Munikanan, V., Mustafa, N. A., Zakaria, R., Yahya, M. A. & Yusof, M. A. Assessment of green rural road criteria based on MyGreen rural road index (MyRRI): A case study in lumut perak. Paper presented at the 2nd International Conference on Advanced Civil Engineering and Smart Structures, Singapore, 11–14 (2022).
Cantisani, G., Borrelli, C., Del Serrone, G. & Peluso, P. Optimizing road safety inspections on rural roads. Infrastructures 8, 30. https://doi.org/10.3390/infrastructures8020030 (2023).
Ai, Q., Zhang, J. & Ye, Y. Strategies to enhance the level of service and safety of rural roads: A case study. PLoS One 19, e0300525. https://doi.org/10.1371/journal.pone.0300525 (2024).
Li, Q. et al. Evaluation of rural road traffic safety in Loess Plateau Gully Area of China. Sustainability 17, 721. https://doi.org/10.3390/su17020721 (2025).
Li, W. Sustainability constraints on rural road infrastructure. Sustainability 16, 7066. https://doi.org/10.3390/su16167066 (2024).
Leonardo, S. V., Álvaro, F. S., Araya, F., Noe, V. F. & Aner, M. S. Rural road assessment method for sustainable territorial development. Appl. Sci. 24, 11021. https://doi.org/10.3390/app142311021 (2024).
Ye, P., Jiang, T. & Zhan, H. Research on the detection algorithm of rural road surface damage based on image processing. Paper presented at the Proceedings of International Conference on Image, Vision and Intelligent Systems, Xi’an, China, 26–28 (2022).
Liu, C., Yao, Y. & Li, J. Research on lightweight GPR road surface disease image recognition and data expansion algorithm based on YOLO and GAN. Case Stud. Constr. Mater. 20, e02779. https://doi.org/10.1016/j.cscm.2023.e02779 (2024).
Sherpa, K. C. & Hannan, A. Analysis of rural connectivity and road network development in the Sikkim Himalaya, India. GeoJournal 88, 5661–5676. https://doi.org/10.1007/s10708-023-10922-6 (2023).
Ding, X., Ao, Y. & Bahmani, H. Child friendliness of rural school travel road: Improvement strategies based on rural children’s perception. J. Transp. Hth. 32, 101674. https://doi.org/10.1016/j.jth.2023.101674 (2023).
Sakala, E., Mwanaumo, E. M. & Chisumbe, S. Planning and designing standard of rural road construction in Lusaka Province: An exploratory study In (ed. Popkova, E. G.) (2020).
Lovri, I., Utura, B., Campisi, T., Canale, A. & Renčelj, M. Dependence of design hourly volume on the function and nature of traffic demand of rural roads. Paper presented at the 6th International Conference on Road and Rail Infrastructure, Pula, Croatia, 20–21 (2021).
Wang, Q. & Li, Y. Research on existing problems and solutions on last mile logistics under the context of rural revitalization in China. J. Hwy. Transp. Res. Dev. 18, 11–16. https://doi.org/10.26599/HTRD.2024.9480002 (2024).
Xu, H. et al. Multi-mode coordinated planning of urban and rural transportation under heterogeneous spatial interaction. Pol. J. Environ. Stud. 31, 4917–4933. https://doi.org/10.15244/pjoes/150458 (2022).
Tsigdinos, S. et al. Route planning for flexible bus services in regional cities and rural areas: Combining user preferences with spatial analysis. Future Transp. 4, 1476–1500. https://doi.org/10.3390/futuretransp4040071 (2024).
Hansson, J., Pettersson-Löfstedt, F., Svensson, H. & Wretstrand, A. Effects of rural bus stops on travel time and reliability. Pub. Transp. 14, 683–704. https://doi.org/10.1007/s12469-021-00281-1 (2022).
Xiao, H., Liang, X., Zheng, Y. & Xia, X. Analysis of bus accessibility based on GIS and big data of crowd – Taking Wansheng Economic Development Zone as an example. IOP Conf. Ser.: Earth Environ. Sci. 676, 012012. https://doi.org/10.1088/1755-1315/676/1/012012 (2021).
Rahman, J., Chakma, A., Rahman, H., Hossain, A. & Islam, T. Present status and prioritization of rural road accessibility: A case study of Sunamganj districts of Bangladesh. Multidiscip. Sci. J. 5, 2023003. https://doi.org/10.31893/multiscience.2023003 (2022).
Douglas, M. M., Ricardo, S. C., Samuel, V. C., Marcelo, F. P. & Nilson, T. R. N. A metaheuristic for the rural school bus routing problem with bell adjustment. Expert Syst. Appl. 180, 115086. https://doi.org/10.1016/j.eswa.2021.115086 (2021).
Danti, A. & Kulkarni, S. J. Y. An image processing approach to detect lanes, pot holes and recognize road signs in Indian roads. J. Model. Opt. 2, 658–662. https://doi.org/10.7763/IJMO.2012.V2.204 (2012).
Decker, R., Rice, R., Putnam, S. & Singer, S. Rural intelligent transportation system natural-hazard management on low-volume roads. Transp. Res. Rec. J. Transp. Res. Board 1819, 255–259. https://doi.org/10.3141/1819a-37 (2003).
Gaweesh, S. M., Ahmed, I. U. & Ahmed, M. M. Assessment of large trucks crash severity on a rural interstate road in Wyoming using decision trees and structural equation model. J. Transp. Eng. A Syst. 150, 5023008. https://doi.org/10.1061/JTEPBS.TEENG-7446 (2024).
Moll, S., Griselda, L. & Alfredo, G. Speed limit management on two-lane rural roads shared by drivers and cyclists to improve safety and traffic operation. Transp. Policy 147, 1–11. https://doi.org/10.1016/j.tranpol.2023.12.009 (2024).
Chen, C., Achtari, G., Majkut, K. & Sheu, J. B. Balancing equity and cost in rural transportation management with multi-objective utility analysis and data envelopment analysis: A case of Quinte West. Transp. Res. A Policy Pract. 95, 148–165. https://doi.org/10.1016/j.tra.2016.10.015 (2017).
Zhou, Y., Pang, Q. & Chang, X. Challenges, problems and countermeasures of rural passenger transport safety development in China under the background of strong transportation network. Transp. Res. 8, 40–50 (2022).
Istiqomah, K. N., Widodo, I. D., F., M. N. & Qurtubi, Q. Identifying improvement strategic from user application reviews group using K-means clustering and TF-IDF weighting. Inter. J. Artificial Intel. Res. 7, 152–159. https://doi.org/10.29099/ijair.v7i2.1062 (2023).
Lim, Y. Y., Seetha, L. M. B., Rahman, N. A. A. & Khalida, S. H. Efficiency test of K-means clustering algorithm on collaborative trip advisory and planning system. J. Adv. Res. Dyn. Control Syst. 11, 937–945. https://doi.org/10.5373/jardcs/v11sp11/20193118 (2019).
Mirzahossein, H. & Mashhadloo, M. Modeling the effect of autonomous vehicles (AVs) on the accessibility of the transportation network. Sci. Rep. 14, 9292. https://doi.org/10.1038/s41598-024-60069-8 (2024).
Mirzahossein, H., Bakhtiari, A., Kalantari, N. & Jin, X. Investigating mandatory and non-mandatory trip patterns based on socioeconomic characteristics and traffic analysis zone features using deep neural networks. Comput. Urban Sci. 2, 35. https://doi.org/10.1007/s43762-022-00063-w (2022).