Article
Allaby P., Hellinga B., Bullock M. (2007), Variable Speed Limits: Safety and Operational Impacts of a Candidate Control Strategy for Freeway Applications, IEEE Transactions on Intelligent Transportation Systems, 8(4), 671-680.
10.1109/TITS.2007.908562Arvin R., Kamrani M., Khattak A. J. (2019), The Role of Pre-crash Driving Instability in Contributing to Crash Intensity using Naturalistic Driving Data, Accident Analysis & Prevention, 132, 105226.
10.1016/j.aap.2019.07.002Bertini R. L., Boice S., Bogenberger K. (2006), Dynamics of Variable Speed Limit System Surrounding Bottleneck on German Autobahn, Transportation Research Record, 1978(1), 149-159.
10.1177/0361198106197800119De Pauw E., Daniels S., Franckx L., Mayeres I. (2018), Safety Effects of Dynamic Speed Limits on Motorways, Accident Analysis & Prevention, 114, 83-89.
10.1016/j.aap.2017.06.013Fang X., Péter T., Tettamanti T. (2023), Variable Speed Limit Control for the Motorway-urban Merging Bottlenecks using Multi-agent Reinforcement Learning, Sustainability, 15(14), 11464.
10.3390/su151411464Feng J., Lin K., Shi T., Wu Y., Wang Y., Zhang H., Tan H. (2024), Cooperative Traffic Optimization with Multi-agent Reinforcement Learning and Evolutionary Strategy: Bridging the Gap between Micro and Macro Traffic Control, Physica A: Statistical Mechanics and its Applications, 647, 129734.
10.1016/j.physa.2024.129734Fitzpatrick K., Carlson P., Brewer M. A., Wooldridge M. D., Miaou S. P. (2003), NCHRP report 504: Design Speed, Operating Speed, and Posted Speed Practices, Transportation Research Board of the National Academies, Washington, DC, 103.
Ha J. M., Moon G. (2015), An Application of K-means Clustering to Vehicle Routing Problems, Journal of Korean Society of Industrial and Systems Engineering, 38(3), 1-7.S
10.11627/jkise.2015.38.3.01Han C., Luk J., Pyta V., Cairney P. (2009), Best Practice for Variable Speed Limits: Literature Review, No.AP-R342/09.
Han L., Zhang L., Guo W. (2024), Multi-agent Deep Reinforcement Learning for Multi-lane Freeways Differential Variable Speed Limit Control in Mixed Traffic Environment, Transportation Research Record, 2678(9), 749-763.
10.1177/03611981241230524Hegyi A., Hoogendoorn S. P. (2010), Dynamic Speed Limit Control to Resolve Shock Waves on Freeways—Field Test Results of the SPECIALIST Algorithm, In 13th International IEEE Conference on Intelligent Transportation Systems, 519-524, IEEE.
10.1109/ITSC.2010.5624974Jain A. K. (2010), Data Clustering: 50 Years Beyond K-means, Pattern Recognition Letters, 31(8), 651-666.
10.1016/j.patrec.2009.09.011Jeong E. B., Oh C. (2011), Accident Rate Forecasting Model by Using Speed on Freeway, J. Korean Soc. Transp., 29(4), Korean Society of Transportation, 103-111.
Jeong S. W., Song M. S., Hwang S. C., Lee D. M., Wan T. K. (2022), An Investigation for Driving Behavior on the Exit-ramp Terminal in Urban Underground Roads Using a Driving Simulator, Journal of Korean Society of Intelligent Transport Systems, 21(1), 123-140.
10.12815/kits.2022.21.1.123Jo Y, Jung A. R., Park H. J., Park J. H., Oh C. (2022), Prioritizing Driving Safety Indicators using Real-world C-ITS Data to Identify Hazardous Freeway Sections, J. Korean Soc. Transp., 40(6), Korean Society of Transportation, 863-878.
10.7470/jkst.2022.40.6.863Kamrani M., Arvin R., Khattak A. J. (2018), Extracting Useful Information from Basic Safety Message Data: An Empirical Study of Driving Volatility Measures and Crash Frequency at Intersections, Transportation Research Record, 2672(38), 290-301.
10.1177/0361198118773869Kim S. Y., Choi J. S., Lee D. M., Jang T. Y. (2014), Model of Volume-Delay Formula to Assess Travel Time Savings of Underground Tunnel Roads, Korean Society of Civil Engineers Journal of Civil Engineering, 18(6), 1839-1846.
10.1007/s12205-014-0038-9Kummetha V. C., Khoda Bakhshi A., Concas S., Kourtellis A., Mohammadnazar A. (2024), Examining Individualistic Driving Volatility Changes During and One Year into the COVID-19 Pandemic Using Paneled Connected Vehicle Trajectories, Transportation Research Record, 2678(12), 434-449.
10.1177/03611981231158326PMC10064200MacQueen J. (1967), Multivariate observations, In Proceedings of the 5th Berkeley Symposium on Mathematical Statisticsand Probability, 1, 281-297.
Mahdinia I., Mohammadnazar A., Arvin R., Khattak A. J. (2021), Integration of Automated Vehicles in Mixed Traffic: Evaluating Changes in Performance of Following Human-Driven Vehicles, Accident Analysis & Prevention, 152, 106006.
10.1016/j.aap.2021.106006MK P. K., Manjaiah D. H., Ashwini K. M. (2024), Clustering Algorithms to Analyse Smart City Traffic Data, International Journal of Advanced Computer Science & Applications, 15(8).
10.14569/IJACSA.2024.0150811Mohammadnazar A., Patwary A. L., Moradloo N., Arvin R., Khattak A. J. (2022), Incorporating Driving Volatility Measures in Safety Performance Functions: Improving Safety at Signalized Intersections, Accident Analysis & Prevention, 178, 106872.M
10.1016/j.aap.2022.106872Na H. H., Park S. Y., Kim M.S., Kim D. G. (2024), Comparative Analysis of Traffic Accident Characteristics in Highway Tunnel and Non-tunnel Section, J. Korean Soc. Transp., 21(4), Korean Society of Transportation, 24-28.
Papageorgiou M., Kosmatopoulos E., Papamichail I. (2008), Effects of Variable Speed Limits on Motorway Traffic Flow, Transportation Research Record, 2047(1), 37-48.
10.3141/2047-05Park S. H., Lee J. K., Ko S. U. (2022), A Study on the Analysis of Underground Road Behavior Using VISSIM and VR Simulator, Journal of Digital Contents Society, 23(12), 2507-2516.
10.9728/dcs.2022.23.12.2507Park S. H., Lee J. K., Yang C. H., Lee J., Kang Y. K. (2021a), Derivation of Design Elements for Connection through Urban Underground using FGI Method, International journal of highway engineering, 23(2), 129-136.
10.7855/IJHE.2021.23.2.129Park S. H., Lee J. K., Yang C.H., Kim J.K. (2021b), Preliminary Study for Risk Assessment Estimation of Urban Underground Connect Section Using VISSIM : Comparison of Characteristics Based on Diverge/Merge, Journal of Korean Society of Intelligent Transport Systems, 20(5), 59-74.
10.12815/kits.2021.20.5.59Police Agency (2011), Guidelines for setting posted speed limits, Korea National Police Agency. (in Korean)
Saha R., Tariq M. T., Hadi M., Xiao Y. (2019), Pattern Recognition using Clustering Analysis to Support Transportation System Management, Operations, and Modeling, Journal of Advanced Transportation, 2019(1), 1628417.
10.1155/2019/1628417Sohail A. M., Khattak K. S., Khan Z. H. (2024), Data-driven insights: Unravelling Traffic Dynamics with K-means Clustering and Vehicle Type Differentiation, Information System and Smart City, 4(1), 1737-1737.
10.59400/issc1737Solomon D. H. (1974), Accidents on Main Rural Highways: Related to Speed, Driver, and Vehicle, US Department of Transportation, Federal Highway Administration.
Wang C., Zhang J., Xu L., Li L., Ran B. (2019), A New Solution for Freeway Congestion: Cooperative Speed Limit Control using Distributed Reinforcement Learning, IEEE Access, 7, 41947-41957.
10.1109/ACCESS.2019.2904619Wang X., Seraj M., Bie Y., Qiu T. Z., Niu, L. (2016), Implementation of Variable Speed Limits: Preliminary Test on Whitemud Drive, Edmonton, Canada, Journal of Transportation Engineering, 142(12), 05016007.
10.1061/(ASCE)TE.1943-5436.0000895Yao Y., Zhao X., Zhang Y., Ma J., Rong J., Bi C., Wang Y. (2019), Development of Urban Road Order Index Based on Driving Behavior and Speed Variation, Transportation research record, 2673(7), 466-478.
10.1177/0361198119853576Yeung J. S., Wong Y. D. (2014), The Effect of Road Tunnel Environment on Car Following Behaviour, Accident Analysis & Prevention, 70, 100-109.
10.1016/j.aap.2014.03.014- Publisher :Korean Society of Transportation
- Publisher(Ko) :대한교통학회
- Journal Title :Journal of Korean Society of Transportation
- Journal Title(Ko) :대한교통학회지
- Volume : 44
- No :1
- Pages :22-37
- Received Date : 2025-08-01
- Revised Date : 2025-08-22
- Accepted Date : 2025-11-15
- DOI :https://doi.org/10.7470/jkst.2026.44.1.022


Journal of Korean Society of Transportation






