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
Availability: OnlineOnly

11th EAI International Conference, MONAMI 2021, Virtual Event, October 27-29, 2021, Proceedings

Carlos T. Calafate Xianfu Chen Yuan Wu(Editor)

Springer (Publisher)

Published on 17. January 2022

XIII, 356 pages

E-Book

PDF with digital watermarking

System requirements

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

€85.59incl. 7% vat

System requirements

for PDF with digital watermarking

E-Book Single Licence

Available for download

Description

More details

Other editions

Content

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

System requirements

Save as PDF Copy link into clipboard

Schweitzer Fachinformationen

Mobile Networks and Management

Description

More details

Other editions

Additional editions

Content

System requirements