Internet of Things : 5th the Global IoT Summit, GIoTS 2022, Dublin, Ireland, June 20-23, 2022, Revised Selected Papers / / Aurora González-Vidal [and four others], editors

• Pubblicazione: Cham, Switzerland : , : Springer, , [2022]; ©2022
• Descrizione fisica: 1 online resource (432 pages)
• Disciplina: 004.678
• Soggetto topico: Internet of things
• Persona (resp. second.): González-VidalAurora
• Nota di bibliografia: Includes bibliographical references and index.
• Nota di contenuto: Intro -- Preface -- Organization -- Contents -- IoT Enabling Technologies -- Overview of Drone Communication Requirements in 5G -- 1 Introduction -- 2 Applications of Drones -- 3 Essential Parameters for Drone Communication and Navigation -- 3.1 Government Rules and Regulations -- 3.2 Technical Parameters -- 3.3 3GPP Vision -- 4 Related Work -- 5 Role of 5G in Drone Applications -- 6 Conclusion -- References -- Accurate Indoor Positioning Based on Beacon Weighting Using RSSI -- 1 Introduction -- 2 Related Studies -- 3 Proposed Method -- 4 Implementation and Experimentation -- 5 Results and Evaluation -- 6 Discussions -- 7 Conclusion -- References -- Adaptive Data-Driven Routing for Edge-to-Cloud Continuum: A Content-Based Publish/Subscribe Approach -- 1 Introduction -- 2 Related Work -- 3 Adaptive Data-Driven Routing Architecture for the ECC -- 3.1 ECC Topology Setup -- 3.2 Data Routing Mechanism -- 4 Content-Based Publish/Subscribe for Adaptive Data-Driven Routing -- 5 Case Study: Federated Learning for Digital Twins -- 6 Evaluation Study -- 6.1 Performance Evaluation Scenarios -- 6.2 Evaluation Results -- 7 Conclusion and Future Work -- References -- Online Decentralized Frank-Wolfe: From Theoretical Bound to Applications in Smart-Building -- 1 Introduction -- 1.1 Our Contribution -- 1.2 Related Work -- 2 Conditional Gradient Based Algorithm -- 2.1 Preliminaries and Notations -- 2.2 An Algorithm with Exact Gradients -- 2.3 Algorithm with Stochastic Gradients -- 3 Experiments -- 3.1 Prediction Performance -- 3.2 Effect of Network Topology -- 3.3 Effect of Decentralization -- 4 Concluding Remarks -- References -- IntellIoT: Intelligent IoT Environments -- 1 Introduction -- 2 Next Generation IoT Use Cases -- 2.1 Autonomous Operation of Agriculture Vehicle Fleets -- 2.2 Collaborative Intelligence for Remote Patient Monitoring. ; 2.3 Autonomous Collaboration of Production Machines -- 3 A Next Generation IoT Framework: The IntellIoT Approach -- 3.1 Distributed, Self-aware, Semi-autonomous IoT Applications -- 3.2 Autonomy Defined by a Human-in-the-Loop -- 3.3 Efficient, Reliable and Trustworthy Computation and Communication Infrastructure -- 3.4 Bringing All Together - The IntellIoT High-Level Architecture -- 4 State of the Art and Research Challenges -- 4.1 Autonomy and Distributed Intelligence -- 4.2 Next Generation IoT Computation and Communication Infrastructure -- 4.3 Humans and Trust in Intelligent IoT -- 5 Conclusions and Future Work -- References -- An Interoperable Framework for Heterogeneous IoT infrastructure to Unlock Data Value -- 1 Introduction -- 2 Problem Statement -- 3 Proposed Framework Architecture -- 4 Data Model -- 4.1 Devices Information Model -- 4.2 Interface Model -- 4.3 OPC-UA Interfaces ObjectType for Sensor Device -- 5 Provisioning Server for Fixable Device Connectivity -- 6 Conclusion -- References -- Task Offloading in Computing Continuum Using Collaborative Reinforcement Learning -- 1 Introduction -- 2 Related Work -- 3 Task Assignment Problem -- 3.1 System Model -- 3.2 Problem Definition -- 4 RL-Based Task Offloading Algorithm -- 5 Performance Evaluation -- 5.1 Methodology -- 5.2 Experiment Setup -- 5.3 Metrics -- 5.4 Compared Methods -- 5.5 Experimental Results and Analysis -- 6 Conclusion -- References -- Assessing Efficiency Benefits of Edge Intelligence -- 1 Introduction -- 2 Methods -- 2.1 Devices, Models, and Frameworks -- 2.2 Power and Energy Measurements -- 2.3 Recognition Gradient -- 3 Results -- 3.1 Energy and Accuracy -- 3.2 Energy-Precision Ratio -- 3.3 Recognition Efficiency -- 3.4 Cloud-Centric and Federated Learning -- 3.5 Life Cycle Aspects -- 4 Discussion, Summary, and Outlook -- 4.1 Discussion -- 4.2 Summary and Outlook. ; References -- IoT Applications, Services and Real Implementations -- A Smart IoT Gateway Capable of Prescreening for Atrial Fibrillation -- 1 Introduction -- 1.1 Existing Techniques for AF Detection -- 2 Data Preparation -- 2.1 Data Source -- 2.2 Prepossessing -- 3 Deep Learning Models -- 3.1 Development -- 3.2 Deployment -- 3.3 Gateway -- 4 Results -- 5 Analysis -- 6 Conclusions -- References -- Internet of Things with Web Technologies Solution for Flood Notification in São Paulo -- 1 Introduction -- 2 Objective -- 3 System Architecture -- 3.1 API, Sensors, and Web Server -- 3.2 Notifications Web Application -- 3.3 Public Website -- 3.4 Administrative Web Interface -- 4 Results -- 5 Future Work -- References -- Wi-Monitor: Wi-Fi Channel State Information-Based Crowd Counting with Lightweight and Low-Cost IoT Devices -- 1 Introduction -- 2 Background and Related Work -- 2.1 CSI-Based Crowd Counting -- 2.2 Related Work -- 3 Problems -- 4 System Design -- 4.1 CSI Data Extraction -- 4.2 Noise Removal -- 4.3 DNN Model Building -- 5 Evaluation -- 5.1 Scenario 1: In a Corridor -- 5.2 Scenario 2: In a Meeting Room -- 5.3 Discussion -- 6 Conclusion -- References -- Design of a Next-Generation Interoperable Cognitive Port Solution -- 1 Introduction -- 2 Context, Motivation and Related Work -- 3 Design of the Proposed Solution -- 3.1 Data Access Component -- 3.2 Data Processing Services -- 3.3 Data Analytics Services and Cognitive Applications -- 4 Use Case Driven Validation -- 4.1 Provision of Data -- 4.2 Data Analytics -- 5 Future Work and Conclusions -- References -- Conceptual Framework of Contact-Less Consumer Products Industry During and Post-pandemic Era -- 1 Introduction -- 2 Conceptual Framework of Contact-Less Consumer Products Industry -- 2.1 Physical Layer -- 2.2 Digital Twins Layer -- 2.3 Industrial Technologies Layer. ; 2.4 Contact-Less Remote Applications Layer -- 3 Contact-Less Delivery Service for Consumer Products Industry During and Post-pandemic Era -- 4 Open Challenges and Discussion -- 5 Conclusion -- References -- Blockchain for Economy of Scale in Wind Industry: A Demo Case -- 1 Introduction -- 1.1 The Fastener Lifecycle: Events and Data-Points in the Blockchain -- 2 Business and Sustainability Implications of Blockchain Technology in Large Scale Wind Turbine Setups -- 3 Realization of Demonstrator in Controlled Environment -- 3.1 Overall High-Level Architecture -- 3.2 Demonstrator Realization and Code Snippet -- 4 Conclusions -- References -- Sleep Stage Detection on a Wearable Headband Using Deep Neural Networks -- 1 Introduction -- 2 Background -- 3 Methodology -- 3.1 Experimental Setup -- 4 Sleep Stage Detection Model -- 4.1 Data Preprocessing -- 4.2 Deep Learning Model -- 4.3 Model Results -- 5 Conclusion -- References -- A Comparative Study on Energy Consumption Models for Drones -- 1 Introduction -- 2 Background: Drone Power Models -- 2.1 D'Andrea Energy Model -- 2.2 Dorling et al. Energy Model -- 2.3 Stolaroff et al. Energy Model -- 2.4 Kirchstein Energy Model -- 2.5 Tseng Energy Model -- 3 Data-Driven Model and Proposed LSTM Architecture -- 3.1 Problem Statement -- 3.2 Experimental Dataset -- 3.3 System Architecture -- 4 Results and Discussion -- 4.1 Performance Evaluation -- 4.2 Sensitivity Analysis -- 5 Conclusion -- References -- ConQeng: A Middleware for Quality of Context Aware Selection, Measurement and Validation -- 1 Introduction -- 2 Motivating Scenario -- 3 Related Work -- 4 ConQeng's Design and Process -- 5 Implementation and Simulation Setup -- 6 Evaluation and Results -- 7 Conclusion and Future Work -- References -- Automating Heterogeneous IoT Device Networks from Multiple Brokers with Multiple Data Models -- 1 Introduction. ; 2 Requirements Analysis and Related Work -- 3 The Role of IoT Directory in Snap4City Architecture -- 3.1 Registration of IoT Devices on Internal Brokers -- 3.2 Discovering and Registering IoT Devices from External Brokers -- 4 Validation Experiments -- 5 Conclusions -- References -- A Persuasive System for Stress Detection and Management in an Educational Environment -- 1 Introduction -- 2 Persuasive System -- 2.1 Architecture -- 2.2 Methodology -- 3 Study Design -- 4 Results -- 5 Conclusions -- References -- Domain Generalization on Constrained Platforms: On the Compatibility with Pruning Techniques -- 1 Introduction -- 2 Background -- 2.1 Single Domain Generalization -- 2.2 Neural Network Pruning -- 3 Experiments on Digit Recognition Benchmark -- 3.1 Datasets and Setup -- 3.2 Unstructured Pruning at Initialization -- 3.3 Iterative Unstructured Pruning -- 3.4 Iterative Structured Pruning -- 4 Experiments on RealWorld HAR Dataset -- 4.1 Datasets and Setup -- 4.2 Impact of the Pruning Settings -- 5 Conclusion -- References -- IoT Security, Privacy and Data Protection -- A Low-Overhead Approach for Self-sovereign Identity in IoT -- 1 Introduction -- 2 Related Work -- 3 Background -- 3.1 Self-sovereign Identity -- 3.2 Swarm -- 4 Proposal -- 4.1 Self-sovereign Identification and Communication of IoT Agents -- 4.2 The Swarm DID Method -- 4.3 Optimized DDo Serialization with CBOR-DI -- 4.4 Secure Communication with DIoTComm -- 4.5 Implementation -- 5 Evaluation -- 5.1 DID and DDo sizes -- 5.2 Secure Envelope Overhead -- 6 Conclusion -- References -- An Analysis of Process Parameters for the Optimization of Specific Emitter Identification Under Rayleigh Fading -- 1 Introduction -- 2 Background -- 2.1 Signal Collection, Detection & -- Pre-processing -- 3 Methodology -- 3.1 Filter Design -- 3.2 Multipath Channel Model. ; 3.3 Nelder-Mead Channel Estimation and Equalization.
• Titolo autorizzato: Internet of things
• ISBN: 3-031-20936-2
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 9910637714503321
• Lo trovi qui: Univ. Federico II
• Serie: Lecture notes in computer science ; ; Volume 13533.