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Intrusion Detection on the In-Vehicle Network Using Machine Learning

Shaila Sharmin, Hafizah Mansor
2021 2021 3rd International Cyber Resilience Conference (CRC)  
Controller Area Network (CAN) is a protocol for the in -vehicle network that connects microcontrollers called Electronic Control Units (ECUs) and other components in a vehicle so that they may communicate  ...  The high values obtained for the Area Under Curve (AUC) measure in the two cases, 0.966 and 0.974, indicated the effectiveness of this approach for intrusion detection .  ...  punumber=6287639 GAN based Intrusion Detection System for In-Vehicle Network Cited 58 times  ... 
doi:10.1109/crc50527.2021.9392627 fatcat:6jipwcszszcv3jgc527qftj3bm

Survey of Automotive Controller Area Network Intrusion Detection Systems

Clinton Young, Joseph Zambreno, Habeeb Olufowobi, Gedare Bloom
2019 IEEE design & test  
We describe the state-of-the-art intrusion detection methods for securing automotive networks, with special focus on the Controller Area Network (CAN).  ...  Keywords Controller area network, in-vehicle network, intrusion detection system Disciplines Electrical and Computer Engineering Abstract-Novel attacks continue to appear against in-vehicle networks due  ...  Miller and Valasek [16] introduced a concept of analyzing the rate of messages for in-vehicle network intrusion detection.  ... 
doi:10.1109/mdat.2019.2899062 fatcat:w6kwda4cvrgbbjoxtebcqmf6l4

A Review on Intrusion Detection System in Vehicular Ad- hoc Network Using Deep Learning Method

Rasika S. Vitalkar
2020 International Journal for Research in Applied Science and Engineering Technology  
For proposed intrusion detection system in VANET used Deep Belief Network (DBN) algorithm of deep learning.  ...  The intrusion detection system for VANET is used to detect the attack and prevent the network.  ...  For proposed intrusion detection system in VANET to detect intrusion deep belief network algorithm of deep learning will use.  ... 
doi:10.22214/ijraset.2020.5258 fatcat:urutjm2mfjgtzgnam4c5xxbjxq

A Survey: Intrusion Detection System for Vehicular Ad-Hoc Networks (VANETs)

2020 Innovative Systems Design and Engineering  
This paper presents a survey of VANETs attacks and solutions in carefully considering other similar works as well as updating new attacks and categorizing them into different classes.  ...  However, various issues have been faced in such networks such as information security, routing reliability, dynamic high mobility of vehicles that influence the stability of communication.  ...  Conclusion In this paper, we made an attempt to provide a survey on the intrusion detection system for the VANET (vehicular ad-hoc network).  ... 
doi:10.7176/isde/11-4-02 fatcat:3yo4vqazhjgtbjjzsuxfjulmhe

A Survey of Specification-based Intrusion Detection Techniques for Cyber-Physical Systems

Livinus Obiora Nweke
2021 International Journal of Advanced Computer Science and Applications  
In this paper, we present a survey of specification-based intrusion detection techniques for CPS.  ...  Over the years, intrusion detection systems (IDS) have been deployed as one of the security controls for addressing these security challenges.  ...  A much recent survey related to the use of IDS for CPS is presented by Wu et al. [5] . They conducted a survey of the proposed IDS designs for in-vehicle networks.  ... 
doi:10.14569/ijacsa.2021.0120506 fatcat:laubbrzn7bffjjjdxvkfglhqmi

Security Issues with In-Vehicle Networks, and Enhanced Countermeasures Based on Blockchain

Narayan Khatri, Rakesh Shrestha, Seung Yeob Nam
2021 Electronics  
A comprehensive survey on security attacks launched against in-vehicle networks is presented along with countermeasures adopted by various researchers.  ...  Various algorithms have been proposed in the past for intrusion detection in IVNs. However, those approaches have several limitations that need special attention from the research community.  ...  [28] provided a survey of intrusion detection schemes for in-vehicle networks.  ... 
doi:10.3390/electronics10080893 fatcat:mkukzvvgmzaxxlhtlb7dfpquti

Evaluation of the Architecture Alternatives for Real-time Intrusion Detection Systems for Connected Vehicles [article]

Mubark B Jedh and Jian Kai Lee and Lotfi ben Othmane
2022 arXiv   pre-print
Machine-learning-based Intrusion Detection Systems (IDSs) techniques have been proposed for the detection of such attacks.  ...  Attackers demonstrated the use of remote access to the in-vehicle network of connected vehicles to launch cyber-attacks and remotely take control of these vehicles.  ...  Li, “A survey of intrusion detection for in-vehicle networks,” IEEE sages into the in-vehicle network of connected vehicles.  ... 
arXiv:2201.06680v1 fatcat:hkwyesnrqzc7pgvefgom4qecta

Security aspects of the in-vehicle network in the connected car

Pierre Kleberger, Tomas Olovsson, Erland Jonsson
2011 2011 IEEE Intelligent Vehicles Symposium (IV)  
In this paper, we briefly survey the research with respect to the security of the connected car, and in particular its in-vehicle network.  ...  We have structured our investigation by categorizing the research into the following five categories: problems in the in-vehicle network, architectural security features, intrusion detection systems, honeypots  ...  Investigations on how such an DMS affects the in-vehicle network should be conducted. • Intrusion Detection Systems.  ... 
doi:10.1109/ivs.2011.5940525 dblp:conf/ivs/KlebergerOJ11 fatcat:kgu6qgrnyvg2basfdcyt5nkcfy

Intrusion Detection Systems for Intra-vehicle Networks: A Review

Omar Y. Al-Jarrah, Carsten Maple, Mehrdad Dianati, David Oxtoby, Alex Mouzakitis
2019 IEEE Access  
This paper provides a structured and comprehensive review of the state of the art of the intra-vehicle intrusion detection systems (IDSs) for passenger vehicles.  ...  This paper also presents outstanding research challenges and gaps in intra-vehicle IDS research. INDEX TERMS CAN bus, intra-vehicle network, intrusion detection, intrusion detection systems (IDSs).  ...  FIGURE 10 . 10 Statistics of Detection Technique. TABLE 1 . 1 A Comparison of This Survey With Existing Survey Articles. TABLE 2 . 2 Selected Comparisons of Intra-vehicle Networks ).  ... 
doi:10.1109/access.2019.2894183 fatcat:w2vnreq2n5gsthqusue47zubk4

A WSN-Based Intrusion Alarm System to Improve Safety in Road Work Zones

Jose Martin, Alba Rozas, Alvaro Araujo
2016 Journal of Sensors  
However, they have several limitations and have not yet fulfilled the necessities of these scenarios. In this paper, we propose a new intrusion alarm system based on a Wireless Sensor Network (WSN).  ...  Our system is comprised of two main elements: vehicle detectors that form a virtual barrier and detect perimeter breaches by means of an ultrasonic beam and individual warning devices that transmit alerts  ...  Acknowledgments This work was partially funded by the company Valoriza Conservación de Infraestructuras and the Spanish Ministry of Industry, Energy, and Tourism through the Strategic Action on Economy  ... 
doi:10.1155/2016/7048141 fatcat:imujwy42gjg2hk3fxrm652ifna

Efficient Protection Mechanism Based on Self-Adaptive Decision for Communication Networks of Autonomous Vehicles

Min Zhao, Danyang Qin, Ruolin Guo, Guangchao Xu
2020 Mobile Information Systems  
, rushing attack, and flooding attack, which pose a threat to the safety of passengers and vehicles; most of the existing safety detection mechanisms for a vehicle can only detect attacks but cannot intelligently  ...  Attack detection and defense in the vehicular ad hoc networks (VANETs) are performed in terms of the attack credibility value (AC), the network performance attenuation value (NPA), and the list of self-adaptive  ...  Zeadally, "Bio-inspired routing algorithms survey for vehicular ad hoc networks," IEEE Figure 1 1 : e principle of autonomous vehicles.  ... 
doi:10.1155/2020/2168086 fatcat:schg6yb3vrcuzcr72p24xzfkjy

Demystifying In-Vehicle Intrusion Detection Systems: A Survey of Surveys and a Meta-Taxonomy

Georgios Karopoulos, Georgios Kambourakis, Efstratios Chatzoglou, José L. Hernández-Ramos, Vasileios Kouliaridis
2022 Electronics  
Next to other defensive measures, intrusion detection systems (IDS) already comprise an inextricable component of modern automobiles in charge of detecting intrusions in the system while in operation.  ...  This work concentrates on in-vehicle IDS with the goal to deliver a fourfold comprehensive survey of surveys on this topic.  ...  The work in [13] surveys intrusion detection solutions in CAN-based IVN.  ... 
doi:10.3390/electronics11071072 fatcat:e4nia2dcuvfwzixvdf5sfq6nqq

Game Theoretic Approaches in Vehicular Networks: A Survey [article]

Zemin Sun, Yanheng Liu, Jian Wang, Carie Anil, Dongpu Cao
2020 arXiv   pre-print
In the era of the Internet of Things (IoT), vehicles and other intelligent components in Intelligent Transportation System (ITS) are connected, forming the Vehicular Networks (VNs) that provide efficient  ...  As VNs and GT have been extensively investigate34d, this survey starts with a brief introduction of the basic concept and classification of GT used in VNs.  ...  transportation systems [24] IEEE Network 2019 A game-theoretic taxonomy and survey of defensive deception for cybersecurity and privacy [25] ACM Computing Surveys (CSUR) A Survey of game theory in  ... 
arXiv:2006.00992v1 fatcat:lljjlitvlvbvhbg3aot5xszefm

Performance Analysis and Comparison of Anomaly-based Intrusion Detection in Vehicular Ad Hoc Networks

E. A. Shams, A. H. Ulusoy, A. Rizaner
2020 Radioengineering  
Support Vector Machine (SVM) is an efficient tool for anomaly detection and it can be employed for intrusion detection based on the metrics of a known attack or normal behavior.  ...  Intrusion Detection Systems (IDSs) are key features for identifying the presence of faulty or malicious behaviors.  ...  In this study the receiving vehicle examines the packet arrival pattern to detect traces of intrusion in the network.  ... 
doi:10.13164/re.2020.0664 fatcat:dc52fd6wprhfrjxuequvxv7dx4

Machine Learning for Security in Vehicular Networks: A Comprehensive Survey [article]

Anum Talpur, Mohan Gurusamy
2021 arXiv   pre-print
In this paper, we present a comprehensive survey of ML-based techniques for different security issues in vehicular networks.  ...  We propose a taxonomy of security attacks in vehicular networks and discuss various security challenges and requirements.  ...  the performance study of intrusion detection and privacy protection in vehicular networks.  ... 
arXiv:2105.15035v2 fatcat:5z6aqlvosjgf3o3amts3k6toxu
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