Mobile Networks and Management

Name: Mobile Networks and Management | 11th EAI International Conference, MONAMI 2021, Virtual Event, October 27-29, 2021, Proceedings
Brand: Springer
Price: 85.59 EUR
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11th EAI International Conference, MONAMI 2021, Virtual Event, October 27-29, 2021, Proceedings

Carlos T. Calafate Xianfu Chen Yuan Wu(Herausgeber*in)

Springer (Verlag)

Erschienen am 17. Januar 2022

XIII, 356 Seiten

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978-3-030-94763-7 (ISBN)

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Inhalt

Intro
Preface
Organization
Contents
The Application of Artificial Intelligence for Smart City
A Portable Brain-Computer Interface Using Micro-Display for Future Mobile Communication System
1 Introduction
2 Hardware Platform
2.1 Aircraft
2.2 AR Monocular Micro-Display
2.3 Neural Data Acquisition Device
2.4 SSVEP Stimulation Design
2.5 The Features of SSVEP
3 Software Implementation
3.1 System Architecture
3.2 Detection Algorithm
3.3 Operation Instruction
3.4 Emergency Response
4 Results and Analysis
4.1 The Description of Online Experiment
4.2 The Paradigms of Idle State Detection
4.3 The Detection Performance
5 Discussion and Conclusion
References
DASH Live Video Streaming Control Using Actor-Critic Reinforcement Learning Method
1 Introduction
2 Related Work
3 Simulation Mechanism
4 Proposed Method
5 Evaluation
5.1 Metrics
5.2 Experiment Results
6 Conclusion and Future Work
References
Machine Learning Enhanced CPU-GPU Simulation Platform for 5G System
1 Introduction
2 5G System Simulation Parallel Framework
3 Classification Algorithm and Parallel Gain Analysis
3.1 Classification Algorithm
3.2 Parallel Gain Analysis
4 5G System-Level Simulation and Results Evaluation
4.1 5G System-Level Simulation
4.2 Results Evaluation
5 Conclusion
References
Deep Reinforcement Learning-Based Resource Allocation for 5G Machine-Type Communication in Active Distribution Networks
1 Introduction
2 Related Work
3 System Model
4 Problem Formulation
4.1 Repeated Data Transmission Analysis
4.2 Problem Formulation
5 Deep Reinforcement Learning Assisted Scheduling and Resource Allocation
5.1 Pointer Network
5.2 Beam Search
5.3 Problem Redefinition
5.4 Optimize Using the Strategy Gradient
5.5 Resource Scheduling Framework
6 Simulation
6.1 Setup
6.2 Experiment Result
7 Conclusion
References
AppSense: Detecting Smartphone Usage via WiFi Signals
1 Introduction
2 Background and Preliminary
2.1 RSS and CSI
2.2 Preliminary Experiments
3 System Design
3.1 Data Receiving Module
3.2 Pre-processing Module
3.3 Testing and Detecting Module
4 Implementation and Evaluation
4.1 Implementation
4.2 Evaluation
5 Related Work
5.1 RSSI Based Work
5.2 CSI Based Work
6 Conclusion and Future Work
References
A Distributed Computation Offloading Strategy for Edge Computing Based on Deep Reinforcement Learning
1 Introduction
2 MEC System Model and Problem Formulation
2.1 MEC Network Model
2.2 Computation Model
2.3 Problem Formulation
3 Offloading Time and Energy Optimization
3.1 MDP Model Formulation
3.2 Deep Q-Network
4 Experiment
4.1 Experiment Settings
4.2 Experiment Results
5 Conclusion
References
Advanced Technology in Edge and Fog Computing
How to Select SF and BW for 2.4 GHz LoRa Ad-Hoc Communication: From Energy Consumption Perspective
1 Introduction
2 LoRa Technology and Related Works
3 Energy Model for LoRa N2N Communication
3.1 The Problem of Existing Energy Model
3.2 Improve Energy Model for LoRa N2N Communication
4 Performance Evaluation
5 Conclusion
References
FSE-MV: Compressed Domain Video Information Assisted Hybrid Real-Time Vehicle Speed Estimation
1 Introduction
2 Related Works
2.1 Compressed Domain Target Segmentation
2.2 Vehicle Speed Estimation
3 FSE-MV: Fast Speed Estimation Based on MV
3.1 Overview of FSE-MV
3.2 MV Extraction
3.3 MV Pre-processing
3.4 Target Detection and Segmentation
3.5 Target Tracking
3.6 Speed Estimation with Coordinate Transformation
4 Experiment
4.1 Setup
4.2 Step-Wise Demonstration
4.3 Performance Evaluation
4.4 Experiment Summary
5 Conclusion
References
WiMPP: An Indoor Multi-person Positioning Method Based on Wi-Fi Signal
1 Introduction
2 Related Work
2.1 Related Research Review
3 System Design
3.1 2D MUSIC Algorithm
3.2 Convolutional Neural Network
3.3 Neural Network Structure
3.4 Module Introduction
4 Experiment and Result Analysis
4.1 Evaluation Index
4.2 Experimental Setup
4.3 Experimental Results
5 Conclusion
References
Task Scheduling and Resource Management in MEC-Enabled Computing Networks
1 Introduction
2 System Model
2.1 Computation Offloading Model
2.2 MEC Server Computation Model
2.3 Task and Computation Queueing Models
3 Problem Formulation
4 Algorithm Design Framework
4.1 The Lyapunov Optimization-Based Algorithm
5 Design of Control Strategies
5.1 Power Allocation and Subcarrier Assignment
5.2 Computation Time Allocation
5.3 Postponing Time Allocation
5.4 Optimal CPU-Cycle Frequency
6 Simulation Results
7 Conclusion
References
Unlicensed Assisted Ultra-Reliable and Low-Latency Transmission
1 Introduction
2 System Model
2.1 Delay Model and Latency Guarantee
2.2 Available Unlicensed Spectrum
2.3 Data Rates Analysis
2.4 Power Consumption
3 Power Consumption Minimization
3.1 Joint Power and Spectrum Allocation
3.2 Optimal Algorithm Development
4 Simulation Results
4.1 Performance Evaluation of the URLLC System
4.2 Impact of the Available Unlicensed Spectrum Resource
5 Conclusion
References
Relay-Assisted Task Offloading Optimization for MEC-Enabled Internet of Vehicles
1 Introduction
2 Introduction
2.1 Network Model
2.2 Transmission Model
2.3 Computation Model
3 Optimal Offloading Scheme and Joint Selection Algorithm
3.1 Optimal Offloading Scheme
3.2 Joint Selection Algorithm
4 Simulation Result and Discussion
5 Conclusion
References
Emerging Technologies and Applications in Mobile Networks and Management
WiMTAR: A Contactless Multi-target Activity Recognition Model
1 Introduction
2 Basic Theory
2.1 Problem Definition
2.2 Frequency Energy Graph
2.3 CC-ICA Algorithm
3 WiMTAR Architecture
3.1 ABiGRU
3.2 TCN
3.3 Activity Recognition Network
4 Experimental Results and Analysis
4.1 Experimental Setup
4.2 Experimental Results
5 Conclusion
References
WiBFall: A Device-Free Fall Detection Model for Bathroom
1 Introduction
2 Related Work
2.1 Radar-Based
2.2 Infrared-Based
2.3 Wi-Fi-Based
3 Preliminaries
3.1 Problem Definition
3.2 Feature Reconstruction
4 System Design
4.1 Network Structure
4.2 Classifier
5 Experimental Results
5.1 Experimental Setting
5.2 Comparison of Different Models
6 Conclusions
References
A Decentralized Scheduling Function for TSCH-Based Wireless Networks
1 Introduction
2 Decentralized Scheduling Function
3 Simulation Setup and Results
3.1 Simulation Setup
3.2 Experimental Results
4 Conclusion
References
Feature Detection Based Spectrum Sensing in NOMA System
1 Introduction
2 System Model
3 The Proposed Method of Feature Detection in NOMA
3.1 Framework of the Receiver
3.2 Principle of Feature Detection
3.3 False Alarm Probability Derivation
4 Simulation Results and Performance Analysis
4.1 Mode 1: Same Transfer State
4.2 Mode 2: Weak User Keep Transmitting
4.3 Threshold Adjustment for Mode 2
5 Conclusion
References
A Scalable IoT Data Collection Method by Shared-Subscription with Distributed MQTT Brokers
1 Introduction
2 Related Work
3 Scalable IoT Data Collection with MQTT Brokers
4 Load Testing Tool
5 Evaluation
5.1 Throughput
5.2 Latency
6 Conclusion
References
A Fog-Based IOV for Distributed Learning in Autonomous Vehicles
1 Introduction
2 System Model
3 Numerical Analysis
3.1 Worker Solicitation Delay
3.2 Update Collection Delay
4 Performance Evaluation
4.1 Simulation Configuration and Evaluation Metrics
4.2 Evaluation Results
5 Conclusion
References
Recent Advances in Communications and Computing
Time-Based Distributed Collaborative Filtering Recommendation Algorithm
1 Introduction
2 Related Work
3 Problem Description
3.1 Matrix Factorization
3.2 System Model
3.3 Time Factor
4 Algorithm Implementation
4.1 Algorithm Design
4.2 Data Processing
4.3 Recommendation Algorithm
5 Performance Evaluation
5.1 Datasets and Evaluation Metrics
5.2 Experiment Settings
5.3 Evaluation
6 Conclusion
References
A Novel Visual-Identification Based Forwarding Strategy for Vehicular Named Data Networking
1 Introduction
2 Related Work
2.1 NDN in Nutshell
2.2 Forwarding Strategies in NDN Based VANETs
3 Proposal
3.1 Overview
3.2 Visual-Identification and Packet Structures
3.3 Protocol Design
4 Performance Evaluation
4.1 Scenario Settings and Evaluated Methods
4.2 Simulation Results
5 Conclusions
References
A Sleep Scheduling Algorithm with Limited Energy Collection in Energy Harvesting Wireless Sensor Networks
1 Introduction
2 Related Work
3 A Sleep Scheduling Algorithm with Limited Energy Collection
3.1 A Judgment Criteria of Redundant Nodes
3.2 Sleep Scheduling Method of a Node
4 Simulation Results
4.1 Simulation Parameters
4.2 Simulation Results
5 Conclusions
References
NOMA-Based Statistical Signal Transmission for Beyond 5G Communications
1 Introduction
2 System Design
2.1 Transceiver Architecture Design
2.2 Detection Work Flow Design
2.3 Properties of NOMA-SST Detection Process
3 Differential Window Integration Strategy
4 Numerical Results
5 Conclusion
References
Fuzzy MP - A Fuzzy Digital Signature Scheme with Biometrics
1 Introduction
1.1 Related Works
1.2 Motivations
1.3 Our Contribution
1.4 Organization
2 Preliminaries
2.1 Digital Signature Scheme
2.2 Bilinear Pairing
2.3 q-strong co-Diffie-Hellman (co-SDH) Problem
2.4 ArcFace Model
2.5 Distance Recoverable Encryption (DRE)
2.6 Index-of-Max (IoM) Hashing
2.7 MoniPoly Commitment Scheme
3 Proposed Scheme
3.1 Overview of our Proposed Scheme
3.2 ArcFace Feature Extractor
3.3 Distance Recoverable Encryption (DRE)
3.4 Index-of-Max (IoM) Hashing
3.5 Fuzzy MP Signature
4 Experiments and Analysis
4.1 Experiment Setup
4.2 Performance Measurement
4.3 Unlinkability Analysis
4.4 Security Attacks
5 Conclusion
References
A Fuzzy Logic Controller for Greenhouse Temperature Regulation System Based on Edge Computing
1 Introduction
2 System Structure
3 Dynamic Modelling and Simulation of Greenhouse
3.1 Temperature Dynamic Model
3.2 Humidity Dynamic Model
3.3 Simulation of Greenhouse Dynamic Temperature and Humidity Model
4 Fuzzy Logic Controller Design
4.1 Fuzzification
4.2 Fuzzy Rule Base
4.3 Defuzzification
4.4 Fuzzy Logic Controller Simulation
5 Edge Computing on Greenhouse System
6 Results and Analysis
7 Conclusion and Future Work
References
Workshop: The New Era of Computer Network by using Machine Learning
Moving Object Recognition for Airport Ground Surveillance Network
1 Introduction
2 The Airport Ground Surveillance Network
3 Moving Object Recognition
3.1 Motion Estimation Network
3.2 Regression and Classification Blocks
3.3 Conflict Prediction
4 Experimental Results
4.1 Experiment Settings
4.2 Dataset
4.3 Evaluation Metrics
4.4 Qualitative Analysis
5 Conclusion
References
IOT Based Sensor Monitoring System for Smart Complex and Shopping Malls
1 Introduction
2 Related Work
3 Proposed Two Stage Energy Efficient Routing Protocol (TS-EERP)
3.1 Setup Phase
3.2 Steady State Phase
4 Simulation Results and Validation
5 Conclusion and Research Directions
References
Author Index

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