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Related papers: Automatic Driver Identification from In-Vehicle Ne…

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Data is the new oil for the car industry. Cars generate data about how they are used and who's behind the wheel which gives rise to a novel way of profiling individuals. Several prior works have successfully demonstrated the feasibility of…

Cryptography and Security · Computer Science 2019-10-28 Szilvia Lestyan , Gergely Acs , Gergely Biczok , Zsolt Szalay

Driver identification is a momentous field of modern decorated vehicles in the controller area network (CAN-BUS) perspective. Many conventional systems are used to identify the driver. One step ahead, most of the researchers use sensor data…

Machine Learning · Computer Science 2022-07-25 Md. Abbas Ali Khan , Mphammad Hanif Ali , AKM Fazlul Haque , Md. Tarek Habib

The progression of innovation and technology and ease of inter-connectivity among networks has allowed us to evolve towards one of the promising areas, the Internet of Vehicles. Nowadays, modern vehicles are connected to a range of…

Cryptography and Security · Computer Science 2022-05-10 Ajeet Kumar Dwivedi

As automotive electronics continue to advance, cars are becoming more and more reliant on sensors to perform everyday driving operations. These sensors are omnipresent and help the car navigate, reduce accidents, and provide comfortable…

Human-Computer Interaction · Computer Science 2017-08-17 David Hallac , Abhijit Sharang , Rainer Stahlmann , Andreas Lamprecht , Markus Huber , Martin Roehder , Rok Sosic , Jure Leskovec

The future of transportation is driven by the use of artificial intelligence to improve living and transportation. This paper presents a neural network-based system for driver identification using data collected by a smartphone. This system…

Human-Computer Interaction · Computer Science 2020-02-06 Ruhallah Ahmadian , Mehdi Ghatee

With increasing focus on privacy protection, alternative methods to identify vehicle operator without the use of biometric identifiers have gained traction for automotive data analysis. The wide variety of sensors installed on modern…

Machine Learning · Computer Science 2021-02-11 Jingbo Yang , Ruge Zhao , Meixian Zhu , David Hallac , Jaka Sodnik , Jure Leskovec

The integration of digital devices in modern vehicles has revolutionized automotive technology, enhancing safety and the overall driving experience. The Controller Area Network (CAN) bus is a central system for managing in-vehicle…

Cryptography and Security · Computer Science 2024-09-06 Lorenzo Guerra , Linhan Xu , Paolo Bellavista , Thomas Chapuis , Guillaume Duc , Pavlo Mozharovskyi , Van-Tam Nguyen

When it comes to in-vehicle networks (IVNs), the controller area network -- CAN -- bus dominates the market; automobiles manufactured and sold around the world depend on the CAN bus for safety-critical communications between various…

Cryptography and Security · Computer Science 2023-08-10 Brooke Lampe , Weizhi Meng

Cars can nowadays record several thousands of signals through the CAN bus technology and potentially provide real-time information on the car, the driver and the surrounding environment. This paper proposes a new method for the analysis and…

A Controller Area Network (CAN) bus in the vehicles is an efficient standard bus enabling communication between all Electronic Control Units (ECU). However, CAN bus is not enough to protect itself because of lack of security features. To…

Cryptography and Security · Computer Science 2019-07-18 Eunbi Seo , Hyun Min Song , Huy Kang Kim

Modern vehicles contain a few controller area networks (CANs), which allow scores of on-board electronic control units (ECUs) to communicate messages critical to vehicle functions and driver safety. CAN provide a lightweight and reliable…

Cryptography and Security · Computer Science 2019-01-08 Krzysztof Pawelec , Robert A. Bridges , Frank L. Combs

Intra-driver and inter-driver heterogeneity has been confirmed to exist in human driving behaviors by many studies. In this study, a joint model of the two types of heterogeneity in car-following behavior is proposed as an approach of…

Computer Vision and Pattern Recognition · Computer Science 2020-05-25 Donghao Xu , Zhezhang Ding , Chenfeng Tu , Huijing Zhao , Mathieu Moze , François Aioun , Franck Guillemard

Modern vehicles rely on scores of electronic control units (ECUs) broadcasting messages over a few controller area networks (CANs). Bereft of security features, in-vehicle CANs are exposed to cyber manipulation and multiple researches have…

Cryptography and Security · Computer Science 2018-09-03 Zachariah Tyree , Robert A. Bridges , Frank L. Combs , Michael R. Moore

The introduction of Information and Communication Technology (ICT) in transportation systems leads to several advantages (efficiency of transport, mobility, traffic management). However, it may bring some drawbacks in terms of increasing…

Cryptography and Security · Computer Science 2021-12-14 Davide Micale , Gianpiero Costantino , Ilaria Matteucci , Giuseppe Patanè , Giampaolo Bella

Many research papers have recently focused on behavioral-based driver authentication systems in vehicles. Pushed by Artificial Intelligence (AI) advancements, these works propose powerful models to identify drivers through their unique…

Cryptography and Security · Computer Science 2024-06-11 Emad Efatinasab , Francesco Marchiori , Denis Donadel , Alessandro Brighente , Mauro Conti

Modern vehicles remain vulnerable to unauthorized use and theft despite traditional security measures including immobilizers and keyless entry systems. Criminals exploit vulnerabilities in Controller Area Network (CAN) bus systems to bypass…

Cryptography and Security · Computer Science 2025-11-04 Brooke Elizabeth Kidmose , Andreas Brasen Kidmose , Cliff C. Zou

Despite advancements in vehicle security systems, over the last decade, auto-theft rates have increased, and cyber-security attacks on internet-connected and autonomous vehicles are becoming a new threat. In this paper, a deep learning…

Machine Learning · Computer Science 2019-11-20 Abenezer Girma , Xuyang Yan , Abdollah Homaifar

As a car becomes more connected, a countermeasure against automobile theft has become a significant task in the real world. To respond to automobile theft, data mining, biometrics, and additional authentication methods are proposed. Among…

Cryptography and Security · Computer Science 2019-11-25 Kyung Ho Park , Huy Kang Kim

We propose a novel neural network architecture for detecting intrusions on the CAN bus. The Controller Area Network (CAN) is the standard communication method between the Electronic Control Units (ECUs) of automobiles. However, CAN lacks…

Cryptography and Security · Computer Science 2020-03-26 Markus Hanselmann , Thilo Strauss , Katharina Dormann , Holger Ulmer

Identity recognition in a car cabin is a critical task nowadays and offers a great field of applications ranging from personalizing intelligent cars to suit drivers physical and behavioral needs to increasing safety and security. However,…

Computer Vision and Pattern Recognition · Computer Science 2020-03-03 Michael Hammann , Maximilian Kraus , Sina Shafaei , Alois Knoll
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