A coordinated ramp metering framework based on heterogeneous causal inference

C Peng, C Xu - Computer‐Aided Civil and Infrastructure …, 2023 - Wiley Online Library
The coordinated ramp metering strategy aims to enhance the traffic flow on freeways by
integrating the effects of multiple on‐ramps. The success of this strategy depends heavily on …

Coordinated traffic responsive ramp metering strategies-an assessment based on previous studies

MA Hadi - 12th World Congress on Intelligent Transport …, 2005 - trid.trb.org
Coordinated ramp metering strategies have been suggested as more effective measures
than local ramp metering when there are multiple congestion bottlenecks on the freeway …

[HTML][HTML] A novel ramp metering approach based on machine learning and historical data

S Ghanbartehrani, A Sanandaji, Z Mokhtari… - Machine Learning and …, 2020 - mdpi.com
The random nature of traffic conditions on freeways can cause excessive congestion and
irregularities in the traffic flow. Ramp metering is a proven effective method to maintain …

A deep reinforcement learning approach for ramp metering based on traffic video data

B Liu, Y Tang, Y Ji, Y Shen, Y Du - Journal of Advanced …, 2021 - Wiley Online Library
Ramp metering that uses traffic signals to regulate vehicle flows from the on‐ramps has
been widely implemented to improve vehicle mobility of the freeway. Previous studies …

Developing an area-wide system for coordinated ramp meter control.

Y Wang, KA Perrine, Y Lao - 2008 - rosap.ntl.bts.gov
Ramp metering has been broadly accepted and deployed as an effective countermeasure
against both recurrent and non-recurrent congestion on freeways. However, many current …

A dynamic self-improving ramp metering algorithm based on multi-agent deep reinforcement learning

F Deng, J Jin, Y Shen, Y Du - Transportation Letters, 2023 - Taylor & Francis
We present a novel ramp metering algorithm that incorporates multi-agent deep
reinforcement learning (DRL) techniques, which utilizes monitoring data from loop detectors …

A transfer learning framework for proactive ramp metering performance assessment

X Ma, A Cottam, MRR Shaon, YJ Wu - arXiv preprint arXiv:2308.03542, 2023 - arxiv.org
Transportation agencies need to assess ramp metering performance when deploying or
expanding a ramp metering system. The evaluation of a ramp metering strategy is primarily …

A micro-simulation study on proactive coordinated ramp metering for relieving freeway congestion

X Wang, TZ Qiu, L Niu, R Zhang… - Canadian Journal of …, 2016 - cdnsciencepub.com
To relieve freeway congestion during peak periods, ramp metering (RM) is often
implemented to control the input flow from onramps on freeways. Many studies focus on …

Literature review of advancements in adaptive ramp metering

K Shaaban, MA Khan, R Hamila - Procedia Computer Science, 2016 - Elsevier
Over a period spanning more than 30 years, several ramp metering algorithms have been
developed to improve the operation of freeways. Many of these algorithms were deployed in …

Comparative analysis of probe‐based ramp metering with detector‐based and pretimed ramp metering

L Kattan, S Saidi - Journal of Advanced Transportation, 2013 - Wiley Online Library
In this paper, a probe‐based adaptive ramp metering approach has been developed and
compared with a detector‐based and pretimed ramp metering approaches using …