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Adaptive Controller Area Network Intrusion Detection System Considering Temperature Variation

Title
Adaptive Controller Area Network Intrusion Detection System Considering Temperature Variation
Authors
Woojin Jeong
DGIST Authors
Woojin Jeong; Ji-Woong ChoiJeongho Gwak
Advisor(s)
최지웅
Co-Advisor(s)
Jeongho Gwak
Issue Date
2022
Available Date
2022-03-08
Degree Date
2022/02
Type
Thesis
Keywords
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
University
DGIST
Related Researcher
  • Author Choi, Ji-Woong CSP(Communication and Signal Processing) Lab
  • Research Interests Communication System; Signal Processing; Communication Circuit Design; 생체 신호 통신 및 신호 처리; 뇌-기계 인터페이스(BMI); 차세대 교차계층 통신 및 신호 처리; 5G 모바일 통신
Files:
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Collection:
ETCETC
Department of Electrical Engineering and Computer ScienceThesesMaster


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