Road Traffic Management: Control of Intersections.

Chaymae Chouiekh, Ali Yahyaouy, My Abdelouahed Sabri, Abdellah Aarab, Badraddine Aghoutane

2021

Abstract

The road traffic problem is a social and economic enigma that contributes to a permanent increase in mortality rate so that traffic management in main road networks has become a significant challenge in many systems. To solve this problem, there are many solutions to manage intersections as they are leading causes of congestion generation, especially in the parts of space shared by vehicles. The most straightforward and most well-known solutions are the traffic lights and the "STOP" signs, which generally promote one flow over another. Such events cause delays for vehicles because they force them to stop frequently and for varying periods. If vehicles flows are significant, these local delays can lead to congestion. For this reason, this research is interested in studying the problem of vehicle intersections where we present a reinforcement learning model that is the development and implementation of one of the reinforcement learning algorithms (Q-learning) to simulate road traffic using the SUMO road traffic simulator.

Download


Paper Citation


in Harvard Style

Chouiekh C., Yahyaouy A., Sabri M., Aarab A. and Aghoutane B. (2021). Road Traffic Management: Control of Intersections.. In Proceedings of the 2nd International Conference on Big Data, Modelling and Machine Learning - Volume 1: BML, ISBN 978-989-758-559-3, pages 239-243. DOI: 10.5220/0010731800003101


in Bibtex Style

@conference{bml21,
author={Chaymae Chouiekh and Ali Yahyaouy and My Abdelouahed Sabri and Abdellah Aarab and Badraddine Aghoutane},
title={Road Traffic Management: Control of Intersections.},
booktitle={Proceedings of the 2nd International Conference on Big Data, Modelling and Machine Learning - Volume 1: BML,},
year={2021},
pages={239-243},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0010731800003101},
isbn={978-989-758-559-3},
}


in EndNote Style

TY - CONF

JO - Proceedings of the 2nd International Conference on Big Data, Modelling and Machine Learning - Volume 1: BML,
TI - Road Traffic Management: Control of Intersections.
SN - 978-989-758-559-3
AU - Chouiekh C.
AU - Yahyaouy A.
AU - Sabri M.
AU - Aarab A.
AU - Aghoutane B.
PY - 2021
SP - 239
EP - 243
DO - 10.5220/0010731800003101