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Title: :  Evaluation of Adaptive Traffic Signal Control using Smart Technologies
PaperId: :  27181
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 4 2025
DUI:    16.0415/IJARIIE-27181
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Nikhil B MagadumCMR University
Dr. Umadevi RamamoorthyCMR University

Abstract

Computer Engineering
Smart Traffic Management, Intelligent Transportation System (ITS), Graph Neural Networks (GNN), Adaptive Traffic Control, AI in Transportation, Reinforcement Learning, IoT, Cybersecurity in ITS, Urban Mobility, Indian Traffic System, Traffic Signal Optimization.
The increasing levels of urban traffic congestion, frequent delays, and growing concerns about road safety have made effective traffic management a pressing issue in modern cities. Conventional traffic systems, which typically operate with fixed signal timings and limited manual interventions, often prove inadequate in responding to dynamic traffic patterns and fluctuating road conditions. To address these challenges, Smart Traffic Management Systems (STMS) have emerged as promising alternatives, offering real-time, data-driven solutions for enhancing traffic flow and safety. STMS make use of cutting-edge technologies such as Artificial Intelligence (AI), Machine Learning (ML), the Internet of Things (IoT), and advanced sensor networks to collect and analyse traffic data. These systems are capable of adjusting traffic signals based on real-time conditions, predicting congestion, detecting violations, and even prioritizing emergency vehicle movement. From 2020 to 2024, significant advancements have been made in the field, including the use of Graph Neural Networks (GNNs), deep reinforcement learning algorithms, and adaptive traffic signal systems. Despite these achievements, smart traffic systems still face hurdles. Issues such as the high cost of infrastructure, concerns over data privacy and cybersecurity, and compatibility between various technologies must be overcome for large-scale implementation. This study offers a comprehensive review of recent progress in smart traffic technologies, highlights successful real-world applications, and discusses ongoing challenges and future opportunities for developing intelligent and efficient urban transportation networks.

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IJARIIE Nikhil B Magadum, and Dr. Umadevi Ramamoorthy. "Evaluation of Adaptive Traffic Signal Control using Smart Technologies" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 4 2025 Page 1250-1256
MLA Nikhil B Magadum, and Dr. Umadevi Ramamoorthy. "Evaluation of Adaptive Traffic Signal Control using Smart Technologies." International Journal Of Advance Research And Innovative Ideas In Education 11.4(2025) : 1250-1256.
APA Nikhil B Magadum, & Dr. Umadevi Ramamoorthy. (2025). Evaluation of Adaptive Traffic Signal Control using Smart Technologies. International Journal Of Advance Research And Innovative Ideas In Education, 11(4), 1250-1256.
Chicago Nikhil B Magadum, and Dr. Umadevi Ramamoorthy. "Evaluation of Adaptive Traffic Signal Control using Smart Technologies." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 4 (2025) : 1250-1256.
Oxford Nikhil B Magadum, and Dr. Umadevi Ramamoorthy. 'Evaluation of Adaptive Traffic Signal Control using Smart Technologies', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, 2025, p. 1250-1256. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/Evaluation_of_Adaptive_Traffic_Signal_Control_using_Smart_Technologies_ijariie27181.pdf (Accessed : ).
Harvard Nikhil B Magadum, and Dr. Umadevi Ramamoorthy. (2025) 'Evaluation of Adaptive Traffic Signal Control using Smart Technologies', International Journal Of Advance Research And Innovative Ideas In Education, 11(4), pp. 1250-1256IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/Evaluation_of_Adaptive_Traffic_Signal_Control_using_Smart_Technologies_ijariie27181.pdf (Accessed : )
IEEE Nikhil B Magadum, and Dr. Umadevi Ramamoorthy, "Evaluation of Adaptive Traffic Signal Control using Smart Technologies," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 4, pp. 1250-1256, Jul-Aug 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/Evaluation_of_Adaptive_Traffic_Signal_Control_using_Smart_Technologies_ijariie27181.pdf [Accessed : ].
Turabian Nikhil B Magadum, and Dr. Umadevi Ramamoorthy. "Evaluation of Adaptive Traffic Signal Control using Smart Technologies." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 4 ().
Vancouver Nikhil B Magadum, and Dr. Umadevi Ramamoorthy. Evaluation of Adaptive Traffic Signal Control using Smart Technologies. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(4) : 1250-1256. Available from: https://ijariie.com/AdminUploadPdf/Evaluation_of_Adaptive_Traffic_Signal_Control_using_Smart_Technologies_ijariie27181.pdf
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