IEEE Consumer Electronics Magazine - January/February 2023 - 117

Special Section: Security, Trust and Privacy Solutions
for Intelligent Internet of Vehicular Things
Deep Learning-Based
Intrusion Detection
System for Internet of
Vehicles
Imran Ahmed
Institute of Management Sciences, Hayatabad
Gwanggil Jeon
Xidian University and Incheon National University
Awais Ahmad
Air University of Islamabad
Abstract-Thegrowth of the Internet of Things (IoT) has resulted in several revolutionary
applications, suchassmartcities, cyber-physical systems,and the Internet of vehicles (IoV).
Within the IoV infrastructure, vehiclesarecomprised of variouselectronic intelligent sensors
ordevicesused toobtaindataandcommunicate thenecessary informationwith their
surroundings.One of themajor concernsabout theimplementation of thesesensorsor
devices is datavulnerability; thus, it isnecessary topresentasolution that provides security,
trust, andprivacy tocommunicating entitiesand tosecurevehicle data frommalicious
entities. Inmodernvehicles, thecontroller area network (CAN) isafundamentalscheme for
controlling the interactionamongdifferent in-vehicle networksensors. However, notenough
security features arepresent that support data encryption,authorization, andauthentication
mechanisms tosecure thenetwork fromcyber or malicious intrusionssuchas denialof
serviceandfuzzy attacks.An intrusion detection system is presented in thisworkbasedon
thedeep learningarchitecture to protect theCANbus in vehicles. TheVGGarchitecture is
usedand trained for differentnetwork intrusion patterns inorder to detect maliciousattacks.
Digital Object Identifier 10.1109/MCE.2021.3139170
Date ofpublication 29 December 2021; date ofcurrent
version 6 December 2022.
January/February 2023
Published by the IEEE Consumer Technology Society
2162-2248 ß 2021 IEEE
117

IEEE Consumer Electronics Magazine - January/February 2023

Table of Contents for the Digital Edition of IEEE Consumer Electronics Magazine - January/February 2023

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