Smart City Gnosys

Smart city article details

Title	Artificial Intelligence-Assisted Software Defined Networking For Securing Its In Smart Cities
ID_Doc	10553
Authors	Sheth A.; Choxi B.; Trivedi C.; Gupta R.; Tanwar S.; Shahinzadeh H.; Azani S.
Year	2024
Published	11th International Symposium on Telecommunication: Communication in the Age of Artificial Intelligence, IST 2024
DOI	http://dx.doi.org/10.1109/IST64061.2024.10843565
Abstract	Rapid urbanization has caused cities to expand and grow rapidly with evolving technologies. This has introduced the concept of smart cities. The intelligent transportation system (ITS) is an important paradigm for any smart city. ITS is based on sensor deployment for data collection and controllers for data transmission. It increases the transportation network's efficiency, safety, manageability, and reliability. Usually, traditional routing systems (TRS) are utilized for data exchange, making the network complicated and unreliable. Hence, software-defined networking (SDN)-based routing systems resolve issues encountered by the TRS. We have used machine learning (ML) models to distinguish between malicious and non-malicious data and transmit it accurately. We implemented various ML classification models such as decision tree (DT), random forest (RF), support vector machine (SVM), and XGBoost. Through implementation, we tried to increase data reliability and network safety. The performance of these models is compared using parameters like F1 score, accuracy, precision, recall, precision-recall (PR) curve, receiver operating characteristic (ROC) curve, and confusion matrix. Incorporating SDN-based systems in ITS can optimize the routing system's performance and make the transportation network simple and reliable. © 2024 IEEE.
Author Keywords	Intelligent Transportation System; Machine Learning; Routing System; Software Define Networking

Similar Articles

Id	Similarity	Authors	Title	Published
56147	0.889	Singh R.; Maheswari K.; Sridevi G.; Pant R.; Alzubaidi L.H.; Shetty M.	The Novel Use Of Ai And Ml System Integration In Developing Spruce Metropolis	2024 4th International Conference on Advance Computing and Innovative Technologies in Engineering, ICACITE 2024 (2024)
55927	0.887	Gupta A.D.; Kishore K.; Prasad A.B.; Kannadasan B.; Narayana M.S.; Singh P.	The Intelligent Smart City Deployment Via Artificial Intelligence Software Networking	2022 2nd International Conference on Advance Computing and Innovative Technologies in Engineering, ICACITE 2022 (2022)
4457	0.878	Alshahrani M.M.	A Secure And Intelligent Software-Defined Networking Framework For Future Smart Cities To Prevent Ddos Attack	Applied Sciences (Switzerland), 13, 17 (2023)
27046	0.874	Mohamed N.; Upadhyay R.; Jakka G.; Rambabu P.V.; Alfurhood B.S.; Singh D.P.	Framework For The Deployment Of Intelligent Smart Cities (Isc) Using Artificial Intelligence And Software Networking Technologies	2023 3rd International Conference on Advance Computing and Innovative Technologies in Engineering, ICACITE 2023 (2023)
49172	0.869	Ali H.; Elzeki O.M.; Elmougy S.	Smart Attacks Learning Machine Advisor System For Protecting Smart Cities From Smart Threats	Applied Sciences (Switzerland), 12, 13 (2022)
5331	0.868	Kumar R.; Agrawal N.	A Survey On Software-Defined Vehicular Networks (Sdvns): A Security Perspective	Journal of Supercomputing, 79, 8 (2023)
47680	0.866	Rahouti, M; Xiong, KQ; Xin, YF	Secure Software-Defined Networking Communication Systems For Smart Cities: Current Status, Challenges, And Trends	IEEE ACCESS, 9 (2021)
10470	0.856	Khan I.U.; Ouaissa M.; Ouaissa M.; Fayaz M.; Ullah R.	Artificial Intelligence For Intelligent Systems: Fundamentals, Challenges, And Applications	Artificial Intelligence for Intelligent Systems: Fundamentals, Challenges, and Applications (2024)
47485	0.856	Tawfik A.T.; Abdullah S.H.; Nori A.S.; Rakha M.A.	Sdn-Enabled Intrusion Detection System Using Machine Learning And Neural Network Schemes	Smart Applications of Artificial Intelligence and Big Data (2025)
52194	0.853	Hakiri A.; Gokhale A.; Berthou P.	Software-Defined Wireless Mesh Networking For Reliable And Real-Time Smart City Cyber Physical Applications	ACM International Conference Proceeding Series (2019)