Artificial Intelligence for Communications and Networks

Name: Artificial Intelligence for Communications and Networks | First EAI International Conference, AICON 2019, Harbin, China, May 25-26, 2019, Proceedings, Part II
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First EAI International Conference, AICON 2019, Harbin, China, May 25-26, 2019, Proceedings, Part II

Shuai Han Liang Ye Weixiao Meng(Herausgeber*in)

Springer (Verlag)

Erschienen am 4. Juli 2019

XVII, 512 Seiten

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978-3-030-22971-9 (ISBN)

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Inhalt

Intro
Preface
Organization
Contents - Part II
Contents - Part I
Security with Deep Learning for Communications and Networks
VITEC: A Violence Detection Framework
Abstract
1 Introduction
2 Research in Violence Detection
3 VITEC Framework
3.1 Primary and Secondary Agents
3.2 Personal Safety Network
3.3 Notifications
3.4 Context and Sensor Data
4 The VITEC Service Platform and Business Concept
5 Social Contributions of VITEC
6 Potential Future Research
7 Discussions and Conclusions
Acknowledgment
References
Software Defect Prediction Model Based on Stacked Denoising Auto-Encoder
Abstract
1 Introduction
2 Software Defect Prediction Model Based on SDAE
2.1 Data Preprocessing Method Based on SMOTE Algorithm
2.2 Stacked Denoising Auto-encoder
3 Experiments and Results
3.1 Data Preprocessing Based on SMOTE Algorithm
3.2 Data Prediction Based on SDAE
4 Summary
References
Deep⨯ Network for Software-Intensive System Fault Prediction
Abstract
1 Introduction
2 Related Work
3 Fault Prediction in a Software-Intensive System
3.1 Fault Characteristics
3.2 Fault Factors
3.3 Features and Feature Combination
4 Model Structure
5 Experiments and Results
6 Summary
Acknowledgement
References
Research on Evaluation Method of Cooperative Jamming Effect in Cognitive Confrontation
Abstract
1 Introduction
2 Synergistic Jamming Membership Function
2.1 Jamming Power Membership Function
2.2 Jamming Frequency Membership Function
2.3 Jamming Timing Membership Function
2.4 Jamming Style Membership Function
3 The Model of Collaborative Jamming Effect Evaluation
3.1 Effectiveness Evaluation Based on Radar Discovery Probability
3.2 Effectiveness Evaluation Based on Radar Positioning Accuracy
4 Simulation Analysis
5 Conclusion
Acknowledgment
References
Navigation Performance Comparison of ACE-BOC Signal and TD-AltBOC Signal
Abstract
1 Introduction
2 ACE-BOC Modulated Signal and TD-AltBOC Modulated Signal
2.1 ACE-BOC Modulated Signal Definition and Spectrum
2.2 TD-AltBOC Modulated Signal Definition and Spectrum
2.3 Comparison of ACE-BOC Modulated Signal Spectrum and TD-AltBOC Modulated Signal Spectrum
3 Analysis Method of Navigation Performance of Satellite Navigation Signal
3.1 Pseudo-Code Tracking Accuracy
3.2 Anti-multipath Capability
3.3 Anti-jamming Capability
3.4 Compatibility
4 Analysis of Navigation Performance of the ACE-BOC Modulation Signal and the TD-AltBOC Modulation Signal
4.1 Pseudo-Code Tracking Accuracy
4.2 Anti-multipath Capability
4.3 Anti-jamming Capability
4.4 Compatibility
5 Conclusion
References
A Video-Selection-Encryption Privacy Protection Scheme Based on Machine Learning in Smart Home Environment
Abstract
1 Introduction
2 Related Works and Knowledge
2.1 Related Works
2.2 Machine Learning
2.3 HEVC
3 The Video-Selection-Encryption Privacy Protection Scheme Based on Machine Learning in a Smart Home Environment
3.1 Definition of Privacy in the Home Environment
3.2 Image Classification and Character Recognition
3.3 Privacy Protection
4 Performance and Security Analysis
5 Conclusions
Acknowledgments
References
A Multi-agent Reinforcement Learning Based Power Control Algorithm for D2D Communication Underlaying Cellular Networks
Abstract
1 Introduction
2 Related Work
3 System Model and Problem Formulation
3.1 System Model
3.2 Problem Formulation
4 MARL-Based Power Control Algorithm
4.1 Reinforcement Learning
4.2 Centralized Q-learning Algorithm for D2D Power Control
4.3 Distributed Q-learning Algorithm for D2D Power Control
5 Simulation Results
6 Conclusions
References
An Adaptive Window Time-Frequency Analysis Method Based on Short-Time Fourier Transform
Abstract
1 Introduction
2 Problem Definition
2.1 Signal Mode
2.2 Analytical Form of Signal
3 Time-Frequency Analysis
3.1 Short-Time Fourier
3.2 Adaptive Window
4 Hopping Parameters Estimation
4.1 Instantaneous Frequency Method
4.2 Maximum Curve Method
4.3 Optimizing Maximum Curve Method
5 Result
5.1 Rough Estimation Method
5.2 Fine Estimation Method
6 Conclusion
Acknowledgements
References
Research on the Security of Personal Information in the Era of Big Data
Abstract
1 Introduction
2 Personal Information Security in the Era of Big Data
3 Research on Legal Protection of Personal Information
3.1 Lack of Clear Personal Information Protection Objects
3.2 The Personal Information Protection Law Enforcement System Is Relatively Lagging Behind
3.3 Improve the Existing Model Litigation System
4 Research on Personal Information Security Technology
4.1 Technical Level Application Difficulties
4.2 Technical Level Response Strategy
5 Future Work
6 Summary
References
Secure Access and Routing Scheme for Maritime Communication Network
1 Introduction
2 System Model and Problem Formulation
2.1 System Model
2.2 Problem Formulation
3 Algorithm Development
4 Performance Evaluation
5 Conclusions
References
Multipath Based Privacy Protection Method for Data Transmission in SDN
1 Introduction
2 System Description and Assumption
3 Proposed Privacy Protection Method
3.1 Path Searching
3.2 Path Filtering
3.3 Path Selection
3.4 Tradeoff Model Between Privacy and maxD
4 Evaluation and Result
4.1 Tradeoff Results
4.2 Performance of Multipath
5 Conclusion
References
A Biometric-Based IoT Device Identity Authentication Scheme
Abstract
1 Introduction
2 Two Fingerprint-Based Inter-device Biometric Authentication Systems for the IoT
2.1 The Proposed Basic System
2.2 The Improved System
3 Performance Analysis of the Fingerprint-Based Inter-device Biometric Authentication Solution for the IoT
3.1 Feasibility Analysis of the Fingerprint-Based Inter-device Biometric Authentication Solution for the IoT
3.2 Comparison of Fingerprint-Based Inter-device Biometric Authentication Solution for the IoT and How Current User Identity Authentication on IoT Devices Works
3.3 Performance Comparisons Between the Basic and Improved Systems
3.4 Security Analysis of the Fingerprint-Based Inter-device Biometric Authentication Solution for the IoT
4 Application Scenarios of Fingerprint-Based Inter-device Biometric Authentication Solution for the IoT
5 Conclusions
Acknowledgments
References
A Physical and Verbal Bullying Detecting Algorithm Based on K-NN for School Bullying Prevention
Abstract
1 Introduction
2 Activity Recognition
3 Speech Emotion Recognition
4 Classification Results
5 Discussion and Conclusion
Acknowledgements
References
Speech Bullying Vocabulary Recognition Algorithm in Artificial Intelligent Child Protecting System
Abstract
1 Introduction
2 Speech Signal Preprocessing and Feature Extraction
2.1 Voice Signal Preprocessing
2.2 Speech Signal Feature Extraction
3 Support Vector Machine
3.1 Support Vector Machine and Kernel Function
3.2 Sequence Minimum Optimization Algorithm
4 Classification Result
4.1 Influence of Different Kernel Functions on Training Accuracy
4.2 Simulation Results
5 Conclusion
Acknowledgement
References
Cross Station-Voltage-Level Route Planning Algorithm for System Protection Services in UHV Grid
Abstract
1 Introduction
2 Modeling of Planning Problem
2.1 Network Risk Model
2.2 Voltage Level Balance Degree
2.3 Similarity Between Main and Backup Routes
2.4 Objective Functions
3 Route Planning Algorithm
3.1 Description of Planning Algorithm
3.2 Procedure of Immune Algorithm
3.3 Antibody Encoding
3.4 Antibody Evaluation
3.5 Details of Immune Algorithm Solver
4 Experimental Details
5 Conclusion and Future Works
References
An Efficient Implementation of Multi-interface SSD Controller on SoC
Abstract
1 Introduction
2 System Hardware Architecture
2.1 SSD Controller
2.2 Inside Pipelined AES Core
2.3 Download Board
3 Software Design
3.1 Bad Block Management
3.1.1 Organization of Bad Block Table
3.1.2 Block Replacement Without Speed Loss
3.2 Pipeline Operation
3.2.1 Die Interleaving
3.2.2 Cached Write/Read Operation
3.2.3 Multi-plane Operation
4 Performance Evaluation
5 Conclusion
References
Joint BP and RNN for Resilient GPS Timing Against Spoofing Attacks
1 Introduction
2 Joint BP and RNN Algorithm
2.1 DMDA Setup
2.2 Proposed Wide-Area Communication Structure
2.3 Detailed Descriptions of the Proposed Algorithm
3 Experiments
3.1 Experimental Setup and Implementation Details
3.2 Under Simulated Signal-Level Spoofing Attack - Only Timing
3.3 Under Simulated Signal-Level Spoofing Attack - Both Positioning and Timing
4 Conclusions
References
Cloud and Big Data of AI-Enabled Networks
Regional Landslide Sensitivity Analysis Based on CPSO-LSSVM
Abstract
1 Introduction
2 Model Principle
2.1 CPSO-LSSVM Model
3 Regional Landslide Data Acquisition and Feature Extraction Were Studied
3.1 Study the Geology of the Area
3.2 Landslide Data Acquisition and Feature Extraction
3.2.1 Landslide Data Acquisition
3.2.2 Landslide Data Preprocessing
4 Simulation Research
5 Conclusion
Acknowledgments
References
Multitasks Scheduling in Delay-Bounded Mobile Edge Computing
Abstract
1 Introduction
2 System Model and Formulation
2.1 Deployment Model
2.2 Transmission Model
2.3 Edge Computing Model
2.4 Problem Formulation
3 Tasks Scheduling for the Single-Server
3.1 Data Transmission
3.2 Computing Consumption
3.3 Optimization Energy Consumption
4 Tasks Scheduling for Multi-servers
4.1 Computing Consumption Analysis
4.2 Bounded Delay for Users
4.3 Energy Consumption for MEC System
5 Double DQN Analysis
6 Numerical Results
7 Conclusions
Acknowledgment
References
Edge Computing Based Traffic Analysis System Using Broad Learning
1 Introduction
2 Related Work
2.1 Traffic Analysis
2.2 Edge Computing
3 Preliminary Knowledge
4 System Design and Implementation
4.1 System Design
4.2 Principal Component Analysis for Data Reduction
5 Evaluation
5.1 Prototype
5.2 Classification Performance
5.3 Performance Comparison with Deep Learning
6 Conclusion
References
The Performance of DF Relaying System Based on Energy Harvesting and Dual-Media Channels
Abstract
1 Introduction
2 System Model
3 Performance Analysis
3.1 System Energy Efficiency
3.2 System Outage Probability
4 Numerical Results and Discussions
5 Conclusions
Acknowledgments
References
School Violence Detection Based on Multi-sensor Fusion and Improved Relief-F Algorithms
Abstract
1 Introduction
2 Data Acquisition
3 Feature Extraction and Feature Selection
3.1 Time Domain Features
3.2 Frequency Domain Features
3.3 Improved Relief-F Feature Selecting Algorithm
4 Classifier Design
5 Experiments
6 Conclusion
Acknowledgements
References
A UAV Based Multi-object Detection Scheme to Enhance Road Condition Monitoring and Control for Future Smart Transportation
1 Introduction
2 Related Work
3 Multi-object Detection Scheme for Road Condition Monitoring
3.1 UAV Based Raw Data Collection
3.2 AI Based Multi-object Detection Scheme for Road Monitoring
4 Evaluation Results
5 Conclusions
References
Sentiment Analysis for Tang Poetry Based on Imagery Aided and Classifier Fusion
Abstract
1 Introduction
2 Our Proposed Method
2.1 Sentiment Analysis for Tang Poetry
2.2 Word Segmentation for Tang Poetry
2.3 Imagery Aided Classification
2.4 Classifier Fusion
3 Experiments Analysis
3.1 Experiment Setting
3.2 Result Analysis
4 Conclusion
Acknowledgement
References
Detection of Insulator Defects Based on YOLO V3
Abstract
1 Introduction
2 Related Work
3 Defect Detection of Insulator Based on YOLO V3
3.1 Basic Methods
3.2 Network Model
3.3 How It Works
4 Experimental Results and Analysis
4.1 Dataset
4.2 Experimental Results
5 Conclusion
Acknowledgements
References
MCU-Based Isolated Appealing Words Detecting Method with AI Techniques
Abstract
1 Introduction
2 Related Work
3 Isolated Word Recognition for Specific Voice
3.1 Data Sampling and Pre-processing
3.2 Acoustic Features
3.3 Classifier Design
4 Experiments and Results
5 Conclusions
Acknowledgement
References
Performance Analysis Based on MGF Fading Approximation in Hybrid Cooperative Communication
Abstract
1 Introduction
2 System Model
3 Performance Analysis
3.1 System Fading Approximation Based on PDF and MGF Equation
3.2 Performance Analysis of LogN-LogN System
4 Numerical Results and Discussions
5 Conclusions
Acknowledgments
References
Age and Gender Classification for Permission Control of Mobile Devices in Tracking Systems
Abstract
1 Introduction
2 Methods
2.1 Database
2.2 Feature Extraction
2.3 Algorithm
2.4 Training
3 Support Vector Machines
3.1 SVM Classification
3.2 SVM Models
4 Results and Discussion
5 Conclusion
Acknowledgements
References
Research on Fusion of Multiple Positioning Algorithms Based on Visual Indoor Positioning
Abstract
1 Introduction
2 System Description
2.1 Tango Visual Interior Location Algorithm
2.2 PDR Localization Algorithm
2.3 Fusion Algorithm of Tango and PDR
3 Performance Analysis
3.1 Tango Visual Positioning Evaluation
3.2 PDR Positioning Evaluation
3.3 Analysis of Fusion Positioning System
4 Conclusion
References
Social Aware Edge Caching in D2D Enabled Communication
1 Introduction
2 System Model
3 Social Aware Community Construction Scheme
4 D2D Enabled Caching Scheme
5 Performance Analysis
6 Conclusions
References
AI-Based Network Intelligence for IoT
An Emergency Resource Scheduling Model Based on Edge Computing
Abstract
1 Introduction
2 Related Work
3 The Edge-Based Resources Scheduling Model
3.1 Architecture
3.2 Problem Model
3.3 Resource Scheduling Algorithm
4 Evaluation
5 Conclusion
References
Mobility-Aware Task Parallel Offloading for Vehicle Fog Computing
1 Introduction
2 System Overview
3 HMM-Based Mobility Awareness
3.1 HMM Description
3.2 HMM-Based V2V-Link States Prediction
4 Proposed Task Parallel Offloading Scheme
4.1 Service Time Model
4.2 Task Parallel Offloading Scheme
5 Simulation Results
6 Conclusion
References
A Floor Distinction Method Based on Recurrent Neural Network in Cellular Network
Abstract
1 Introduction
2 Related Technical Background
2.1 Relevant LTE Technical Parameters
2.2 The Principle of LTE Cell Selection
3 Proposed Floor Distinction Method
3.1 Feature Parameter Matrix Construction
3.2 Feature Matrix Refinement
3.3 Proposed Floor Distinction Method
4 Experimental Results
4.1 Data Processing
4.2 Model Generation
4.3 Floor Distinction Performance
5 Conclusions
Acknowledgment
References
A Multi-classifier Approach for Fuzzy KNN Based WIFI Indoor Localization
Abstract
1 Introduction
2 Fuzzy KNN Based Fingerprinting Algorithm
3 System Architecture
3.1 AdaBoost Algorithm for Positioning
3.2 Classifier Subset Selection
3.3 Fuzzy Measure Training and Integral Fusion
4 Experiment and Simulation Results
5 Conclusion
References
Research on Application and Development of Key Technologies of Dynamic Wireless Charging System in New Intelligent Transportation System
Abstract
1 Introduction
2 New Generation of Intelligent Transportation and Key Technologies
3 Electric Car Dynamic Wireless Charging Technology
3.1 Advantages of Wireless Charging Technology
3.2 Dynamic Wireless Charging Technology
4 Application and Development of Key Technologies for Dynamic Wireless Charging of Electric Vehicles
5 Conclusion
References
Binocular Vision-Based Human Ranging Algorithm Based on Human Faces Recognition
1 Introduction
2 Proposed System Model
2.1 Measurement System Overview
2.2 Offline Phase and Online Phase
3 Face Recognition and Ranging Algorithm
3.1 Face Detection Algorithm
3.2 Face Recognition Algorithm
3.3 Ranging Method Based on Feature Extraction
4 Implementation and Performance Analysis
4.1 Offline Training Results
4.2 Online Results
5 Conclusion
References
Deep Reinforcement Learning Based Task Offloading in SDN-Enabled Industrial Internet of Things
1 Introduction
2 System Model
2.1 Task Model
2.2 Small Cell Execution Model
2.3 Macro Cell Execution Model
2.4 Cloud Execution Model
3 Problem Formulation and DRL-based Solution
3.1 Problem Formulation
3.2 DRL-based Solution
4 Performance Evaluation
4.1 Experimental Settings
4.2 Numerical Results
5 Conclusion
References
A Reinforcement Learning Based Task Offloading Scheme for Vehicular Edge Computing Network
1 Introduction
2 System Model
2.1 Executing Locally
2.2 Offloading to the MEC Servers Connected to the RSUs
2.3 Offloading to the Remote Cloud Server
3 Problem Formulation and Solution
3.1 Problem Formulation
3.2 Solution
4 Performance Evaluation
5 Conclusions
References
Sensor-Based Human Activity Recognition for Smart Healthcare: A Semi-supervised Machine Learning
1 Introduction
1.1 Motivations
1.2 Our Contributions
2 The Recent State of Machine Learning Applications: Challenges and Solutions
3 System Model
3.1 Applications and Protocol Design
3.2 Sensor-Based Human Activity Recognition
4 Semi-supervised Learning for Time-Series Human Actions in the Smart Healthcare System
4.1 Encoder Structure
4.2 Decoder Structure
4.3 Classifier Structure
4.4 Training of Semi-supervised Model for Time-Series Classification
5 Experimental Analysis
5.1 VAE Loss for Training and Test Data
5.2 Reconstruction Loss
5.3 Classification Accuracy:
6 Conclusion
7 APPENDIX
7.1 Variational Objective with Unlabeled Data
7.2 Variational Objective with Labeled Data
References
CoLoRSim: A Highly Scalable ICN Simulation Platform
Abstract
1 Introduction
2 Related Work
3 A Brief Introduction to CoLoR
4 Simulation Model Design
4.1 Design Goals
4.2 Simulator Architecture
4.3 Node Structure
5 Evaluation
6 Conclusions and Future Perspectives
References
Manifold Learning Based Super Resolution for Mixed-Resolution Multi-view Video in Visual Internet of Things
1 Introduction
2 The Depth Assisted High Frequency Synthesis
3 High Frequency Compensation Based on Manifold Learning
4 Experimental Results
4.1 Parameters Setting
4.2 Experiment Result on Multi-view Video
5 Conclusion
References
Posture Recognition and Heading Estimation Based on Machine Learning Using MEMS Sensors
Abstract
1 Introduction
2 Approach
2.1 MEMS Data Pre-processing
2.2 Posture Recognition
2.3 Heading Estimation Based on Smartphone Posture
3 Experiments and Results
3.1 Experiment Field and Setup
3.2 Posture Recognition Experiment
3.3 Heading Estimation Experiment
4 Conclusions and Future Works
Acknowledgments
References
Author Index

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