Future Network Systems and Security: 5th International Conference, FNSS 2019, Melbourne, VIC, Australia, November 27–29, 2019, Proceedings (Communications ... Computer and Information Science Book 1113)

This book constitutes the refereed proceedings of the 5th International Conference on Future Network Systems and Security, FNSS 2019, held in Melbourne, Australia, in November 2019. The 16 full papers and two short papers presented were carefully reviewed and selected from 38 submissions. The papers are organized in topical sections on​emerging networks and applications; security, privacy and trust; and security analytics and forensics. -- Provided by publisher Preface 6 Organization 7 Contents 8 Emerging Networks and Applications 10 Intrusion Detection System Classifier for VANET Based on Pre-processing Feature Extraction 11 Abstract 11 1 Introduction 11 2 A Literature Review on Vehicle Ad Hoc Network (VANET) Models 12 3 Vehicle Ad Hoc Network (VANET) Model 14 3.1 VANET Model Measurements 15 3.2 VANET Message Format 17 4 VANET Information 18 4.1 Proposed Method 18 4.2 Pre-processing Feature Extraction 19 5 Performance Evaluations 22 5.1 Experimental Environment 22 5.2 Experimental Results 24 6 Validation 28 7 Conclusion 29 References 29 Ad-Hoc Framework for Efficient Network Security for Unmanned Aerial Vehicles (UAV) 31 Abstract 31 1 Introduction and Motivation 31 2 UAV Platform and Security Consideration 33 3 Related Research 35 4 Encryption Techniques 37 4.1 Applying IBE to UAV Network 37 5 Proposed Security Framework 38 5.1 Hierarchical UAV Network Architecture 39 6 Experimental Evaluation 41 7 Conclusion and Future Work 42 References 43 Performance Evaluation of LoRaWAN for Mission-Critical IoT Networks 45 Abstract 45 1 Introduction 45 2 Background and Related Work 46 2.1 Related Work 46 2.2 How LoRaWAN Works 48 3 Simulation Setup and Scenario 50 3.1 Simulation 50 3.2 Scenarios 51 4 Results 53 4.1 Single Gateway (Scenario One) 53 4.2 Multiple Gateways (Scenario Two) 54 4.3 Reliable Transmission with Multiple Gateways (Scenario Three) 55 5 Analysis 57 6 Conclusion 58 References 58 An Efficient Dynamic Group-Based Batch Verification Scheme for Vehicular Sensor Networks 60 Abstract 60 1 Introduction 60 2 Related Work 61 3 Dynamic Group Batch Verification 62 3.1 System Initialization 62 3.2 Mutual Authentication Between Group Proxy Vehicle and RSU 63 3.3 RSU-Assisted Batch Verification 63 3.4 RSU-Assisted Dynamic Group Management 64 3.5 Security and Performance Analysis 66 4 Simulation and Experiment Analysis 69 5 Conclusion 71 References 71 MetaCom: Profiling Meta Data to Detect Compromised Accounts in Online Social Networks 73 1 Introduction 73 2 Related Work 75 3 Proposed Work 76 3.1 Approach Overview 76 3.2 Construction of Behavioral Profile 77 3.3 Feature Extraction and Modeling 78 4 Experimental Results and Discussion 82 4.1 Experimental Approach 82 4.2 Results 83 5 Conclusion 85 References 86 Ameliorating Depression Anxiety and Stress Caused by Social Media Among Young Women: Procedural and Technological Responses 89 Abstract 89 1 Introduction 89 2 Literature Review 90 2.1 Depression, Anxiety and Stress (DAS) 90 2.2 DAS Among Young Women 91 2.3 DAS Among Young Women Caused by Social Media 91 2.4 Current Procedural Responses 92 2.5 Current Technological Responses 94 2.6 Problems, Issues and Requirements 94 3 Research Artefacts 95 3.1 Conceptual Artefacts 95 3.2 Scenarios 96 3.3 System Oriented Artefacts 97 3.4 Proof of Concept 100 4 Discussion 101 5 Conclusion 103 References 103 Security, Privacy and Trust 105 Attainable Hacks on Keystore Files in Ethereum Wallets—A Systematic Analysis 106 1 Introduction 106 2 Ethereum Wallets 107 2.1 Offline Wallets 108 2.2 Keystore File in Ethereum Wallets 108 3 Literature Review on Hacking Mechanisms 110 3.1 Computers/PC Related Attacks 110 3.2 Mobile Related Attacks 111 3.3 Networking Related Attacks 112 3.4 Web Related Attacks 113 4 Methodology and Experiments 115 4.1 Brute-Force Attack 115 4.2 Dictionary Attack 117 4.3 Test Cases 117 5 Problem Analysis and Discussion 118 6 Conclusion 119 References 120 Cancelable Palmprint Feature Generation Method Based on Minimum Signature 125 Abstract 125 1 Introduction 125 2 The Theory of Orthogonal Filter 126 3 The Theory of Minimum Signature 127 4 Basic Scheme 128 5 Experiments and Analysis 130 5.1 Experimental Settings and Methods 130 5.2 Minimum Signature Authentication 130 6 Security Analysis 131 6.1 Cancelability 131 6.2 Diversity 132 6.3 Irreversibility and Accuracy 132 7 Conclusion 133 References 133 Thermal Distribution Change of Optical Fiber Terminal Based NG-PON2 Link Security Monitoring Technology 135 Abstract 135 1 Introduction 135 2 Principle 136 3 Experiment 137 3.1 Demonstration System 137 3.2 Experimental Results 138 4 Conclusion 140 References 140 Pseudonymization Approach in a Health IoT System to Strengthen Security and Privacy Results from OCARIoT Project 141 Abstract 141 1 Introduction 141 2 Anonymization and Pseudonymization Concepts 142 3 Security and Privacy in OCARIoT Platform 143 3.1 Identities and Accesses Premises 143 3.2 Considerations 144 3.3 Initial Setup 145 3.4 Identity and Accesses 145 4 Pseudonymization in OCARIoT Platform 146 4.1 Pseudonymization Method for Child ID 147 4.2 Pseudonymization Method for Parents ID 148 4.3 Data Encryption in OCARIoT Platform 149 5 Protection Against Side-Channel Attacks 150 6 Future Work 151 7 Conclusion 151 Acknowledgment 152 References 152 Security Analytics and Forensics 154 System Usage Profiling Metrics for Notifications on Abnormal User Behavior 155 Abstract 155 1 Introduction 155 1.1 Cost of Social Engineering 156 1.2 Difficulty of Prevention 156 2 Related Work 156 2.1 Masquerading 157 2.2 Sabotage 158 2.3 Information Theft 158 3 Problem Statement 159 4 Methodology 160 5 Results and Analysis 161 5.1 Mouse Clicks Per Minute 162 5.2 Keystrokes Per Minute 162 5.3 Mouse Hold Time Per Click 163 5.4 Key Hold Time Per Click 163 5.5 Keystrokes Per Minute Scattered Plot 164 5.6 ROC Plot 164 5.7 Analysis 165 6 Conclusion 165 References 166 A New Lightweight Encryption Approach for Correlated Content Exchange in Internet of Things 167 Abstract 167 1 Introduction 167 2 State of the Art 168 3 CRIoT Architecture 169 3.1 Extension of CatMap 170 3.2 S-Box 171 3.3 The Non-Linear Function F 171 3.4 KeySchedule Function 171 4 Experimental Results 172 4.1 Security Analysis 172 4.2 Performance 174 5 Comparison 175 6 Conclusion 176 References 176 Digital Forensics for Drone Data – Intelligent Clustering Using Self Organising Maps 178 Abstract 178 1 Introduction 178 2 Background 180 2.1 Digital Forensics 180 2.2 Digital Forensics for Drones 182 3 Proposed Method/Technique 183 4 Dataset Description 185 5 Forensic Analysis Steps Taken/Procedure 187 6 Experimental Results 190 7 Conclusions and Future Work 194 References 194 An Investigation of Using Time and Ambient Conditions to Sense the Unexpected Removal of RFID Tag 196 Abstract 196 1 Introduction 196 2 The Problem of Losing Asset Identification Due to Tag Unexpected Removal 197 3 A Review of Related Literature for Handling the Unexpected Tag Removal 198 4 The Proposed Solution of Integrating Time and Ambient Conditions 199 5 Concluding Remark 201 References 202 Analysis of In-vehicle Security System of Smart Vehicles 204 1 Introduction 204 2 Literature Review 205 2.1 In-vehicle Attacks 206 2.2 Attack Countermeasures 207 3 In-vehicle Security Modeling 208 4 Implementation and Analysis 211 5 Conclusion 216 References 216 Quorum Chain-Based Malware Detection in Android Smart Devices 218 Abstract 218 1 Introduction 218 2 Related Work 219 2.1 Malware Detection Scheme Based on Static Analysis 219 2.2 Malware Detection Scheme Based on Dynamic Analysis 219 2.3 Combination of Dynamic and Static Detection Scheme 220 2.4 Blockchain and QuorumChain 220 3 Contribution 221 3.1 Model Overview 221 3.2 Android Software Feature Extraction Model 222 3.3 Classification Model 224 4 Detection Process 224 5 Analysis 225 6 Conclusion 229 References 229 Asymmetric Information in High-Value Low-Frequency Transactions: Mitigation in Real Estate Using Blockchain 231 Abstract 231 1 Introduction 231 2 New Zealand Real Estate 232 3 High-Value Low-Frequency Transactions 234 3.1 HVLFT’s Costs, Characteristics, and Emotions 235 3.2 Price Equilibrium in a Transaction 235 4 Asymmetric Information 237 5 Stakeholders 239 6 Theoretical Framework 239 7 Knowledge Management Utilizing Blockchain 240 8 Conclusion and Discussion 243 References 244 Critical Evaluation of RFID Applications in Healthcare 246 1 Introduction and RFID-Based Systems in Healthcare 246 2 Challenges and Issues with RFID Use in Healthcare 247 2.1 Data Volume 248 2.2 Electromagnetic Interference 249 2.3 Tag Separation 250 2.4 Relay Attack 251 3 Discussion 252 References 253 Author Index 255 Front Matter ....Pages i-viii Front Matter ....Pages 1-1 Intrusion Detection System Classifier for VANET Based on Pre-processing Feature Extraction (Ayoob Ayoob, Ghaith Khalil, Morshed Chowdhury, Robin Doss)....Pages 3-22 Ad-Hoc Framework for Efficient Network Security for Unmanned Aerial Vehicles (UAV) (Md Samsul Haque, Morshed U. Chowdhury)....Pages 23-36 Performance Evaluation of LoRaWAN for Mission-Critical IoT Networks (Ansa Iftikhar Ahmad, Biplob Ray, Morshed Chowdhury)....Pages 37-51 An Efficient Dynamic Group-Based Batch Verification Scheme for Vehicular Sensor Networks (Liming Jiang, Yan Wang, Jiajun Tian, Frank Jiang, Nick Patterson, Robin Doss)....Pages 52-64 MetaCom: Profiling Meta Data to Detect Compromised Accounts in Online Social Networks (Ravneet Kaur, Sarbjeet Singh, Harish Kumar)....Pages 65-80 Ameliorating Depression Anxiety and Stress Caused by Social Media Among Young Women: Procedural and Technological Responses (Honour Carmichael, Gabrielle Peko, Khushbu Tilvawala, Johnny Chan, David Sundaram)....Pages 81-96 Front Matter ....Pages 97-97 Attainable Hacks on Keystore Files in Ethereum Wallets—A Systematic Analysis (Purathani Praitheeshan, Yi Wei Xin, Lei Pan, Robin Doss)....Pages 99-117 Cancelable Palmprint Feature Generation Method Based on Minimum Signature (Jian Qiu, Hengjian Li, Xiyu Wang)....Pages 118-127 Thermal Distribution Change of Optical Fiber Terminal Based NG-PON2 Link Security Monitoring Technology (Xiaokai Ye, Xiaohan Sun)....Pages 128-133 Pseudonymization Approach in a Health IoT System to Strengthen Security and Privacy Results from OCARIoT Project (Sérgio Luís Ribeiro, Emilio Tissato Nakamura)....Pages 134-146 Front Matter ....Pages 147-147 System Usage Profiling Metrics for Notifications on Abnormal User Behavior (Austin Sasko, Trevor Hillsgrove, Kanwalinderjit Gagneja, Udita Katugampola)....Pages 149-160 A New Lightweight Encryption Approach for Correlated Content Exchange in Internet of Things (Tasnime Omrani, Layth Sliman)....Pages 161-171 Digital Forensics for Drone Data – Intelligent Clustering Using Self Organising Maps (Sri Harsha Mekala, Zubair Baig)....Pages 172-189 An Investigation of Using Time and Ambient Conditions to Sense the Unexpected Removal of RFID Tag (Yuju Tu)....Pages 190-197 Analysis of In-vehicle Security System of Smart Vehicles (Nazeeruddin Mohammad, Shahabuddin Muhammad, Eman Shaikh)....Pages 198-211 Quorum Chain-Based Malware Detection in Android Smart Devices (Fei Gao, Frank Jiang, Yuping Zhang, Robin Doss)....Pages 212-224 Asymmetric Information in High-Value Low-Frequency Transactions: Mitigation in Real Estate Using Blockchain (Mark Hoksbergen, Johnny Chan, Gabrielle Peko, David Sundaram)....Pages 225-239 Critical Evaluation of RFID Applications in Healthcare (Yu-Ju Tu, Huihui Chi, Wei Zhou, Gaurav Kapoor, Enes Eryarsoy, Selwyn Piramuthu)....Pages 240-248 Back Matter ....Pages 249-249 This book constitutes the refereed proceedings of the 5th International Conference on Future Network Systems and Security, FNSS 2019, held in Melbourne, Australia, in November 2019. The 16 full papers and two short papers presented were carefully reviewed and selected from 38 submissions. The papers are organized in topical sections on emerging networks and applications; security, privacy and trust; and security analytics and forensics