Smart Traffic Light Design Based on Histogram of Oriented Gradient and Support Vector Machine

Yuliadi Erdani, Hendy Rudiansyah, Zahra Dhiyah Nafisa

2022

Abstract

Traffic congestion is one of the frequent problems in big cities, especially at intersections. Congestion occurs because the setting time of traffic lights installed still using the fixed timing without consider to the ups and downs of vehicle density that have the potential to cause congestion. To reduce these problems, the traffic light timing system must be in accordance with the circumstances in each intersection path. In this study, a traffic light simulation was made using the Histogram of Oriented Gradient (HOG) and Support Vector Machine (SVM) methods to detect vehicles that would determine the level of vehicle density. Webster method used to determine the duration of the traffic light based on the parameters of the density of vehicle. The output of this simulation is in the form in traffic light prototype that is controlled by NodeMCU and monitored by an application.

Paper Citation

in Harvard Style

Erdani Y., Rudiansyah H. and Dhiyah Nafisa Z. (2022). Smart Traffic Light Design Based on Histogram of Oriented Gradient and Support Vector Machine. In Proceedings of the 5th International Conference on Applied Science and Technology on Engineering Science - Volume 1: iCAST-ES; ISBN 978-989-758-619-4, SciTePress, pages 176-181. DOI: 10.5220/0011738000003575

in Bibtex Style

@conference{icast-es22,
author={Yuliadi Erdani and Hendy Rudiansyah and Zahra Dhiyah Nafisa},
title={Smart Traffic Light Design Based on Histogram of Oriented Gradient and Support Vector Machine},
booktitle={Proceedings of the 5th International Conference on Applied Science and Technology on Engineering Science - Volume 1: iCAST-ES},
year={2022},
pages={176-181},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0011738000003575},
isbn={978-989-758-619-4},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 5th International Conference on Applied Science and Technology on Engineering Science - Volume 1: iCAST-ES
TI - Smart Traffic Light Design Based on Histogram of Oriented Gradient and Support Vector Machine
SN - 978-989-758-619-4
AU - Erdani Y.
AU - Rudiansyah H.
AU - Dhiyah Nafisa Z.
PY - 2022
SP - 176
EP - 181
DO - 10.5220/0011738000003575
PB - SciTePress