorway traffic flow
management. However, because of the usually short length of the on-ramps, RM is typically …