Private and utility enhanced intrusion detection based on attack behavior analysis with local differential privacy on IoV
In recent years, with the escalating security demands of the Internet of Vehicles (IoV),
concerns over safety have intensified. To prevent security incidents and privacy breaches …
concerns over safety have intensified. To prevent security incidents and privacy breaches …
A Novel Architecture for an Intrusion Detection System Utilizing Cross-Check Filters for In-Vehicle Networks
H Im, D Lee, S Lee - Sensors, 2024 - mdpi.com
The Controller Area Network (CAN), widely used for vehicular communication, is vulnerable
to multiple types of cyber-threats. Attackers can inject malicious messages into the CAN bus …
to multiple types of cyber-threats. Attackers can inject malicious messages into the CAN bus …
TinyML-Based Intrusion Detection System for In-Vehicle Network Using Convolutional Neural Network on Embedded Devices
H Im, S Lee - IEEE Embedded Systems Letters, 2024 - ieeexplore.ieee.org
This letter proposes a novel model for effectively detecting malicious messages in controller
area network (CAN) communication, which is widely used in automotive networks. Because …
area network (CAN) communication, which is widely used in automotive networks. Because …
On-Device Lightweight Transfer Learning for Automotive Intrusion Detection on STM32
XB Nguyen, QK Tran, HA Pham - 2024 IEEE 9th International …, 2024 - ieeexplore.ieee.org
This paper presents an emerging automotive approach to cybersecurity by designing a
lightweight neural network tailored for vehicle intrusion detection systems (IDS). With the …
lightweight neural network tailored for vehicle intrusion detection systems (IDS). With the …
차량용경량화침입탐지시스템을위한데이터전처리기법
박상민， 임형철， 이성수 - 전기전자학회논문지, 2023 - dbpia.co.kr
본 논문에서는 차량 내 네트워크에서 즉각적인 공격 탐지를 위해 프레임 피처 삽입이 적용된
슬라이딩 윈도우 기법을 제안한다. 이 방법은 현재 프레임의 공격 여부에 따라 라벨링을 …
슬라이딩 윈도우 기법을 제안한다. 이 방법은 현재 프레임의 공격 여부에 따라 라벨링을 …