Araştırma Makalesi

Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals

Cilt: 6 Sayı: 1 31 Mayıs 2023
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Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals

Öz

In the traffic network that we frequently use in our daily life, the primary demand of people has been to reduce the time they spend in traffic and to travel to the points they want to reach as quickly as possible. Developing countries want to meet this demand with the least cost in order to meet this demand. This study aims to manage the traffic network with the best times by optimizing the traffic signal durations in order to minimize the travel time for a road network chosen as a benchmark. For the optimization process, it is aimed to run a population-based heuristic algorithm with different numbers of individuals and obtain the best travel time. With the help of an open-source code traffic simulation program, which was run by modeling the benchmark road network, the received traffic data was also visually analyzed and compared. The effects of the heuristic algorithms applied with different numbers of individuals on the travel times according to the starting-destination points were examined before and after the optimization. As a result of the study, it has been observed that travel times and traffic signal times can be reduced with heuristic algorithms. Based on both numerical metrics and visual results, it has been determined that optimized traffic light durations give better results than non-optimized ones.

Anahtar Kelimeler

Kaynakça

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Ayrıntılar

Birincil Dil

İngilizce

Konular

Yapay Zeka

Bölüm

Araştırma Makalesi

Yayımlanma Tarihi

31 Mayıs 2023

Gönderilme Tarihi

8 Ağustos 2022

Kabul Tarihi

27 Aralık 2022

Yayımlandığı Sayı

Yıl 2023 Cilt: 6 Sayı: 1

Kaynak Göster

APA
Karakuzu, C., & Topal, E. (2023). Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals. Kocaeli Journal of Science and Engineering, 6(1), 78-88. https://doi.org/10.34088/kojose.1159113
AMA
1.Karakuzu C, Topal E. Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals. KOJOSE. 2023;6(1):78-88. doi:10.34088/kojose.1159113
Chicago
Karakuzu, Cihan, ve Emin Topal. 2023. “Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals”. Kocaeli Journal of Science and Engineering 6 (1): 78-88. https://doi.org/10.34088/kojose.1159113.
EndNote
Karakuzu C, Topal E (01 Mayıs 2023) Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals. Kocaeli Journal of Science and Engineering 6 1 78–88.
IEEE
[1]C. Karakuzu ve E. Topal, “Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals”, KOJOSE, c. 6, sy 1, ss. 78–88, May. 2023, doi: 10.34088/kojose.1159113.
ISNAD
Karakuzu, Cihan - Topal, Emin. “Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals”. Kocaeli Journal of Science and Engineering 6/1 (01 Mayıs 2023): 78-88. https://doi.org/10.34088/kojose.1159113.
JAMA
1.Karakuzu C, Topal E. Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals. KOJOSE. 2023;6:78–88.
MLA
Karakuzu, Cihan, ve Emin Topal. “Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals”. Kocaeli Journal of Science and Engineering, c. 6, sy 1, Mayıs 2023, ss. 78-88, doi:10.34088/kojose.1159113.
Vancouver
1.Cihan Karakuzu, Emin Topal. Optimization of Traffic Network Signal Durations with Heuristic Algorithm and the Effect of Number of Individuals. KOJOSE. 01 Mayıs 2023;6(1):78-8. doi:10.34088/kojose.1159113