Recent advances in machine-learning driven intrusion detection in transportation: Survey

H Bangui, B Buhnova - Procedia Computer Science, 2021 - Elsevier
Abstract Rapid developments in Intelligent Transportation Systems (ITSs) have emerged as
a new research field for building sustainable smart cities. VANET (vehicular ad hoc network) …

Novel deep learning-enabled LSTM autoencoder architecture for discovering anomalous events from intelligent transportation systems

J Ashraf, AD Bakhshi, N Moustafa… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Intelligent Transportation Systems (ITS), especially Autonomous Vehicles (AVs), are
vulnerable to security and safety issues that threaten the lives of the people. Unlike manual …

An enhanced multi-stage deep learning framework for detecting malicious activities from autonomous vehicles

IA Khan, N Moustafa, D Pi, W Haider… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Intelligent Transportation Systems (ITS), particularly Autonomous Vehicles (AVs), are
susceptible to safety and security concerns that impend people's lives. Nothing like manually …

Analysis of recent deep-learning-based intrusion detection methods for in-vehicle network

K Wang, A Zhang, H Sun… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The development and popularity of vehicle-to-everything communication have caused more
risks to the in-vehicle networks security. As a result, an increasing number of various and …

Artificial intelligence (AI)-empowered intrusion detection architecture for the internet of vehicles

T Alladi, V Kohli, V Chamola, FR Yu… - IEEE Wireless …, 2021 - ieeexplore.ieee.org
Recent advances in the Internet of Things (IoT) and the adoption of IoT in vehicular networks
have led to a new and promising paradigm called the Internet of Vehicles (IoV). However …

Machine learning-driven optimization for intrusion detection in smart vehicular networks

A Alsarhan, AR Al-Ghuwairi, IT Almalkawi… - Wireless Personal …, 2021 - Springer
An essential element in the smart city vision is providing safe and secure journeys via
intelligent vehicles and smart roads. Vehicular ad hoc networks (VANETs) have played a …

Two-stage intrusion detection system in intelligent transportation systems using rule extraction methods from deep neural networks

S Almutlaq, A Derhab, MM Hassan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
In recent years, intrusion detection systems (IDSs) are offering effective solutions to protect
various types of cyber-attacks in different networks such as Internet of Vehicles (IoVs) …

[HTML][HTML] A deep learning based misbehavior classification scheme for intrusion detection in cooperative intelligent transportation systems

T Alladi, V Kohli, V Chamola, FR Yu - Digital Communications and …, 2023 - Elsevier
With the rise of the Internet of Vehicles (IoV) and the number of connected vehicles
increasing on the roads, Cooperative Intelligent Transportation Systems (C-ITSs) have …

A systematic review on intelligent intrusion detection systems for VANETs

F Gonçalves, B Ribeiro, O Gama… - … Congress on Ultra …, 2019 - ieeexplore.ieee.org
Vehicular Ad hoc Networks (VANETs) are a growing area that continues to gain interest with
an increasing diversity of applications available. These are the underlying network for …

Transfer learning-driven intrusion detection for Internet of Vehicles (IoV)

Y Otoum, Y Wan, A Nayak - 2022 International Wireless …, 2022 - ieeexplore.ieee.org
The Internet of Vehicles (IoV) is a set of connected vehicles supported with sensors,
communication technologies, and software connected by the Internet as an infrastructure …