Smart City Gnosys

Smart city article details

Title Ai-Enhanced Iot System For Efficient Traffic Management: Leveraging Black Data In Smart Cities
ID_Doc 7075
Authors Subbiah A.
Year 2024
Published Proceedings of the 3rd International Conference on Intelligent Computing and Next Generation Networks, ICNGN 2024
DOI http://dx.doi.org/10.1109/ICNGN63705.2024.10871856
Abstract This paper introduces an artificial intelligence (AI) reinforced Internet of Things (IoT) infrastructure specifically developed to tackle the pressing problem of unused black data in urban traffic management. The framework combines Convolutional Neural Networks (CNNs) and Support Vector Machines (SVMs) with IoT-enabled speed track cameras to transform large volumes of previously disregarded traffic data into practical and significant insights. The architecture of the system effectively screens and analyzes data at the edge before sending pertinent information to cloud storage, significantly reducing the strain on cloud infrastructure. The simulation results highlight the efficacy of the framework by attaining a 95% accuracy rate in identifying traffic infractions and decreasing processing time to an average of 2 seconds per data packet. In addition, the system effectively employed 80% of the black data, resulting in enhanced and informed traffic management decisions and increased urban mobility. This study presents an innovative method for redistributing underused data, hence improving the sustainability and effectiveness of traffic systems. The results indicate that the framework is highly suitable for operational implementation in intelligent urban settings and has the potential to be expanded to larger metropolitan settings, paving the way for advanced, data-driven traffic solutions in smart cities. ©2024 IEEE.
Author Keywords AI Traffic management; Black data in IOT; Machine Larning in Traffic; Predictive Traffic Analysis; SGD 11; Smart city Traffic Systems


Similar Articles

Id Similarity Authors Title Published
24065 View0.924Moumen I.; Abouchabaka J.; Rafalia N.Enhancing Urban Mobility: Integration Of Iot Road Traffic Data And Artificial Intelligence In Smart City EnvironmentIndonesian Journal of Electrical Engineering and Computer Science, 32, 2 (2023)
6910 View0.91Dankan Gowda V.; Yogi K.S.; Srinivas I.V.; Kumar B.K.; Srinivas D.; Sudhakar Reddy N.Ai And Machine Learning For Intelligent Traffic Management In Iot-Connected Cities2024 Asian Conference on Intelligent Technologies, ACOIT 2024 (2024)
7021 View0.909Qaffas A.A.Ai-Driven Distributed Iot Communication Architecture For Smart City Traffic OptimizationJournal of Supercomputing, 81, 8 (2025)
44470 View0.907Saklani S.; Manchanda M.; Sharma R.; Singh D.Real-Time Traffic Management System Using Yolov8 And Cnn: A Deep Learning Approach With Iot Integration1st International Conference on Advances in Computer Science, Electrical, Electronics, and Communication Technologies, CE2CT 2025 (2025)
19433 View0.904Al-Jawahry H.M.Developing An Intelligent Traffic Management System For Smart Cities Through The Integration Of Machine Learning And Iot TechnologiesLecture Notes in Networks and Systems, 1306 LNNS (2025)
7046 View0.9Rathore S.P.S.; Farhaoui Y.; Aniebonam E.E.; Nagpal T.; Thanuja M.; Kaushik P.Ai-Driven Traffic Congestion Management: A Predictive Analytics Approach For Smart Cities2025 IEEE International Conference on Interdisciplinary Approaches in Technology and Management for Social Innovation, IATMSI 2025 (2025)
44471 View0.9Mohanty A.; Mohapatra A.G.; Mohanty S.K.Real-Time Traffic Monitoring With Ai In Smart CitiesLecture Notes in Intelligent Transportation and Infrastructure, Part F99 (2025)
34097 View0.899Manswini Padhy K.; Chattopadhyay S.; Malik N.; Patra J.P.; Perada A.; Raghapriya N.R.Iot-Enabled Traffic Management Systems Using Cnn-Translstm For Next-Generation Smart Cities3rd International Conference on Integrated Circuits and Communication Systems, ICICACS 2025 (2025)
8520 View0.898Shamitha C.; Radhika S.; Malathy K.; Ranjith S.; Sasirekha N.An Intelligent Iot Enabled Traffic Queue Handling System Using Machine Learning AlgorithmProceedings of the 2022 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems, ICSES 2022 (2022)
55589 View0.897Sharma P.; Sharma S.; Pratap R.; Chauhan R.; Verma S.The Future Of Traffic Management: Embracing Ai For Sustainable Urban Mobility2025 IEEE International Students' Conference on Electrical, Electronics and Computer Science, SCEECS 2025 (2025)