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Application of deep learning to enhance the accuracy of intrusion detection in modern computer networks were studied in this paper. The identification of attacks in computer networks is divided in to two categories of intrusion detection…

密码学与安全 · 计算机科学 2020-12-16 Jafar Majidpour , Hiwa Hasanzadeh

Backdoor attacks represent a subtle yet effective class of cyberattacks targeting AI models, primarily due to their stealthy nature. The model behaves normally on clean data but exhibits malicious behavior only when the attacker embeds a…

机器学习 · 计算机科学 2025-09-29 Sujeevan Aseervatham , Achraf Kerzazi , Younès Bennani

Controller Area Network bus systems within vehicular networks are not equipped with the tools necessary to ward off and protect themselves from modern cyber-security threats. Work has been done on using machine learning methods to detect…

机器学习 · 计算机科学 2023-09-26 Jake Guidry , Fahad Sohrab , Raju Gottumukkala , Satya Katragadda , Moncef Gabbouj

Modern vehicles have multiple electronic control units (ECUs) that are connected together as part of a complex distributed cyber-physical system (CPS). The ever-increasing communication between ECUs and external electronic systems has made…

机器学习 · 计算机科学 2021-09-13 S. V. Thiruloga , V. K. Kukkala , S. Pasricha

With the rapid development of Artificial Intelligence (AI), the problem of AI security has gradually emerged. Most existing machine learning algorithms may be attacked by adversarial examples. An adversarial example is a slightly modified…

密码学与安全 · 计算机科学 2018-10-19 Yingdi Wang , Wenjia Niu , Tong Chen , Yingxiao Xiang , Jingjing Liu , Gang Li , Jiqiang Liu

Ad hoc networks is vulnerable to numerous number of attacks due to its infrastructure-less nature, one of these attacks is the Sybil attack. Sybil attack is a severe attack on vehicular ad hoc networks (VANET) in which the intruder…

网络与互联网体系结构 · 计算机科学 2019-05-10 Salam Hamdan , Amjad Hudaib , Arafat Awajan

In Autonomous Vehicles (AVs), one fundamental pillar is perception, which leverages sensors like cameras and LiDARs (Light Detection and Ranging) to understand the driving environment. Due to its direct impact on road safety, multiple prior…

密码学与安全 · 计算机科学 2019-08-21 Yulong Cao , Chaowei Xiao , Benjamin Cyr , Yimeng Zhou , Won Park , Sara Rampazzi , Qi Alfred Chen , Kevin Fu , Z. Morley Mao

Power electronics systems are increasingly exposed to cyber threats due to their integration with digital controllers and communication networks. However, an attacker-oriented metric is still lacking to quantify the extent to which a node…

系统与控制 · 电气工程与系统科学 2026-05-15 Hongwei Zhen , Ze Yu , Xin Xiang , Wuhua Li , Mingyang Sun

Identity authentication is the process of verifying one's identity. There are several identity authentication methods, among which biometric authentication is of utmost importance. Facial recognition is a sort of biometric authentication…

计算机视觉与模式识别 · 计算机科学 2022-12-15 Matineh Pooshideh

Urban traffic management increasingly requires intelligent sensing systems capable of adapting to dynamic traffic conditions without costly infrastructure modifications. Vision-based vehicle detection has therefore become a key technology…

计算机视觉与模式识别 · 计算机科学 2026-03-17 Mustafa Fatih Şen , Halûk Gümüşkaya , Şenol Pazar

In this study, we attempt to add to the literature of Connected and Automated Vehicle (CAV) security by incorporating the security vulnerabilities and countermeasures of the Vehicular Ad hoc Networks (VANETs) and their access technologies.…

密码学与安全 · 计算机科学 2019-03-06 Kaveh Bakhsh Kelarestaghi , Mahsa Foruhandeh , Kevin Heaslip , Ryan Gerdes

Cybersecurity of Industrial Control Systems (ICS) is drawing significant concerns as data communication increasingly leverages wireless networks. A lot of data-driven methods were developed for detecting cyberattacks, but few are focused on…

机器学习 · 计算机科学 2020-09-28 Dan Li , Paritosh Ramanan , Nagi Gebraeel , Kamran Paynabar

Efficient key management for automotive networks (CAN) is a critical element, governing the adoption of security in the next generation of vehicles. A recent promising approach for dynamic key agreement between groups of nodes,…

密码学与安全 · 计算机科学 2018-10-18 Shalabh Jain , Qian Wang , Md Tanvir Arafin , Jorge Guajardo

Nowadays, Vehicular Ad hoc Networks (VANETs) are popularly known as they can reduce traffic and road accidents. These networks need several security requirements, such as anonymity, data authentication, confidentiality, traceability and…

密码学与安全 · 计算机科学 2021-04-07 A. Aghabagherloo , J. Mohajeri , M. Salmasizadeh , M. Mohassel Feghhi

Vehicular Controller Area Networks (CANs) are susceptible to cyber attacks of different levels of sophistication. Fabrication attacks are the easiest to administer -- an adversary simply sends (extra) frames on a CAN -- but also the easiest…

密码学与安全 · 计算机科学 2022-03-15 Pablo Moriano , Robert A. Bridges , Michael D. Iannacone

Quick and accurate detection of cyber attack is key to the normal operation of the smart grid system. In this paper, a joint state estimation and sequential attack detection method for a given bus with grid frequency drift is proposed that…

信号处理 · 电气工程与系统科学 2017-12-27 Leian Chen , Xiaodong Wang

In the digital age, users store personal data in corporate databases, making data security central to enterprise management. Given the extensive attack surface, assets face challenges like weak authentication, vulnerabilities, and malware.…

密码学与安全 · 计算机科学 2024-11-12 Zilin Huang , Xiulai Li , Xinyi Cao , Ke Chen , Longjuan Wang , Logan Bo-Yee Liu

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)…

机器学习 · 计算机科学 2024-11-05 Yongqi Dong , Kejia Chen , Yinxuan Peng , Zhiyuan Ma

The Controller Area Network (CAN) protocol, essential for automotive embedded systems, lacks inherent security features, making it vulnerable to cyber threats, especially with the rise of autonomous vehicles. Traditional security measures…

密码学与安全 · 计算机科学 2025-12-24 Franco Oberti , Stefano Di Carlo , Alessandro Savino

This paper proposes a novel intrusion detection method for unmanned aerial vehicles (UAV) in the presence of recent actual UAV intrusion dataset. In particular, in the first stage of our method, we design an autoencoder architecture for…