Title

Adaptive Controller Area Network Intrusion Detection System Considering Temperature Variation

DGIST Authors

Woojin Jeong ; Ji-Woong Choi ; Jeongho Gwak

Advisor

최지웅

Co-Advisor(s)

Jeongho Gwak

Issued Date

2022

Awarded Date

2022/02

Citation

Woojin Jeong. (2022). Adaptive Controller Area Network Intrusion Detection System Considering Temperature Variation. doi: 10.22677/thesis.200000595825

Type

Thesis

Subject

Controller area network (CAN), Intrusion detection system (IDS), Transmitter identification, Temperature, Physical layer security, 침임 탐지 시스템, 송신기 식별, 차량의 작동온도, 물리계층 보안

Description

Controller area network (CAN), Intrusion detection system (IDS), Transmitter identification, Temperature, Physical layer security, 침임 탐지 시스템, 송신기 식별, 차량의 작동온도, 물리계층 보안

Table Of Contents

I. Introduction 1
II. Background 6
2.1 Controller Area Network (CAN) 6
2.2 Support Vector Machine (SVM) 8
2.3 Convolutional Neural Network (CNN) 9
III. Proposed Adaptive Controller Area Network Intrusion Detection System (IDS) 11
3.1 CNN-based Intrusion Detection System 14
3.2 Autocorrelation-based Intrusion Detection System 18
IV. Performance Evaluation of Proposed System 23
4.1 CNN-based Intrusion Detection System 23
4.2 Autocorrelation-based Intrusion Detection System 31
V. Conclusion 38

URI

http://dgist.dcollection.net/common/orgView/200000595825
http://hdl.handle.net/20.500.11750/16253

DOI

10.22677/thesis.200000595825

Degree

Master

Department

Information and Communication Engineering

Publisher

DGIST

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