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Detecting Attacks on Communication Data using Deep Learning and Vehicle Physical Properties in Cooperative Intelligent Transportation Systems
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DC Field Value Language
dc.contributor.advisor 은용순 -
dc.contributor.author Jihyun Min -
dc.date.accessioned 2025-01-21T01:34:52Z -
dc.date.available 2025-01-21T01:34:52Z -
dc.date.issued 2024 -
dc.identifier.uri http://hdl.handle.net/20.500.11750/57634 -
dc.identifier.uri http://dgist.dcollection.net/common/orgView/200000804902 -
dc.description Data falsification attack detection, Cooperative Intelligent Transportation System -
dc.description.tableofcontents 1 Introduction 1
1.1 Motivation 1
1.2 Related Work 2
1.3 Contribution 3
1.4 Thesis Outline 4
2 Vehicle Network Structure and Data Collection 5
2.1 C-ITS 5
2.2 Autonomous Vehicle Data Collection Based on Custom Roads 7
2.3 Autonomous Vehicle Data Collection Based on Actual Roads 9
2.4 Attack Model 10
3 Vehicle Network Attack Detector and Evaluation Method 25
3.1 Attack Detector Structure 25
3.2 Evaluation Method 27
3.3 Neural Network Module 28
3.4 Plausibility Check Module 30
3.5 Attack Detector Design 33
4 Detector Performance Evaluation 37
4.1 Attack Detection Performance using Custom Roads Data 37
4.2 Attack Detection Performance using Actual Roads Data 37
4.3 Attack Detection Performance Against Expanded Attacks 38
5 Conclusion 43
bibliography 47
국문초록 49
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dc.format.extent 49 -
dc.language eng -
dc.publisher DGIST -
dc.title Detecting Attacks on Communication Data using Deep Learning and Vehicle Physical Properties in Cooperative Intelligent Transportation Systems -
dc.title.alternative 협력 지능형 교통 시스템에서 딥러닝과 차량의 물리적 속성을 활용한 통신 데이터 공격 탐지 -
dc.type Thesis -
dc.identifier.doi 10.22677/THESIS.200000804902 -
dc.description.degree Master -
dc.contributor.department Department of Electrical Engineering and Computer Science -
dc.identifier.bibliographicCitation Jihyun Min. (2024). Detecting Attacks on Communication Data using Deep Learning and Vehicle Physical Properties in Cooperative Intelligent Transportation Systems. doi: 10.22677/THESIS.200000804902 -
dc.contributor.coadvisor Jiwoong Choi -
dc.date.awarded 2024-08-01 -
dc.publisher.location Daegu -
dc.description.database dCollection -
dc.citation XT.IM민78 202408 -
dc.date.accepted 2024-07-24 -
dc.contributor.alternativeDepartment 전기전자컴퓨터공학과 -
dc.subject.keyword Data falsification attack detection, Cooperative Intelligent Transportation System -
dc.contributor.affiliatedAuthor Jihyun Min -
dc.contributor.affiliatedAuthor Yongsoon Eun -
dc.contributor.affiliatedAuthor Jiwoong Choi -
dc.contributor.alternativeName 민지현 -
dc.contributor.alternativeName Yongsoon Eun -
dc.contributor.alternativeName 최지웅 -
dc.rights.embargoReleaseDate 2026-02-28 -
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