References Awad Alharbi , G. H., 2021. A framework for dynamic smart traffic light management system. International Journal of Information Technology. Benhaddou , 2019. Smart traffic management systems for sustainable transportation: State-of-the-art, challenges, and future directions. Rabby , M. K. M., 2019. A Review of IoT Application in a Smart Traffic Management System. IEEE. Ragavan , K., 2020. Traffic video-based intelligent traffic control system for smart cities using modified ant colony optimizer. Willey Online library. Rizwan , P. & Suresh, K., 2016. Real-time smart traffic management system for smart cities by using Internet of Things and big data. IEEE . Al- Mansoori , S., & Nguyen, Q. A., 2023. Optimization of Urban Traffic Flow with Adaptive Signal Control Technology. Journal of Smart City Infrastructure and Traffic Management, 7(1). Chang, W. L., & Kumar, A., 2022. Integration of Cloud Computing and IoT for Efficient Traffic Management in Urban Centers. Transportation and Smart City Systems, 11(2). Fernandes , E., & Malik, P., 2023. Leveraging Machine Learning for Predictive Traffic Analytics in Smart Urban Networks. International Journal of Advanced Transportation Technology, 9(3). Ortiz- Ospina , J., & Tan, Z., 2021. Multi-modal Traffic System Analysis for Next-Generation Urban Mobility Solutions. Journal of Sustainable Transportation and Urban Planning, 5(3). Gupta, H., & Lee, J. Y., 2022. Development of a Smart Intersection Framework using V2X Communication. International Journal of Intelligent Transportation System Research, 10(4). S.Shenbagavalli , 2020. DESIGN AND IMPLEMENTATION OF SMART TRAFFIC CONTROLLING SYSTEM. International Journal of Engineering Technology Research & Management , 4(4).