MODELING HIGHWAY SAFETY: OPTIMAL DESIGN OF HORIZONTAL CURVES BASED ON MACHINE LEARNING

Authors

DOI:

https://doi.org/10.30888/2709-2267.2025-31-00-022

Keywords:

AI-augmented reliability modeling, horizontal curves, highways, machine learning, design, predictive speed analytic, road traffic, congestion, convolutional neural network (CNN).

Abstract

Highway fatalities on horizontal curves persist due to discrepancies between driver behavior and rigid geometric design standards. This study introduces an artificial intelligence (AI)-augmented reliability framework to quantify safety risks by synthesizi

References

Nadimi N., Fathipour H., Sheykhfard A. / Assessing safety in horizontal curves using surrogate safety measures and machine learning / Scientific Reports, April 202515(1) / DOI:10.1038/s41598-025-97384-7, URL:

https://www.researchgate.net/publication/390697101_Assessing_safety_in_horizontal_curves_using_surrogate_safety_measures_and_machine_learning

Balashova Yu.B., Balashov A.O. / Оptimal control and differential geometry approaches to highway vertical curve design using artificial intelligence techniques / International periodic scientific journal "SWorldJournal" ISSN 2663-5712, Issue №28, Part 1, November 2024, Svishtov, Bulgaria, р. 119-122.

URL: https://doi.org/10.30888/2663-5712.2024-28-00-041

https://www.sworldjournal.com/index.php/swj/issue/view/swj28-01/swj28-01

https:// www.sworldjournal.com/index.php/swj/article/view/swj28-00-041

Balashova Yu., Balashov A. / Enhancing traffic safety at road intersections with artificial intelligence // Current trends in scientific research development. Proceedings of the 7th International scientific and practical conference. BoScience Publisher. Boston, USA. 2025. Pp. 151-156. URL: https://sci-conf.com.ua/vii-mizhnarodna-naukovo-praktichna-konferentsiya-current-trends-in-scientific-research-development-13-15-02-2025-boston-ssha-arhiv/.

Silva P.B., Andrade M., Ferreira S. / Machine learning applied to road safety modeling: A systematic literature review / Journal of Traffic and Transportation Engineering (English Edition) / Volume 7, Issue 6, December 2020, Pages 775-790.

URL: https://doi.org/10.1016/j.jtte.2020.07.004

https://www.sciencedirect.com/science/article/pii/S2095756420301410

Balashova Yu.B., Balashov A.O. / AI-driven optimization for traffic safety:

predicting and preventing collisions at road intersections using machine learning / International periodic scientific journal «Modern engineering and innovative technologies» ISSN 2567-5273, Issue №37, Part 2, February 2025, Karlsruhe, Germany, р. 91-99. / URL: https://doi.org/10.30890/2567-5273.2025-37-02-040 /

https://www.moderntechno.de/index.php/meit/issue2025-37

https://www.moderntechno.de/index.php/meit/issue/view/meit37-02

http://www.moderntechno.de/index.php/meit/article/view/meit37-02-040

Balashova Yu., Balashov A. / Revolutionizing transportation networks: AI-enabled solutions for next-generation highway systems / Сonference proceedings «SW-Us conference proceedings» "Organization of scientific research in modern conditions ‘2025", 1(usc30-00), No 30, March 2025, р. 29-33 /

DOI: https://doi.org/10.30888/2709-2267.2025-30-00-014 /

https://www.proconference.org/index.php/usc/article/view/usc30-01-014

https://www.proconference.org/index.php/usc/issue/view/usc30-00/usc30-00

Balashov А. / Attention-integrated convolutional neural networks for enhanced image classification: a comprehensive theoretical and empirical analysis / International periodic scientific journal "Modern engineering and innovative technologies" ISSN 2567-5273, Issue №35, Part 2, October 2024, Karlsruhe, Germany, р. 18-27. / URL: https://doi.org/10.30890/2567-5273.2024-35-00-030

http:// www.moderntechno.de/index.php/meit/article/view/meit35-00-030

https://www.moderntechno.de/index.php/meit/issue/view/meit35-02/meit35-02

Balashov A. Enhancing image classification with attention-integrated convolutional neural networks: a сomprehensive theoretical and empirical study // Current trends in scientific research development. Proceedings of the 4th International scientific and practical conference. BoScience Publisher. Boston, USA. 2024. Pp. 161-166. URL: https://sci-conf.com.ua/iv-mizhnarodna-naukovo-praktichna-konferentsiya-current-trends-in-scientific-research-development-14-16-11-2024-boston-ssha-arhiv/

Published

2025-05-30

How to Cite

Balashova, Y., & Balashov, A. (2025). MODELING HIGHWAY SAFETY: OPTIMAL DESIGN OF HORIZONTAL CURVES BASED ON MACHINE LEARNING. Sworld-Us Conference Proceedings, 1(usc31-00), 37–41. https://doi.org/10.30888/2709-2267.2025-31-00-022