Innovations for Community Services: 22nd International Conference, I4CS 2022, Delft, The Netherlands, June 13–15, 2022, Proceedings (Communications in Computer and Information Science, 1585)

Description

This book constitutes the refereed proceedings of the 22nd International Conference on Innovations for Community Services, I4CS 2022, held in Delft, The Netherlands, in June 2022.  The 15 full papers and 5 short papers presented in this volume were carefully reviewed and selected from 43 submissions. Three invited papers were also included in the volume. The papers focus on topics such as services for critical infrastructure; network architecture for communities; applications and services supporting work and life; community data and visualization; technology empowers industry processes; and future community support. Foreword Preface Organization Contents Invited Papers Secure Multi-party Computation and Its Applications 1 Secure Data Sharing 2 Secure Multi-party Computation 3 Applications 4 Conclusion References Brain-Inspired Approaches to Natural Language Processing and Explainable Artificial Intelligence 1 Introduction 2 Information Processing in the Human Brain 3 Language Acquisition and Use 4 Brain-Inspired and Continuous Information Processing 5 Applications 6 Conclusion References Back to the Future of Work: Old Questions for New Technologies References Energy Harvesting and Environment Protection Solar Energy Harvesting for the Mobile Robotic Platform 1 Introduction 2 Solar Mobile Robotic Platform 3 Detailed Description of a Solar Car Power Circuitry 4 Power Consumption of Solar Car Peripherals 4.1 Optical Subsystem 4.2 Motor Drives 4.3 Main Controller 5 Conclusion References Demonstrating Feasibility of Blockchain-Driven Carbon Accounting – A Design Study and Demonstrator 1 Introduction 2 State of the Art 2.1 Blockchain Technology and Design of Blockchain 2.2 Carbon Accounting 3 Research Design 4 The Carbon Accounting Scenario 4.1 Carbon Footprint 4.2 Consortium Architecture 4.3 Smart Contract Operations and Tokens 4.4 Design Study “Demonstrator Coffee Supply Chain” 5 The Demonstrator 5.1 Architecture and Assembly 5.2 Interaction Concept and Visualization 5.3 Implementation 5.4 Advanced Platform Support and Interfaces 6 Conclusion and Future Work References Applied Security and Privacy A Platform for Offline Voice Assistants 1 Introduction 2 The JabberBrick Platform 2.1 Architecture and Goals 2.2 Slots 2.3 Visual Output 2.4 Security and Privacy Considerations 3 Sample Implementation and Evaluation 4 Conclusions References Consensus Algorithms in Cryptocurrency and V2X-IoT: Preliminary Study 1 Introduction 2 Consensus Algorithm in Cryptocurrency 2.1 Proof of Work (PoW) 2.2 Proof of Stake (PoS) 2.3 Proof of Burn (PoB) 2.4 Proof of Importance (PoI) 2.5 Proof of Capacity (PoC) 3 Consensus Algorithm in V2X Communication 3.1 Proof of Location (PoL) 3.2 Practical Byzantine Fault Tolerance (PBFT): Consensus Algorithm 3.3 Proof of Authentication (PoAh) 3.4 Proof of Eligibility (PoE) 4 Comparison 5 Conclusion References Realtime Risk Monitoring of SSH Brute Force Attacks 1 Introduction 2 Related Work 3 Data Collection 4 KPI Generation 5 Experiment 6 Conclusion References eHealth and Infrastructure Emergency Evacuation Software Simulation Process for Physical Changes 1 Introduction 2 Literature Review 3 Proposed Methodology 4 Experimental Setup and Results 4.1 Physical Changes 4.2 Experimental Results 4.3 Baseline Scenario 1 4.4 Baseline Scenario 2 5 Conclusion References Context Information Management in a Microservice Based Measurement and Processing Infrastructure 1 Introduction 2 Related Work 3 Measurement and Processing Infrastructure 3.1 Application in Integration Services 3.2 Application in Processing Services 4 Context Information Management 4.1 Context Information Data Model 4.2 Application of the Context Information Data Model 5 Scenario-Based Evaluation 6 Experiences and Lesson Learned 7 Discussion 8 Conclusion References A Web Architecture for E-Health Applications Supporting the Efficient Multipath Transport of Medical Images 1 Introduction 2 Foundations of Digital Imaging and Communication Techniques for e-Health Applications 2.1 The Scope of the Medical Imaging Standard DICOM 2.2 Objectives and Use Cases of a Medical Image Transfer 3 An Enhanced PACS Architecture for the Transfer of Medical Images 4 A Versatile Web-Server Architecture for the Efficient Multipath Transport of Medical Images 4.1 The Transport of Medical Data Along a Multipath-QUIC Route 4.2 Functionality of the DICOM Proxy Server 4.3 Client Realization by a Multipath Compatible Android App 4.4 Effective Medical Object Retrieval and Communication by an e-Health Application 5 Conclusions References Smart Mobility and Routing Understanding Human Mobility for Data-Driven Policy Making 1 Introduction 2 Problem Formulation 3 Methodology 3.1 Mobility Transactions 3.2 Congestion 4 Results 5 Use Cases 6 Conclusion References Research on Detecting Similarity in Trajectory Data and Possible Use Cases 1 Motivation and Use Cases 2 Similarity Detection 2.1 State of the Art 2.2 Geographic Similarity 2.3 Parameters Description 3 Data Analysis 3.1 Data Collection 3.2 Preprocessing Data and Statistical Approach 3.3 Machine Learning Approach: K-Means 3.4 Adding Time Dependency 3.5 Neural Network Approach 4 Results and Outlook 4.1 Achievements 4.2 Advantages of Modern Technologies 5 Conclusion References Misbehavior Verification on Cooperative Intelligent Transport System 1 Introduction 2 Related Works 2.1 Type of Attacks 2.2 Detection and Prevention 3 Our Proposed Method Description 4 Scenarios 4.1 Malicious Station Detected 4.2 Malicious Station Tries to Blacklist Honest Stations 4.3 Regular Station Makes Sometimes False Positives 5 Simulation and Evaluation 5.1 Simulation 5.2 Evaluation 6 Conclusion and Future Work References Smart Cities and Standardization A Multi Service Capacitated Facility Location Problem with Stochastic Demand 1 Introduction 2 Mathematical Model 3 Solution Approach 3.1 Adaptive Large Neighbourhood Search 3.2 Adaptive Large Neighbourhood Search with Exact Subproblems 4 Results 4.1 Data and Problem Instances 4.2 ALNS-ES Results 5 Assessment of Handling Stochasticity 6 Conclusion and Further Research References The Role of a Data Marketplace for Innovation and Value-Added Services in Smart and Sustainable Cities 1 Introduction 2 Literature Review 2.1 Overview of Data Marketplace 2.2 The Need for a Data Marketplace 2.3 Challenges and Benefits of Data Marketplaces 3 Method 4 Data Marketplace Prototype 5 Evaluation 5.1 Results 6 Discussion 7 Conclusion References Challenges of Future Smart and Secure IoT Networking 1 Introduction to IoT Networking 1.1 Motivation and Related Research Projects and Initiatives 1.2 IoT Use Cases 2 Overall IoT Challenges 2.1 IoT Security 2.2 Standardization Activities Towards IoT Security 3 State of the Art in IoT Security 3.1 Low-Cost IoT Authentication Approach 3.2 IoT Sensing for Authentication Research 3.3 Architectures and Procedures for Future IP-Based IoT-Authentication 4 Community Approach: Automatic Packet Reporting System 4.1 APRS Network Architecture 4.2 APRS Access Air Interface 4.3 APRS User Authentication 4.4 APRS Data Visualization 5 Conclusion and Outlook References Applied Machine Learning Towards Simulating a Global Robust Model for Early Asthma Detection 1 Introduction 2 Related Works 3 Proposed Methodology 3.1 System Architecture for Training the Model 3.2 FL Base Model 3.3 PySyft and PyTorch 4 Experimental Evaluation 4.1 Dataset Collection 4.2 Dataset Preprocessing 4.3 Federated Training 5 Results and Discussion 6 Conclusion References Practical Method for Multidimensional Data Ranking 1 Introduction 2 Related Work 3 Ranking Method 3.1 Borda's Method 3.2 Principal Rank Method 3.3 Assessment of Ranking 4 Results 4.1 Simulated Data Sets 4.2 Real Datasets 4.3 Virtual Machine Ranking 5 Conclusion References Quantum Computing Distributed Quantum Machine Learning 1 Introduction 2 Methods 2.1 Brief Introduction to Quantum Computing 2.2 Distributed Quantum Computing 3 Distributed Adder 4 Distributed Distance-Based Classifier 5 Results 5.1 Distributed Adder 5.2 Distributed Distance-Based Classifier 6 Conclusion References A Quantum Annealing Approach for Solving Hard Variants of the Stable Marriage Problem 1 Introduction 2 Background 2.1 Stable Marriage Problem 2.2 Quantum Annealing 3 QUBO Formulation for MAX-SMTI 3.1 Encoding 3.2 Objective Function and Constraints 3.3 Penalty Assignment 3.4 Resulting Energy 4 Experimental Setup 4.1 Datasets 4.2 Methods 5 Results and Discussion 5.1 Solution Quality 5.2 Computational Results 6 Conclusion References Learning Based Hardware-Centric Quantum Circuit Generation 1 Introduction 1.1 Paper Outline 1.2 State of the Art 2 Problem Description 2.1 Probabilistic Operations 2.2 Search Operations 2.3 Properties of Quantum Computers Considered 3 Cost Function 4 Determining Ansatzes 5 Optimization of Continuous Parameters 5.1 Particle Swarm Optimization 5.2 Gradient-Based Optimization 6 Results 6.1 Thin Circuit 6.2 Grover's Search 7 Experimental Results on Quantum Computers 7.1 Rigetti - Aspen 10 7.2 IBM - Lima and Manila 7.3 Quantum Inspire - Starmon 5 8 Discussion References A Quantum Approach for Tactical Capacity Management of Distributed Electricity Generation 1 Introduction 2 Quantum Annealing 3 Problem Formulation 4 Example 5 Discussion and Further Research References Author Index