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Adaptive Controller Area Network Intrusion Detection System Considering Temperature Variation
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Title
Adaptive Controller Area Network Intrusion Detection System Considering Temperature Variation
DGIST Authors
Woojin JeongJi-Woong ChoiJeongho 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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