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This paper presented a deep reinforcement learning method named Double Deep Q-networks to design an end-to-end vision-based adaptive cruise control (ACC) system. A simulation environment of a highway scene was set up in Unity, which is a…

Computer Vision and Pattern Recognition · Computer Science 2020-01-28 Zhensong Wei , Yu Jiang , Xishun Liao , Xuewei Qi , Ziran Wang , Guoyuan Wu , Peng Hao , Matthew Barth

The proliferation of connected automated vehicles represents an unprecedented opportunity for improving driving efficiency and alleviating traffic congestion. However, existing research fails to address realistic multi-lane highway…

Multiagent Systems · Computer Science 2025-02-05 Yaron Veksler , Sharon Hornstein , Han Wang , Maria Laura Delle Monache , Daniel Urieli

We propose an online framework to detect cyber attacks on Automatic Generation Control (AGC). A cyber at- tack detection algorithm is designed based on the approach of Dynamic Watermarking. The detection algorithm provides a theoretical…

Systems and Control · Computer Science 2018-04-24 Tong Huang , Bharadwaj Satchidanandan , P. R. Kumar , Le Xie

With the development of autonomous vehicle technology, the controller area network (CAN) bus has become the de facto standard for an in-vehicle communication system because of its simplicity and efficiency. However, without any encryption…

Cryptography and Security · Computer Science 2022-04-05 Thien-Nu Hoang , Daehee Kim

The security of modern vehicles has become increasingly important, with the controller area network (CAN) bus serving as a critical communication backbone for various Electronic Control Units (ECUs). The absence of robust security measures…

Cryptography and Security · Computer Science 2025-06-13 Stefano Longari , Paolo Cerracchio , Michele Carminati , Stefano Zanero

MPC (Model Predictive Control) techniques, with constraints, are applied to a nonlinear vehicle model for the development of an ACC (Adaptive Cruise Control) system for transitional manoeuvres. The dynamic model of the vehicle is developed…

Systems and Control · Computer Science 2016-04-05 Zeeshan Ali Memon , Mukhtiar Ali Unar , Dur Muhammad Pathan

Modern vehicles rely on a myriad of electronic control units (ECUs) interconnected via controller area networks (CANs) for critical operations. Despite their ubiquitous use and reliability, CANs are susceptible to sophisticated…

Cryptography and Security · Computer Science 2025-12-18 William Marfo , Pablo Moriano , Deepak K. Tosh , Shirley V. Moore

Security of Intelligent Transportation Systems (ITS) heavily depends on the security of the underlying components that create such a smart ecosystem. Adaptive Cruise Control (ACC) is embedded into most modern vehicles. In this report, we…

Cryptography and Security · Computer Science 2023-07-19 Mohammad Sayad Haghighi

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. Machine-learning-based Intrusion Detection Systems (IDSs) techniques have…

Cryptography and Security · Computer Science 2022-01-19 Mubark B Jedh , Jian Kai Lee , Lotfi ben Othmane

Advanced Driver Assistance Systems (ADAS) are increasingly important in improving driving safety and comfort, with Adaptive Cruise Control (ACC) being one of the most widely used. However, pre-defined ACC settings may not always align with…

Systems and Control · Electrical Eng. & Systems 2023-09-12 Zhouqiao Zhao , Xishun Liao , Amr Abdelraouf , Kyungtae Han , Rohit Gupta , Matthew J. Barth , Guoyuan Wu

A growing number of vehicles are being transformed into semi-autonomous vehicles (Level 2 autonomy) by relying on advanced driver assistance systems (ADAS) to improve the driving experience. However, the increasing complexity and…

Software Engineering · Computer Science 2022-07-06 Xugui Zhou , Anna Schmedding , Haotian Ren , Lishan Yang , Philip Schowitz , Evgenia Smirni , Homa Alemzadeh

Commercial Adaptive Cruise Control (ACC) systems are increasingly available as standard options in modern vehicles. At the same time, still little information is openly available on how these systems actually operate and how different is…

Systems and Control · Electrical Eng. & Systems 2021-07-01 Michail Makridis , Konstantinos Mattas , Aikaterini Anesiadou , Biagio Ciuffo

Automated vehicle technologies offer a promising avenue for enhancing traffic efficiency, safety, and energy consumption. Among these, Adaptive Cruise Control (ACC) systems stand out as a prevalent form of automation on today's roads, with…

Systems and Control · Electrical Eng. & Systems 2025-06-23 Shaimaa K. El-Baklish , Anastasios Kouvelas , Michail A. Makridis

Modern automotive functions are controlled by a large number of small computers called electronic control units (ECUs). These functions span from safety-critical autonomous driving to comfort and infotainment. ECUs communicate with one…

Cryptography and Security · Computer Science 2023-06-27 Ivo Zenden , Han Wang , Alfonso Iacovazzi , Arash Vahidi , Rolf Blom , Shahid Raza

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

The anonymous nature of darknets is commonly exploited for illegal activities. Previous research has employed machine learning and deep learning techniques to automate the detection of darknet traffic in an attempt to block these criminal…

Machine Learning · Computer Science 2022-06-15 Nhien Rust-Nguyen , Mark Stamp

To autonomously control vehicles, driving agents use outputs from a combination of machine-learning (ML) models, controller logic, and custom modules. Although numerous prior works have shown that adversarial examples can mislead ML models…

Cryptography and Security · Computer Science 2025-11-20 Henry Wong , Clement Fung , Weiran Lin , Karen Li , Stanley Chen , Lujo Bauer

Consumer electronics (CE) connected to the Internet of Things are susceptible to various attacks, including DDoS and web-based threats, which can compromise their functionality and facilitate remote hijacking. These vulnerabilities allow…

Cryptography and Security · Computer Science 2026-03-03 Guan-Yan Yang , Farn Wang , Kuo-Hui Yeh

Cyberthreats are a permanent concern in our modern technological world. In the recent years, sophisticated traffic analysis techniques and anomaly detection (AD) algorithms have been employed to face the more and more subversive adversarial…

Machine Learning · Computer Science 2022-05-17 Paul Irofti , Andrei Pătraşcu , Andrei Iulian Hîji

As the central nerve of the intelligent vehicle control system, the in-vehicle network bus is crucial to the security of vehicle driving. One of the best standards for the in-vehicle network is the Controller Area Network (CAN bus)…

Machine Learning · Computer Science 2024-11-05 Yongqi Dong , Kejia Chen , Yinxuan Peng , Zhiyuan Ma
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