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
Type
Thesis
Description
Data falsification attack detection, Cooperative Intelligent Transportation System
Table Of Contents
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
