IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v16y2024i3p1092-d1327598.html
   My bibliography  Save this article

Driving towards Sustainability: A Neural Network-Based Prediction of the Traffic-Related Effects on Road Users in the UAE

Author

Listed:
  • Haneen Abuzaid

    (Department of Industrial Engineering, American University of Sharjah, Sharjah 26666, United Arab Emirates)

  • Raghad Almashhour

    (Department of Industrial Engineering, American University of Sharjah, Sharjah 26666, United Arab Emirates)

  • Ghassan Abu-Lebdeh

    (Department of Civil Engineering, American University of Sharjah, Sharjah 26666, United Arab Emirates)

Abstract

Transportation is fundamental, granting access to goods, services, and economic opportunities. Ensuring sustainable transportation, especially in vehicular modes, is crucial for the pillars of social, economic, and environmental sustainability. High-traffic countries, like the United Arab Emirates (UAE), grapple with significant challenges to this end. This study delves into the repercussions of traffic-related incidents on UAE road users and their intricate links to the social and economic dimensions of sustainability. To achieve this, this work examines the influential demographic factors contributing to incidents, utilizing artificial neural network models to predict the likelihood of individuals experiencing traffic tickets and accidents. Findings reveal associations between gender, driving frequency, age, nationality, and reported incident frequency. Men experience more accidents and tickets than women. Age exhibits a negative linear relationship with incident occurrence, while driving experience shows a positive linear relationship. Nationalities and cultural backgrounds influence road users’ adherence to traffic rules. The predictive models in this study demonstrate their high accuracy, with 93.7% precision in predicting tickets and 95.8% in predicting accidents. These insights offer valuable information for stakeholders, including government entities, road users, contractors, and designers, contributing to the enhancement of the social and economic aspects of road sustainability.

Suggested Citation

  • Haneen Abuzaid & Raghad Almashhour & Ghassan Abu-Lebdeh, 2024. "Driving towards Sustainability: A Neural Network-Based Prediction of the Traffic-Related Effects on Road Users in the UAE," Sustainability, MDPI, vol. 16(3), pages 1-22, January.
    • Handle: RePEc:gam:jsusta:v:16:y:2024:i:3:p:1092-:d:1327598
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/16/3/1092/pdf
    Download Restriction: no
    File URL: https://www.mdpi.com/2071-1050/16/3/1092/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Oviedo-Trespalacios, Oscar, 2018. "Getting away with texting: Behavioural adaptation of drivers engaging in visual-manual tasks while driving," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 112-121.
    2. Ülengin, Füsun & Önsel, Sule & Ilker Topçu, Y. & Aktas, Emel & Kabak, Özgür, 2007. "An integrated transportation decision support system for transportation policy decisions: The case of Turkey," Transportation Research Part A: Policy and Practice, Elsevier, vol. 41(1), pages 80-97, January.
    3. Jones, Peter & Lucas, Karen, 2012. "The social consequences of transport decision-making: clarifying concepts, synthesising knowledge and assessing implications," Journal of Transport Geography, Elsevier, vol. 21(C), pages 4-16.
    4. Nejat Anbarci & Monica Escaleras & Charles A. Register, 2009. "Traffic fatalities: does income inequality create an externality?," Canadian Journal of Economics, Canadian Economics Association, vol. 42(1), pages 244-266, February.
    5. Mohammed H. Alzard & Munjed A. Maraqa & Rezaul Chowdhury & Qasim Khan & Francisco D. B. Albuquerque & Timur Ibrahim Mauga & Khaled Nazmi Aljunadi, 2019. "Estimation of Greenhouse Gas Emissions Produced by Road Projects in Abu Dhabi, United Arab Emirates," Sustainability, MDPI, vol. 11(8), pages 1-16, April.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Vallejo-Borda, Jose Agustin & Barchelot-Aceros, Laura Juliana & Barrero, German A. & Ortiz-Ramirez, Hernan Alberto & Pabón-Poches, Daysy Katherine & Silva-Fernández, Claudia Susana, 2023. "Addressing pedestrian perceived externalities influenced by motor vehicles: A perspective from curb space typologies," Transportation Research Part A: Policy and Practice, Elsevier, vol. 178(C).
    2. Cavoli, Clemence, 2021. "Accelerating sustainable mobility and land-use transitions in rapidly growing cities: Identifying common patterns and enabling factors," Journal of Transport Geography, Elsevier, vol. 94(C).
    3. Duvarci, Yavuz & Yigitcanlar, Tan & Mizokami, Shoshi, 2015. "Transportation disadvantage impedance indexing: A methodological approach to reduce policy shortcomings," Journal of Transport Geography, Elsevier, vol. 48(C), pages 61-75.
    4. Lin, Joanne Yuh-Jye & Jenelius, Erik & Cebecauer, Matej & Rubensson, Isak & Chen, Cynthia, 2023. "The equity of public transport crowding exposure," Journal of Transport Geography, Elsevier, vol. 110(C).
    5. Daniel Oviedo & Luis A. Guzman, 2020. "Revisiting Accessibility in a Context of Sustainable Transport: Capabilities and Inequalities in Bogotá," Sustainability, MDPI, vol. 12(11), pages 1-22, June.
    6. Collins, Timothy W. & Nadybal, Shawna & Grineski, Sara E., 2020. "Sonic injustice: Disparate residential exposures to transport noise from road and aviation sources in the continental United States," Journal of Transport Geography, Elsevier, vol. 82(C).
    7. Tyndall, Justin, 2021. "Pedestrian deaths and large vehicles," Economics of Transportation, Elsevier, vol. 26.
    8. Ana Gil Solá & Bertil Vilhelmson, 2018. "Negotiating Proximity in Sustainable Urban Planning: A Swedish Case," Sustainability, MDPI, vol. 11(1), pages 1-18, December.
    9. Morten Nyborg Støstad & Frank Cowell, 2021. "Inequality as an Externality: Consequences for Tax Design," PSE Working Papers halshs-03495989, HAL.
    10. Guzman, Luis A. & Cantillo-Garcia, Victor A. & Oviedo, Daniel & Arellana, Julian, 2023. "How much is accessibility worth? Utility-based accessibility to evaluate transport policies," Journal of Transport Geography, Elsevier, vol. 112(C).
    11. Oviedo-Trespalacios, Oscar & Truelove, Verity & Watson, Barry & Hinton, Jane A., 2019. "The impact of road advertising signs on driver behaviour and implications for road safety: A critical systematic review," Transportation Research Part A: Policy and Practice, Elsevier, vol. 122(C), pages 85-98.
    12. Santos, Lui­s & Coutinho-Rodrigues, João & Current, John R., 2008. "Implementing a multi-vehicle multi-route spatial decision support system for efficient trash collection in Portugal," Transportation Research Part A: Policy and Practice, Elsevier, vol. 42(6), pages 922-934, July.
    13. Ryan, Jean & Martens, Karel, 2023. "Defining and implementing a sufficient level of accessibility: What’s stopping us?," Transportation Research Part A: Policy and Practice, Elsevier, vol. 175(C).
    14. Kaplan, Sigal & Popoks, Dmitrijs & Prato, Carlo Giacomo & Ceder, Avishai (Avi), 2014. "Using connectivity for measuring equity in transit provision," Journal of Transport Geography, Elsevier, vol. 37(C), pages 82-92.
    15. Xia, Jianhong(Cecilia) & Nesbitt, Joshua & Daley, Rebekah & Najnin, Arfanara & Litman, Todd & Tiwari, Surya Prasad, 2016. "A multi-dimensional view of transport-related social exclusion: A comparative study of Greater Perth and Sydney," Transportation Research Part A: Policy and Practice, Elsevier, vol. 94(C), pages 205-221.
    16. Yu Jia & Yunqian Wang & Piao Li & Shuang Gao, 2024. "Economic Communication: The Influence of High-Speed Rail on Urban-Rural Income Inequality in China," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 174(1), pages 47-73, August.
    17. Massingue, Suzanna Allen & Oviedo, Daniel, 2021. "Walkability and the Right to the city: A snapshot critique of pedestrian space in Maputo, Mozambique," Research in Transportation Economics, Elsevier, vol. 86(C).
    18. Virág, Doris & Wiedenhofer, Dominik & Baumgart, André & Matej, Sarah & Krausmann, Fridolin & Min, Jihoon & Rao, Narasimha D. & Haberl, Helmut, 2022. "How much infrastructure is required to support decent mobility for all? An exploratory assessment," Ecological Economics, Elsevier, vol. 200(C).
    19. Abouelela, Mohamed & Durán-Rodas, David & Antoniou, Constantinos, 2024. "Do we all need shared E-scooters? An accessibility-centered spatial equity evaluation approach," Transportation Research Part A: Policy and Practice, Elsevier, vol. 181(C).
    20. Camila Soares Henrique Fontenele Garcia & Rosário Macário & Ezequiel Dantas de Araújo Girão Menezes & Carlos Felipe Grangeiro Loureiro, 2018. "Strategic Assessment of Lisbon’s Accessibility and Mobility Problems from an Equity Perspective," Networks and Spatial Economics, Springer, vol. 18(2), pages 415-439, June.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:16:y:2024:i:3:p:1092-:d:1327598. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.