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Data generated by cars is growing at an unprecedented scale. As cars gradually become part of the Internet of Things (IoT) ecosystem, several stakeholders discover the value of in-vehicle network logs containing the measurements of the…

密码学与安全 · 计算机科学 2019-11-22 Mina Remeli , Szilvia Lestyan , Gergely Acs , Gergely Biczok

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…

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…

机器学习 · 计算机科学 2022-07-25 Md. Abbas Ali Khan , Mphammad Hanif Ali , AKM Fazlul Haque , Md. Tarek Habib

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…

密码学与安全 · 计算机科学 2019-01-08 Krzysztof Pawelec , Robert A. Bridges , Frank L. Combs

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…

密码学与安全 · 计算机科学 2018-09-03 Zachariah Tyree , Robert A. Bridges , Frank L. Combs , Michael R. Moore

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…

Driving trajectory data remains vulnerable to privacy breaches despite existing mitigation measures. Traditional methods for detecting driving trajectories typically rely on map-matching the path using Global Positioning System (GPS) data,…

密码学与安全 · 计算机科学 2025-07-15 Xiaojie Lin , Baihe Ma , Xu Wang , Guangsheng Yu , Ying He , Wei Ni , Ren Ping Liu

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…

人机交互 · 计算机科学 2020-02-06 Ruhallah Ahmadian , Mehdi Ghatee

Characterizing driving styles of human drivers using vehicle sensor data, e.g., GPS, is an interesting research problem and an important real-world requirement from automotive industries. A good representation of driving features can be…

人工智能 · 计算机科学 2016-10-11 Weishan Dong , Jian Li , Renjie Yao , Changsheng Li , Ting Yuan , Lanjun Wang

This paper introduces a real-time method for reverse engineering a vehicle's CAN bus without prior knowledge of the vehicle or its CAN system. By comparing inertial measurement and CAN data during significant vehicle events, the method…

密码学与安全 · 计算机科学 2026-02-20 Kevin Setterstrom , Jeremy Straub

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…

机器学习 · 计算机科学 2021-02-11 Jingbo Yang , Ruge Zhao , Meixian Zhu , David Hallac , Jaka Sodnik , Jure Leskovec

CANs are a broadcast protocol for real-time communication of critical vehicle subsystems. Original equipment manufacturers of passenger vehicles hold secret their mappings of CAN data to vehicle signals, and these definitions vary according…

其他计算机科学 · 计算机科学 2021-06-24 Miki E. Verma , Robert A. Bridges , Jordan J. Sosnowski , Samuel C. Hollifield , Michael D. Iannacone

As the autonomous vehicle industry continues to grow, various companies are exploring the use of aftermarket kits to retrofit existing vehicles with semi-autonomous capabilities. However, differences in implementation of the controller area…

其他计算机科学 · 计算机科学 2023-07-25 Kevin Setterstrom , Jeremy Straub

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…

密码学与安全 · 计算机科学 2023-08-10 Brooke Lampe , Weizhi Meng

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…

密码学与安全 · 计算机科学 2024-09-06 Lorenzo Guerra , Linhan Xu , Paolo Bellavista , Thomas Chapuis , Guillaume Duc , Pavlo Mozharovskyi , Van-Tam Nguyen

Safe overtaking manoeuvres in trucks are vital for preventing accidents and ensuring efficient traffic flow. Accurate prediction of such manoeuvres is essential for Advanced Driver Assistance Systems (ADAS) to make timely and informed…

计算机视觉与模式识别 · 计算机科学 2025-07-02 Fernando Alonso-Fernandez , Talha Hanif Butt , Prayag Tiwari

The Controller Area Network (CAN) is used for communication between in-vehicle devices. The CAN bus has been shown to be vulnerable to remote attacks. To harden vehicles against such attacks, vehicle manufacturers have divided in-vehicle…

密码学与安全 · 计算机科学 2021-06-16 Efrat Levy , Asaf Shabtai , Bogdan Groza , Pal-Stefan Murvay , Yuval Elovici

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…

密码学与安全 · 计算机科学 2019-11-25 Kyung Ho Park , Huy Kang Kim

Based on requirements of modern vehicle, in- vehicle Controller Area Network (CAN) architecture has been implemented. In order to reduce point to point wiring harness in vehicle automation, CAN is suggested as a means for data communication…

其他计算机科学 · 计算机科学 2014-03-14 Kashyap Joshi , Vipul Gohil

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…

密码学与安全 · 计算机科学 2020-03-26 Markus Hanselmann , Thilo Strauss , Katharina Dormann , Holger Ulmer
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