Industrial Networks and Intelligent Systems: 9th EAI International Conference, INISCOM 2023, Ho Chi Minh City, Vietnam, August 2-3, 2023, Proceedings ... and Telecommunications Engineering, 531)

This book constitutes the refereed proceedings of the 9th EAI International Conference on Industrial Networks and Intelligent Systems, INISCOM 2023, held in Ho-Chi-Minh City, Vietnam, during August 2-3, 2023. The 23 full papers were selected from 55 submissions and are organized thematically in tracks on telecommunications systems and networks; information processing and data analysis; industrial networks and intelligent systems; security and privacy. Preface Organization Contents Telecommunications Systems and Networks A Smart Agriculture Solution Includes Intelligent Irrigation and Security 1 Introduction 2 Related Work 2.1 Smart Agriculture System in Practice 2.2 Security Challenge for IoT Systems 3 IoT Reference Model 4 Intelligent Irrigation Using Transformer Models 4.1 Soil Moisture and Weather Forecasting 4.2 Automatic Irrigation Scheduling 5 End-to-End Encryption and Authentication 6 Experimental Results 7 Conclusion and Future Work References Integrated Intelligent Agent for SNMP-Based Network Management System 1 Introduction 2 i-SNMP Architecture 2.1 Client and Server Architecture 2.2 SNMP Message Exchange Architecture 3 Network System in OPNET Modeler 3.1 SNMP Agent Implementation 3.2 SNMP Agent Manager Implementation 4 Scenario Simulations and Results 4.1 Scenario1: Regular Traffic 4.2 Scenario2: Highly Congestion 4.3 Scenario3: Node Failure 4.4 Scenario4: Transient Error 5 Conclusions References Genetic Algorithms for Storage- and Energy-Aware Caching and Trajectory Optimisation Problem in UAV-Assisted Content Delivery Networks 1 Introduction 2 UAV-Assisted Content Delivery Networks 3 SECTO Problem Formulations 3.1 Content Popularity 3.2 Caching, Requesting, and UAV-Cluster Association Index 3.3 Content Delivery Capacity 3.4 Storage and Energy Consumption 3.5 SECTO Optimisation Problem 4 GAs for SECTO Optimisation Problem 5 Performance Evaluation 5.1 GAs Performance 5.2 System Performance Metrics 6 Conclusion References Joint Computation Offloading and Resource Allocation for Mobile Edge Computing 1 Introduction 1.1 Mobile Edge Computing 1.2 Resource Allocation 1.3 Task Offloading 2 System Model and Problem Formulation 2.1 Task Offloading Model 2.2 Wireless Transmission Model 2.3 Computation and Latency Models 2.4 Energy Consumption Model 2.5 Problem Formulation 3 Proposed Solution 3.1 Optimal Transmission Power with Given (u, v, f) 3.2 Optimal Offloading Portions with Given (p, f) 3.3 Optimal Frequency of UEs and MEC Servers with Given (u, v, p) 4 Numerical Results 5 Conclusion References An Open Source Wireless Communication Database for Radio Access Network 1 Introduction 2 Preliminaries 3 OFDMA Based Wireless Communication Database 3.1 Software and Hardware Configuration 3.2 Data Collection 4 Database Analysis 4.1 Time Granularity 4.2 Data Integrity 5 Application 5.1 Database for Supporting RAN Slicing 5.2 Database for Supporting Video Bit Rate Adaptive Adjustment 6 Conclusion References Performance Analysis of RF Energy Harvesting Mobile Edge Computing Network Using NOMA Scheme with Dual Access Points 1 Introduction 2 System Model and Communication Protocol 3 Performance Analysis 4 Numerical Results and Discussion 5 Conclusion References Joint Design of Reflection Coefficients and Beamforming in Double RIS-Assisted System 1 Introduction 2 Signaling Model 3 GM-Rate Optimization 3.1 Beamforming Descent Iteration 3.2 PREs of RIS 1 Descent Iteration 3.3 PREs of RIS 2 Descent Iteration 3.4 Algorithm 4 Numerical Results 5 Conclusions References Hybrid Beamforming Design for Multi-user mmWave Sum Rate Maximization 1 Introduction 2 Penalty Optimization Approach 2.1 Hybrid Beamforming Design 2.2 Analog Beamforming Design 2.3 Digital Beamforming Design 3 Alternating Descent Round Approach 3.1 Digital Beamforming Design 3.2 Analog Beamforming Design 4 Numerical Results 5 Conclusions References Multiple Mobile Equipment Localization in Indoor Environment Based on Cell Sectoring 1 Introduction 2 Precise Mobile Equipment Localization Approach in Indoor Environment 3 Multiple Mobile Equipment Localization 4 Simulation Results 4.1 System Parameters 4.2 Backprojection 4.3 Evaluation 4.4 Cell Sectoring and Multiple Mobile User Localization 5 Practicality 5.1 FMCW Radar Operation 5.2 Experiment 6 Conclusion and Future Work References Information Processing and Data Analysis Facial Skin Condition Detection Using Deep Learning-Building Skin Care System 1 Introduction 2 Related Work 3 Proposed Solution 4 Experiment Results 5 Conclusion References Multi-modal Speech Emotion Recognition: Improving Accuracy Through Fusion of VGGish and BERT Features with Multi-head Attention 1 Introduction 2 Related Work 3 Methodology 4 Preliminary Results and Discussion 4.1 Dataset 4.2 Experimental Setup 4.3 Results and Discussion 5 Conclusion and Future Work References Performance Analysis of Distributed Learning in Edge Computing on Handwritten Digits Dataset 1 Introduction 2 Related Works 3 System Model 4 Performance Evaluation 5 Conclusion References FLASH: Facial Landmark Detection Using Active Shape Model and Heatmap Regression 1 Introduction 2 Related Works 2.1 Shape Fitting 2.2 Landmark Regression 2.3 Joint Shape Fitting and Regression Networks 3 FLASH: The Proposed Method 3.1 The Heatmap-Generated Backbone 3.2 The Heatmap Regression Head 3.3 The Multitask Loss Function 4 Experiments 4.1 Datasets 4.2 Evaluation Metrics 4.3 Model Training 4.4 Results 4.5 Discussion 5 Conclusion References Industrial Networks and Intelligent Systems Adaptive Backstepping Sliding Mode Control for Speed of PMSM and DC-Link Voltage in Bidirectional Quasi Z-Source Inverter 1 Introduction 2 Description PMSM and BQ-ZSI Scheme 2.1 Description PMSM Drive System 2.2 Analysis of the BQ-ZSI Network Modeling 3 Design of Controller for AC Side and DC Side 3.1 Adaptive Backstepping and Sliding Mode Controller (SA) for Speed Motor (AC Side) 3.2 Design Controller for the DCV (DC Side Controller Design) 4 Simulation 4.1 Simulation Result of PMSM 4.2 Simulation Result of BQ-ZSI 5 Conclusion References Neural Networks with Variational Quantum Circuits 1 Introduction 2 Preliminary 2.1 Quantum Computing 2.2 Variational Quantum Circuits (VQCs) 2.3 Neural Networks 3 Methods 4 Results 5 Conclusion References Sudden Cardiac Arrest Detection Using Deep Learning and Principal Component Analysis 1 Introduction 2 Data 3 Method 3.1 Feature Extraction 3.2 Feature Transformation 3.3 Model Selection 3.4 Model Validation 4 Results and Discussion 4.1 Results 4.2 Discussion 5 Conclusion References .28em plus .1em minus .1emExperimental Study on Fuzzy PD Control for Logistics Transportation Mobile Robot 1 Introduction 2 Manual Control Mode 2.1 Model of Logistics Transportation Mobile Robot 2.2 Velocity Control 3 Automatic Control Mode 4 Experimental Results and Discussion 5 Conclusion References MQTT-CB: Cloud Based Intelligent MQTT Protocol 1 Introduction 2 Related Work 3 Network Architecture 4 System Model 4.1 Monitoring Module 4.2 Classification Module 4.3 AI Module 4.4 MQTT-CB Controller Module 5 Simulation Environment 6 Performance Evaluation 7 Conclusion References Security and Privacy Enhancing Load Balancing in Cloud Computing Through Deadlock Prediction 1 Introduction 2 Related Work 3 Proposal 3.1 Research Model 3.2 Proposed Algorithm 4 Simulation 4.1 Simulation Environment 4.2 Simulation Results 5 Conclusion References A Secrecy Offloading in Radio Frequency Energy Harvesting NOMA Heterogeneous Mobile Edge Computing Network 1 Introduction 2 System Model 3 Performance Analysis 4 Numerical Results and Discussion 5 Conclusion References An Application of Non Negative Matrix Factorization in Text Mining 1 Introduction 2 Methodology 2.1 Text Mining Process 2.2 Non-negative Matrix Factorization Algorithm 3 Experiment 3.1 Data Set 3.2 Experimental Procedures 3.3 Experimental Results 4 Conclusions References Mitigating and Analysis of Memory Usage Attack in IoE System 1 Introduction 1.1 Motivation and Contribution 1.2 Organization of the Paper 2 Related Work 3 Testbed Scenario 4 Threat Scenarios and Threat Model 4.1 Threat Scenario 4.2 Threat Model 5 Static Analysis of Resource Usage Attack 6 Threat Mitigation 6.1 Proposed Algorithm 7 Experimentation and Discussion 7.1 Results 8 Conclusion and Future Work References Physical Layer Security of Heterogenous Networks with Unreliable Wireless Backhaul and Small Cell Selections 1 Introduction 2 System Model 3 Small Cell Transmitter Selection Schemes 4 Performance Analysis 5 Numerical and Simulation Results 6 Conclusion References Author Index