Research Article
BibTex RIS Cite

Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province

Year 2024, Volume: 8 Issue: 2, 235 - 252, 30.12.2024
https://doi.org/10.47897/bilmes.1602255

Abstract

The COVID-19 pandemic profoundly impacted social dynamics and individuals' lifestyles worldwide, leading to significant changes in traffic density and vehicle usage habits. This study analyzes the changes in urban traffic density and individual vehicle usage habits in Balıkesir province during the pandemic period (2021-2022) and the post-pandemic normalization period (2023-2024). Within the scope of the research, vehicle passage densities at 19 signalized intersections in the city center of Balıkesir were examined, and predictive models were created using machine learning methods such as linear regression and the Random Forest algorithm. The findings reveal that traffic flows in economically active areas, such as industrial zones, were less affected by the pandemic, whereas traffic density significantly decreased in commercial and social centers. Additionally, an increase in individual vehicle usage and a decline in public transportation preferences during the pandemic period were observed. The study also explores recovery trends in post-pandemic traffic flow and intersection-based differences in detail. This study underscores the importance of traffic data obtained during the pandemic for sustainable traffic management and transportation planning. At the end of the study, solutions such as the integration of intelligent traffic systems, the promotion of environmentally friendly transportation modes, and increasing the appeal of public transportation systems were proposed. These findings are expected to guide decision-makers in improving urban traffic dynamics and preparing for similar crises in the future.

References

  • [1] T. Sancar ve F. Yalman, “The Effect of Fear of COVID-19 on Demonstrating Personal Health Behavior and Prosocial Behavior”, ISVOS, c. 6, sy. 2, ss. 73–80, 2022, doi: 10.47897/bilmes.1174680.
  • [2] Shahin, H., Yetişkul, E. (2021). Kentsel Ulaşım, Salgınlar ve Covid-19: Ankara Toplu Taşıma Sistemi, İDEALKENT, (COVID-19 Sonrası Kentsel Kamusal Mekânların Dönüşümü), pp. 415-451. https://doi.org/10.31198/idealkent.880890. 2021.
  • [3] Türkiye İstatistik Kurumu (TÜİK), “Motorlu kara taşıtları bülteni,” Türkiye İstatistik Kurumu Yayınları, Nisan 2021. [Online]. Available: https://www.tuik.gov.tr.
  • [4] A. Dağlı, S. Aydın, ve O. Çoruh, “Türkiye'deki ana arterlerde COVID-19 etkisi: Antalya örneği,” Journal of Urban Mobility, vol. 5, no. 3, pp. 54-70, 2021.
  • [5] Y. Wang, Q. Zhang, ve B. Wolshon, “Estimating long-term and short-term impact of COVID-19 activity restriction on regional highway traffic demand: A case study in Zhejiang Province, China., 2023.
  • [6] C. Cruz ve M. Sarmento, “The Impact of COVID-19 on Highway Traffic and Management: The Case Study of an Operator Perspective, 2021.
  • [7] Uğur Eren Uzar, Türkiye Genelinde Covid-19 Salgınının Seyahat Davranışlarına Etkisinin İncelenmesi ,pp 2 2023.
  • [8] H. Asari, “Decreased traffic volume during COVID-19 did not reduce roadkill on fenced highway network in Japan, 2021.
  • [9] S. Kawathekar ve R. Bakde, “Traffic Count Analysis during COVID-19: Case Study of Toll Plazas under Project Highway along Nagpur- Jabalpur National Highway (NH44) near Nagpur, India, 2022.
  • [10] G. Karahan, Pandemi Döneminde İstanbul'da İşe Ulaşma Yöntemleri | Commuting to Work in Istanbul During the Pandemic Period, 2021.
  • [11] J. Hughes, D. T. Kaffine, ve B. M. Kaffine Decline in Traffic Congestion Increased Crash Severity in the Wake of COVID-19, 2022.
  • [12] M. Gu, S. Sun, F. Jian ve X. Liu, Analysis of Changes in Intercity Highway Traffic Travel Patterns under the Impact of COVID-19, 2021.
  • [13] M. Akı yaman, A. E. Erbaş , ve P. Alpkökin, COVID-19 sonrası kentlerde ulaşım planlamasında ara toplu taşımanın önemi, 2023.
  • [14] J. De Vos, he effect of COVID-19 and subsequent social distancing on travel behavior, 2020.
  • [15] M.M.. Akmaz, “Konya’nın Önemli Sinyalize Kavşaklarının Bilgisayar Programı İle İncelenmesi 2012.
  • [16] Y.N. Gülgeç, Sinyalize Kavşaklarda Trafik Akim Etkileşimleri Ve Bulanik Mantik Ile Değerlendirilmesi Balikesir Örneği, 2019.
  • [17] A.C. Demiral, “Antalya İli Muratpaşa İlçesinde Sinyalize Kavşak Analizi Örnek Çalışması, 2019
  • [18] Ç. Bozkurt, “Kırıkkale Kent Merkezinde Sinyalize Kavşakların İncelenmesi; Samsun Bulvarı Örneği ,2010
  • [19] Türkiye İstatistik Kurumu (TÜİK), “Türkiye’nin nüfus ve ulaşım istatistikleri,” Türkiye İstatistik Kurumu Yayınları, 2023. [Online]. Available: https://www.tuik.gov.tr.
  • [20] Balıkesir Büyükşehir Belediyesi (BBB), “Kent Rehberi,” Balıkesir Büyükşehir Belediyesi Yayınları, 2024.
  • [21] Balıkesir Büyükşehir Belediyesi (BBB), “Balıkesir Şehir İçi Trafik Planlaması Raporu,” Balıkesir Büyükşehir Belediyesi Yayınları, 2020.
  • [22] Balıkesir Büyükşehir Belediyesi (BBB), “Ulaşım Master Planı (UAP),” Balıkesir Büyükşehir Belediyesi Yayınları, 2018.
  • [23] Balıkesir Büyükşehir Belediyesi (BBB), “Balıkesir Ulaşım Master Planı,” Balıkesir Büyükşehir Belediyesi Yayınları, 2018.
  • [24] C. Turan, Sinyalize Dönel Kavşaklarin Trafik Mikrosimülasyon Yöntemi Ile Modellenmesi Ve Iyileştirme Önerilerinin Analizi, 2019.
  • [25] H.N. Jiman ve N.A. Hussein, “TRAFFIC ASSESSMENT AND OPTIMIZATION AT SIGNALIZED INTERSECTIONS: A REVIEW STUDY, 2022.
  • [26] Murat, Y., Ş.,Denizli Şehiriçi Kavşaklardaki Trafik Akımlarının Bilgisayarlarla İncelenmesi, Yüksek Lisans Tezi, Pamukkale Üniversitesi Fen Bilimleri Enstitüsü, 6-21, (1996).
  • [27] Liu, Z. A survey of intelligence methods in urban traffic signal control. IJCSNS International Journal of Computer Science and Network Security, 7(7), 105-112. (2007).
  • [28] T. Özkul, 10.Yıl Arterindeki 3 Eş Düzey Sinyalize Kavşağın Akıllı Kavşak Performanslarının İncelenmesi,2023
  • [29] Qihui Li, Qiang Bai , Aihui Hu, Zhoulin Yu, and Shixiang Yan, How Does COVID-19 Affect Traffic on Highway Network: Evidence from Yunnan Province, China 2022.
  • [30] Eşref Güçlü, Van Kent İçi Ulaşımında Akıllı Kavşak Yönetimi İçin Bir Planlama Çalışması, 2016

Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province

Year 2024, Volume: 8 Issue: 2, 235 - 252, 30.12.2024
https://doi.org/10.47897/bilmes.1602255

Abstract

The COVID-19 pandemic profoundly impacted social dynamics and individuals' lifestyles worldwide, leading to significant changes in traffic density and vehicle usage habits. This study analyzes the changes in urban traffic density and individual vehicle usage habits in Balıkesir province during the pandemic period (2021-2022) and the post-pandemic normalization period (2023-2024). Within the scope of the research, vehicle passage densities at 19 signalized intersections in the city center of Balıkesir were examined, and predictive models were created using machine learning methods such as linear regression and the Random Forest algorithm. The findings reveal that traffic flows in economically active areas, such as industrial zones, were less affected by the pandemic, whereas traffic density significantly decreased in commercial and social centers. Additionally, an increase in individual vehicle usage and a decline in public transportation preferences during the pandemic period were observed. The study also explores recovery trends in post-pandemic traffic flow and intersection-based differences in detail. This study underscores the importance of traffic data obtained during the pandemic for sustainable traffic management and transportation planning. At the end of the study, solutions such as the integration of intelligent traffic systems, the promotion of environmentally friendly transportation modes, and increasing the appeal of public transportation systems were proposed. These findings are expected to guide decision-makers in improving urban traffic dynamics and preparing for similar crises in the future.

References

  • [1] T. Sancar ve F. Yalman, “The Effect of Fear of COVID-19 on Demonstrating Personal Health Behavior and Prosocial Behavior”, ISVOS, c. 6, sy. 2, ss. 73–80, 2022, doi: 10.47897/bilmes.1174680.
  • [2] Shahin, H., Yetişkul, E. (2021). Kentsel Ulaşım, Salgınlar ve Covid-19: Ankara Toplu Taşıma Sistemi, İDEALKENT, (COVID-19 Sonrası Kentsel Kamusal Mekânların Dönüşümü), pp. 415-451. https://doi.org/10.31198/idealkent.880890. 2021.
  • [3] Türkiye İstatistik Kurumu (TÜİK), “Motorlu kara taşıtları bülteni,” Türkiye İstatistik Kurumu Yayınları, Nisan 2021. [Online]. Available: https://www.tuik.gov.tr.
  • [4] A. Dağlı, S. Aydın, ve O. Çoruh, “Türkiye'deki ana arterlerde COVID-19 etkisi: Antalya örneği,” Journal of Urban Mobility, vol. 5, no. 3, pp. 54-70, 2021.
  • [5] Y. Wang, Q. Zhang, ve B. Wolshon, “Estimating long-term and short-term impact of COVID-19 activity restriction on regional highway traffic demand: A case study in Zhejiang Province, China., 2023.
  • [6] C. Cruz ve M. Sarmento, “The Impact of COVID-19 on Highway Traffic and Management: The Case Study of an Operator Perspective, 2021.
  • [7] Uğur Eren Uzar, Türkiye Genelinde Covid-19 Salgınının Seyahat Davranışlarına Etkisinin İncelenmesi ,pp 2 2023.
  • [8] H. Asari, “Decreased traffic volume during COVID-19 did not reduce roadkill on fenced highway network in Japan, 2021.
  • [9] S. Kawathekar ve R. Bakde, “Traffic Count Analysis during COVID-19: Case Study of Toll Plazas under Project Highway along Nagpur- Jabalpur National Highway (NH44) near Nagpur, India, 2022.
  • [10] G. Karahan, Pandemi Döneminde İstanbul'da İşe Ulaşma Yöntemleri | Commuting to Work in Istanbul During the Pandemic Period, 2021.
  • [11] J. Hughes, D. T. Kaffine, ve B. M. Kaffine Decline in Traffic Congestion Increased Crash Severity in the Wake of COVID-19, 2022.
  • [12] M. Gu, S. Sun, F. Jian ve X. Liu, Analysis of Changes in Intercity Highway Traffic Travel Patterns under the Impact of COVID-19, 2021.
  • [13] M. Akı yaman, A. E. Erbaş , ve P. Alpkökin, COVID-19 sonrası kentlerde ulaşım planlamasında ara toplu taşımanın önemi, 2023.
  • [14] J. De Vos, he effect of COVID-19 and subsequent social distancing on travel behavior, 2020.
  • [15] M.M.. Akmaz, “Konya’nın Önemli Sinyalize Kavşaklarının Bilgisayar Programı İle İncelenmesi 2012.
  • [16] Y.N. Gülgeç, Sinyalize Kavşaklarda Trafik Akim Etkileşimleri Ve Bulanik Mantik Ile Değerlendirilmesi Balikesir Örneği, 2019.
  • [17] A.C. Demiral, “Antalya İli Muratpaşa İlçesinde Sinyalize Kavşak Analizi Örnek Çalışması, 2019
  • [18] Ç. Bozkurt, “Kırıkkale Kent Merkezinde Sinyalize Kavşakların İncelenmesi; Samsun Bulvarı Örneği ,2010
  • [19] Türkiye İstatistik Kurumu (TÜİK), “Türkiye’nin nüfus ve ulaşım istatistikleri,” Türkiye İstatistik Kurumu Yayınları, 2023. [Online]. Available: https://www.tuik.gov.tr.
  • [20] Balıkesir Büyükşehir Belediyesi (BBB), “Kent Rehberi,” Balıkesir Büyükşehir Belediyesi Yayınları, 2024.
  • [21] Balıkesir Büyükşehir Belediyesi (BBB), “Balıkesir Şehir İçi Trafik Planlaması Raporu,” Balıkesir Büyükşehir Belediyesi Yayınları, 2020.
  • [22] Balıkesir Büyükşehir Belediyesi (BBB), “Ulaşım Master Planı (UAP),” Balıkesir Büyükşehir Belediyesi Yayınları, 2018.
  • [23] Balıkesir Büyükşehir Belediyesi (BBB), “Balıkesir Ulaşım Master Planı,” Balıkesir Büyükşehir Belediyesi Yayınları, 2018.
  • [24] C. Turan, Sinyalize Dönel Kavşaklarin Trafik Mikrosimülasyon Yöntemi Ile Modellenmesi Ve Iyileştirme Önerilerinin Analizi, 2019.
  • [25] H.N. Jiman ve N.A. Hussein, “TRAFFIC ASSESSMENT AND OPTIMIZATION AT SIGNALIZED INTERSECTIONS: A REVIEW STUDY, 2022.
  • [26] Murat, Y., Ş.,Denizli Şehiriçi Kavşaklardaki Trafik Akımlarının Bilgisayarlarla İncelenmesi, Yüksek Lisans Tezi, Pamukkale Üniversitesi Fen Bilimleri Enstitüsü, 6-21, (1996).
  • [27] Liu, Z. A survey of intelligence methods in urban traffic signal control. IJCSNS International Journal of Computer Science and Network Security, 7(7), 105-112. (2007).
  • [28] T. Özkul, 10.Yıl Arterindeki 3 Eş Düzey Sinyalize Kavşağın Akıllı Kavşak Performanslarının İncelenmesi,2023
  • [29] Qihui Li, Qiang Bai , Aihui Hu, Zhoulin Yu, and Shixiang Yan, How Does COVID-19 Affect Traffic on Highway Network: Evidence from Yunnan Province, China 2022.
  • [30] Eşref Güçlü, Van Kent İçi Ulaşımında Akıllı Kavşak Yönetimi İçin Bir Planlama Çalışması, 2016
There are 30 citations in total.

Details

Primary Language English
Subjects Artificial Intelligence (Other)
Journal Section Articles
Authors

Kenan Eryilmaz 0009-0009-1399-7704

Abdullah Elen 0000-0003-1644-0476

Early Pub Date December 30, 2024
Publication Date December 30, 2024
Submission Date December 16, 2024
Acceptance Date December 27, 2024
Published in Issue Year 2024 Volume: 8 Issue: 2

Cite

APA Eryilmaz, K., & Elen, A. (2024). Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province. International Scientific and Vocational Studies Journal, 8(2), 235-252. https://doi.org/10.47897/bilmes.1602255
AMA Eryilmaz K, Elen A. Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province. ISVOS. December 2024;8(2):235-252. doi:10.47897/bilmes.1602255
Chicago Eryilmaz, Kenan, and Abdullah Elen. “Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province”. International Scientific and Vocational Studies Journal 8, no. 2 (December 2024): 235-52. https://doi.org/10.47897/bilmes.1602255.
EndNote Eryilmaz K, Elen A (December 1, 2024) Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province. International Scientific and Vocational Studies Journal 8 2 235–252.
IEEE K. Eryilmaz and A. Elen, “Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province”, ISVOS, vol. 8, no. 2, pp. 235–252, 2024, doi: 10.47897/bilmes.1602255.
ISNAD Eryilmaz, Kenan - Elen, Abdullah. “Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province”. International Scientific and Vocational Studies Journal 8/2 (December 2024), 235-252. https://doi.org/10.47897/bilmes.1602255.
JAMA Eryilmaz K, Elen A. Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province. ISVOS. 2024;8:235–252.
MLA Eryilmaz, Kenan and Abdullah Elen. “Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province”. International Scientific and Vocational Studies Journal, vol. 8, no. 2, 2024, pp. 235-52, doi:10.47897/bilmes.1602255.
Vancouver Eryilmaz K, Elen A. Changes in Traffic Density and Vehicle Usage Habits During and After the Pandemic in Balıkesir Province. ISVOS. 2024;8(2):235-52.


Creative Commons Lisansı


Creative Commons Atıf 4.0 It is licensed under an International License