Smart City Gnosys

Smart city article details

Title	A Smartphone-Based Iot System To Monitor Driving Behaviors By Using A Machine Learning Classifier
ID_Doc	4814
Authors	Cheung C.-C.; Cheung C.-M.; Tong C.-W.
Year	2023
Published	5th IEEE International Conference on Artificial Intelligence in Engineering and Technology, IICAIET 2023
DOI	http://dx.doi.org/10.1109/IICAIET59451.2023.10291395
Abstract	Traffic accidents cause great casualties and property losses all over the world. Thus, traffic safety is one of the very important topics in smart cities. One of the major causes of traffic accidents is bad driving behaviors. This paper proposes a smartphone-based IoT (Internet of Things) system to monitor driving behaviors by using a machine learning classifier. In this system, a smartphone is put into a car near the driver. A cloud server gets data from accelerators and GPS (Global Positioning System) sensors in the smartphone through a 4G/5G network. In the cloud server, an SVM (Support Vector Machine) classifier and a GPS speed-detecting algorithm are installed to identify abnormal driving behaviors and the instantaneous speed of the car. A user performance report is generated at the end of a journey. The report shows abnormal driving behaviors during the journey and information when the car is over the speed limit. We carried out some experiments and we found that the system can identify different abnormal driving behaviors and driving speed properly. Moreover, the system generated user performance reports properly. © 2023 IEEE.
Author Keywords	Artificial Intelligence; Internet Of Things

Similar Articles

Id	Similarity	Authors	Title	Published
33737	0.902	Piruthiviraj P.; Tarun S.R.; Tarun M.K.; Tarun M.	Iot Based Vehicle Monitoring System For Safety Standards In Smart Cities	Proceedings - 2024 4th International Conference on Pervasive Computing and Social Networking, ICPCSN 2024 (2024)
46593	0.878	Mehta S.; Singh M.	Revolutionizing Traffic Law Enforcement: Iot-Enabled Vehicle Control Systems For Smart Cities	2024 IEEE International Conference on Intelligent Signal Processing and Effective Communication Technologies, INSPECT 2024 (2024)
8520	0.878	Shamitha C.; Radhika S.; Malathy K.; Ranjith S.; Sasirekha N.	An Intelligent Iot Enabled Traffic Queue Handling System Using Machine Learning Algorithm	Proceedings of the 2022 International Conference on Innovative Computing, Intelligent Communication and Smart Electrical Systems, ICSES 2022 (2022)
35933	0.878	Balasubramanian S.B.; Balaji P.; Munshi A.; Almukadi W.; Prabhu T.N.; Venkatachalam K.; Abouhawwash M.	Machine Learning Based Iot System For Secure Traffic Management And Accident Detection In Smart Cities	PeerJ Computer Science, 9 (2023)
30638	0.877	Sabeer S.; Ali S.S.; Siddiqua A.; Anjum A.	Implementing Ml And Iot-Based Predictive Traffic-Management Systems For Smart Cities	2024 2nd International Conference Computational and Characterization Techniques in Engineering and Sciences, IC3TES 2024 (2024)
22879	0.874	Mahesh C.; Sumithra M.; Rao Ranga M.; Kumar K.R.; Suganthi D.; Karthiyayini S.	Employing A Deep Learning Technique To Categorize Internet Of Things (Iot) Traffic In A Smart City Context	Proceedings of the 2023 2nd International Conference on Augmented Intelligence and Sustainable Systems, ICAISS 2023 (2023)
21016	0.872	Abbas Q.; Alsheddy A.	Driver Fatigue Detection Systems Using Multi-Sensors, Smartphone, And Cloud-Based Computing Platforms: A Comparative Analysis	Sensors (Switzerland), 21, 1 (2021)
22878	0.871	Anu Priya S.; Rajesh kanna B.; Beaulah Jeyavathana R.; Bhat N.; Rajalakshmi S.; Srimathi S.	Employing A Deep Learning Technique To Categorize Internet Of Things (Iot) Traffic In A Smart City Context	2023 IEEE International Conference on Research Methodologies in Knowledge Management, Artificial Intelligence and Telecommunication Engineering, RMKMATE 2023 (2023)
58554	0.871	Ouhmidou H.; Nabou A.; Ikidid A.; Bouassaba W.; Ouzzif M.; El Kiram M.A.	Traffic Control, Congestion Management And Smart Parking Through Vanet, Ml, And Iot: A Review	Proceedings - 10th International Conference on Wireless Networks and Mobile Communications, WINCOM 2023 (2023)
50657	0.871	Saini K.; Sharma S.	Smart City: Road Traffic Monitoring System Based On The Integration Of Iot And Ml	Lecture Notes in Networks and Systems, 686 LNNS (2023)