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 I
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First EAI International Conference, AICON 2019, Harbin, China, May 25-26, 2019, Proceedings, Part I

Shuai Han Liang Ye Weixiao Meng(Editor)

Springer (Publisher)

Published on 4. July 2019

XVIII, 574 pages

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978-3-030-22968-9 (ISBN)

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Content

Intro
Preface
Organization
Contents - Part I
Contents - Part II
Deep Learning/Machine Learning in Physical Layer and Signal Processing
Dual-Mode OFDM-IM by Encoding All Possible Subcarrier Activation Patterns
Abstract
1 Introduction
2 Methods
3 The Constructed Index Bits Mapping Method
4 Results and Discussion
4.1 Transmission Efficiency
4.2 Complexity Analysis
4.3 BER Analysis
5 Conclusion
References
Energy Efficiency Optimization Based SWIPT in OFDM Relaying Systems
Abstract
1 Introduction
2 System Model and Problem Formulation
2.1 System Model
2.2 Problem Formulation
3 Optimal Solution
4 Simulation Results
5 Conclusion
Acknowledgement
References
An Efficient Resource Allocation Algorithm for LTE Uplink VMIMO Systems
Abstract
1 Introduction
2 System Model and Problem Formulation
2.1 System Model
2.2 Problem Formulation
3 Proposed Algorithm
3.1 Proposed Algorithm to the Optimization Problems
3.2 The Complexity Analysis and the Performance of the Proposed Algorithm
4 Simulation Results
4.1 Overall Simulation Design
4.2 Simulation Results of the Throughput Performance
5 Conclusions
References
Research on UAV Swarm Interference Based on Improved Invasive Weed Optimization Algorithm
Abstract
1 Introduction
2 Signal Model Based on UAVs
3 Proposal Algorithm
3.1 Classical Invasive Weed Optimization Algorithm (IWO)
3.2 Improved Invasive Weed Optimization Algorithm (IIWO)
4 Simulation Result
4.1 Performance Test of Different Algorithm
4.2 Performance Test of IIWO
4.3 Performance Test of the Simulation Under Position Offset
5 Conclusions
Acknowledgments
References
Sparse Decomposition Algorithm Based on Joint Sparse Model
Abstract
1 Introduction
2 System Mode
3 Description of the Proposed Method
3.1 JSM1-OMP Algorithm
3.2 JSM2-OMP Algorithm
3.3 JSM-OMP Algorithm
4 Numerical Simulations
4.1 Sparse Decomposition Effect Simulation of JSM-1 Model Signal
4.2 Sparse Decomposition Effect Simulation of JSM-2 Model Signal
4.3 Sparse Decomposition Effect Simulation of JSM-1 Model Signal
5 Conclusions
Acknowledgment
References
Millimeter Wave Massive MIMO Channel Estimation and Tracking
1 Introduction
2 System Structure and Channel Model
2.1 Temporal Correlated Millimeter Wave MIMO Channel Model
3 Observation and Channel Tracking
3.1 Observation
3.2 Particle Filter Based Channel Tracking
4 Performance Analysis
5 Conclusions
References
Deep Learning-Based Space Shift Keying Systems
1 Introduction
2 System Model
2.1 SSK System
2.2 Deep Learning-Based Model
3 Simulation Results
3.1 The Baseline Model
3.2 The Transmission Model
3.3 Adaptability in Interfering Channels
4 Conclusion
References
Non-orthogonal Multiple Access Enabled Power Allocation for Cooperative Jamming in Wireless Networks
1 Introduction
2 System Model and Problem Formulation
2.1 System Model and Formulation
2.2 Analysis of the Secrecy-Outage Probability
3 Optimization Problem Under Case IV
3.1 Proposed Algorithm to Find the Optimal (p2,)
3.2 A Low-Complexity Algorithm Based on the Brent's Method
4 Numerical Results
5 Conclusion
References
Joint Time-Frequency Diversity in the Context of Spread-Spectrum Systems
Abstract
1 Introduction
2 Preliminaries
2.1 Time-Frequency Representation
2.2 Channel and Signal Models
2.3 Fading and Diversity
3 Joint Time-Frequency Diversity
3.1 Time-Frequency Characteristics of Small-Scale Fading Channels
3.2 Frequency Diversity
3.3 Optimal Time-Frequency Receiver Structures
4 Discussion
4.1 Potential Performance Gains
4.2 Optimal Window Function Parameter
5 Conclusion
Declaration
Appendix
References
Design of Radar-Communication Integrated Signal Based on OFDM
Abstract
1 Introduction
2 Analysis of Radar-Communication Integration Based on OFDM Signal
2.1 Radar Waveform Design Guidelines
2.2 System Schematic Diagram of OFDM Radar
3 OFDM Shared Signal Waveform Design
3.1 Ambiguity Function of OFDM Signal
3.2 Design of OFDM Shared Signal Based on P4 Complementary Code
3.3 Method for Reducing PAPR of Shared Signals
4 Design and Simulation Analysis of OFDM Integrated Signal Reception Algorithm
4.1 OFDM Integrated Signal Receiving Algorithm Based on FFT Demodulation
4.2 Integrated System Simulation and Performance Analysis for Reducing PAPR of Shared Signals
5 Conclusion
References
A Multicast Beamforming Algorithm to Improve the Performance of Group Service for Multicell B-TrunC System
Abstract
1 Introduction
2 System Model and Optimization Problem
3 Multicast Beamforming Algorithm Based on SDR
4 Simulation Analysis
5 Conclusion
References
Neural Networks in Hybrid Precoding for Millimeter Wave Massive MIMO Systems
1 Introduction
2 System Model
3 The Neural Network in Hybrid Precoding
3.1 The Mapping of a Multi-Layer Neural Network
3.2 The Decomposition Based on SVD
3.3 Computational Complexity Analysis
4 Simulation Results
5 Conclusions
References
A Reinforcement Learning Based Joint Spectrum Allocation and 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 SA-PC Algorithm
4.1 Reinforcement Learning
4.2 Distributed Q-learning Based Joint SA-PC Algorithm
5 Simulation Results
6 Conclusion
References
Improved Neural Machine Translation with POS-Tagging Through Joint Decoding
1 Introduction
2 Standard NMT Model
3 Methodology
3.1 Independent Decoder
3.2 Gates Shared Decoder
3.3 Fully Shared Decoder
3.4 Source-Side POS Tags - Shared Embedding
3.5 Training
4 Experiments
5 Conclusion
References
Distance Measurement Based on Linear Phase Correlation in WiFi CSI
1 Introduction
2 System Design
2.1 Signal Model
2.2 Distance Measurement
2.3 CSI Measurement Phase Error Source
3 Phase Error Calibration
4 Performance Comparison
5 Conclusion
References
A Transfer Learning Method for Aircrafts Recognition
Abstract
1 Introduction
2 Related Work
3 Proposed Method
3.1 Feature Spatial Alignment
3.2 Balanced Distribution Adaptation
4 Experiment and Analysis
4.1 Data Sets
4.2 Contrast Methods
4.3 Experimental Results and Analysis
5 Conclusion
Acknowledgements
References
A New Two-Microphone Reduce Size SMFTF Algorithm for Speech Enhancement in New Telecommunication Systems
Abstract
1 Introduction
2 The Simplified Model of a Convolutive Mixture
3 The Forward Blind Sources Separation (FBSS) Structure
4 Proposed Algorithm
5 Computational Complexity
6 Simulation Results
6.1 Description of the Used Signals and the Experimental
6.2 Time Evolution of the Output Speech Signal
6.3 System Mismatch (SM)
6.4 Signal to Noise Ratio (SNR)
6.5 Cepstral Distance (CD)
6.6 Mean Square Error
7 Conclusion
Acknowledgment
References
Adaptive Beamforming of Vertical Frequency Diverse Array for Airborne Radar
Abstract
1 Introduction
2 Adaptive Beamforming Algorithm
2.1 The Transmit Beampattern of VFDA
2.2 Transmit-Receive Beamforming with no Grating Lobes
3 Simulation Results
4 Conclusion
References
2D DOA Estimation of PR-WSF Algorithm Based on Modified Fireworks Algorithm
Abstract
1 Introduction
2 Problem Formulation
3 PR-WSF Algorithm Based on Modified Fireworks Algorithm
3.1 Fireworks Algorithm
3.2 The Improvement of Fireworks Algorithm
3.3 Pseudo-Random Noise Re-sampling Technique
4 Performance Study
4.1 Modified FWA
4.2 PR-WSF Algorithm Based on Improved Fireworks Algorithm
5 Concluding Remarks
References
Research on Indoor and Outdoor Seamless Positioning Based on Combination of Clustering and GPS
1 Introduction
2 Methodology
2.1 Outdoor Positioning Principle
2.2 Indoor Positioning Principle
2.3 Clustering and GPS Combined Positioning Algorithm
3 Experiments and Analysis
4 Conclusions
References
Angle-of-Arrival Positioning System Based on CSI Virtual Antenna Array
Abstract
1 Introduction
2 Preliminary
2.1 MUSIC Algorithm
2.2 CSI Phase Correction
3 System Design
3.1 Estimating AOA and TOF
3.2 Identifying Direct Path
3.3 Localizing the Target by Multiple APs
4 Experimental Evaluation
5 Conclusion
Acknowledgement
References
Cross-Sensor Image Change Detection Based on Deep Canonically Correlated Autoencoders
1 Introduction
2 DCCAE-Based Cross-Sensor Change Detection Method
3 Experiments and Results
3.1 Dataset
3.2 Experimental Settings
3.3 Evaluation Results
4 Conclusion
References
An Innovative Weighted KNN Indoor Location Technology
Abstract
1 Introduction
2 Improvement of Wireless Fingerprint Location Algorithm
2.1 Traditional Weighted KNN Algorithm
2.2 Improved Weighted K Nearest Neighbor Algorithm
3 WIFI and PDR Integration Scenario
4 Experiment and Result Analysis
5 Conclusion
References
A Resistance Frequency Offset Synchronization Scheme Based on the Zadoff-Chu Conjugate Sequence
1 Introduction
2 System Model
3 Proposed Synchronization Method
4 Simulation Results
5 Conclusion
References
AI-Based Medium Access Control
Compressed Sensing ISAR 3D Imaging Methods Based on OMP Algorithm
Abstract
1 Introduction
2 3D ISAR Imaging Model Based on Compressed Sensing
3 Three-Dimensional Reduction Algorithm
4 MATLAB Simulation Results
5 FEKO Simulation Results
6 Conclusion
References
Ambiguity Function Analysis of Radar-Communication Integrated Waveform Based on FDM and TDM Technologies
1 Introduction
2 A Novel Integrated Signal
2.1 Waveform Generation
2.2 Spectrum of Waveform
3 Ambiguity Function
4 Simulation Results and Performance Analysis
5 Summary
References
Transmission Quality Improvement Algorithms for Multicast Terrestrial-Satellite Cooperation System
1 Introduction
2 System Model and Problem Formulation
2.1 System Model
2.2 Problem Formulation
3 Algorithm Development
3.1 Relaxation and Solution of the Optimization Problem (OP)
3.2 Expand Power Optimization of Base Stations
4 Performance Evaluation
5 Conclusion
References
Application of Wavelet Analysis Method in Radar Echo Signal Detection
Abstract
1 Introduction
2 Signal Detection Method
2.1 Correlation Detection
2.2 Signal Detection Based on Higher Order Statistics
2.3 Signal Detection Based on Wavelet Transform
3 Conclusion
References
Chinese News Keyword Extraction Algorithm Based on TextRank and Topic Model
Abstract
1 Introduction
2 Algorithm Description
2.1 Diffusivity Between Two Candidate Words
2.2 Relation Between Two Candidate Words
2.3 Bringing in LDA Topic Model
2.4 Getting Keywords
3 Experiment and Results
3.1 Corpus and Evaluation
3.2 Results
4 Conclusion
References
An Adaptive Threshold Decision Algorithm in Non-cooperative Signal Detection
Abstract
1 Instruction
2 Signal Detection Algorithm
2.1 Energy Detection
2.2 Signal Detection Using Preamble
2.3 Power-Law Detection Based on High-Order Spectrum
3 An Adaptive Threshold Decision Algorithm Based on Projection Method
4 Conclusion
References
Trajectory Optimization Under Constrained UAV-Aided Wireless Communications with Ground Terminals
1 Introduction
2 System Model
2.1 Data Rate Model
2.2 UAV Energy Consumption Model
3 UAV Trajectory Design
4 Numerical Results
5 Conclusion
References
IOT-Based Thermal Comfort Control for Livable Environment
Abstract
1 Introduction
2 PMV Model
3 Proposed Thermal Comfort Control System
3.1 Parameter Determination
3.2 Personal PMV Training
3.3 Model Prediction
4 Experiments
4.1 Experimental Settings
4.2 Prediction Results for Thermal Comfort
5 Conclusions
Acknowledgements
References
Context Adaptive Visual Tracker in Surveillance Networks
1 Introduction
2 The Proposed Context Adaptive Tracker
2.1 Superpixel-Based Pure Target Region Extraction
2.2 Target and Background Likelihood
2.3 Classification for Superpixel
3 Experiments
3.1 Experimental Setup
3.2 Comparison with State-of-the-Arts
4 Conclusion
References
Research on Indoor Localization Based on Joint Coefficient APIT
Abstract
1 Introduction
2 APIT Algorithm
3 Proposed JCTA Algorithm
4 Simulation and Results Analysis
4.1 Localization Coverage Rate
4.2 Error of Localization
5 Conclusion
References
A Cross-Layer Approach to Maximize the Lifetime of Underwater Wireless Sensor Networks
1 Introduction
2 Problem Formulation and Network Lifetime Maximization Algorithm
2.1 Optimization Objective: Network Lifetime
2.2 Network Lifetime Maximization Algorithm
3 Simulation Results
3.1 Simulation Setup
3.2 Numerical Results
4 Conclusion
References
An Efficient Indoor Localization Method Based on Visual Vocabulary
Abstract
1 Introduction
2 Methods
2.1 Image Processing
2.2 Clustering Method
3 Proposed BoVW and Localization
3.1 Feature Selection and Extraction
3.2 Clustering and Visual Vocabulary Generation
3.3 Reference Image Matching
4 Performance Evaluation and Analysis
4.1 Image Matching Efficiency
4.2 Performance of Feature Selection
5 Conclusions
References
Realization and Performance Simulation of Spectrum Detection Based on Cyclostationarity Properties
Abstract
1 Introduction
2 Non-cooperative Detection
2.1 Energy Detection
2.2 Periodic Characteristics Detection of Signals
3 Practical Analysis Method and Simulation Implementation of Cyclostationary Process
4 Simulation Results and Analysis
4.1 Relationship Between the Number of Sampling Points and the Noise Performance of the Detection Signal
4.2 Performance Comparison Between Energy Detection Method and Periodic Stationary Process Feature Detection Method
5 Summary
References
AI-Enabled Network Layer Algorithms and Protocols
An Improved TDoA Localization Algorithm Based on AUV for Underwater Acoustic Sensor Networks
Abstract
1 Introduction
2 Related Work
3 An Improved TDoA Localization Algorithm
3.1 Main Innovations
3.2 Background and Assumptions
3.3 Implementation
3.4 Algorithm Operations
3.5 Result Correction
4 Experiments and Discussions
4.1 Performance Metrics
4.2 Simulation Environment and Discussion
5 Conclusion
Acknowledgments
References
Fuzzy Probabilistic Topology Control Algorithm for Underwater Wireless Sensor Networks
Abstract
1 Introduction
2 Related Work
3 FPPTC Algorithm
3.1 Topological Clustering
3.2 Solving Data Deviation Values
3.3 Fuzzy Adjustment Probability
3.4 Power Control
4 Performance Analysis
5 Conclusion
Acknowledgments
References
Naive Bayes Classifier Based Driving Habit Prediction Scheme for VANET Stable Clustering
Abstract
1 Introduction
2 Driving Habit Prediction Scheme
2.1 Vehicle Alignments
2.2 Naive Bayes Classifier
2.3 Driving Habit Prediction Framework
2.4 Stable Clustering
3 Simulation Results
4 Conclusions
References
Path Optimization with Machine-Learning Based Prediction for Wireless Sensor Networks
1 Introduction
2 Proposed Work
2.1 Machine-Learning Based Energy Consumption Prediction
2.2 Path Optimization for Mobile Nodes
3 Performance Evaluation
3.1 An Example of ML-ECP
3.2 Investigating the Traveling Distance
3.3 Investigating the Traveling Delay
4 Conclusion
References
Research on the Maximization of Total Information Rate Based on Energy Allocation in Multi-user SWIPT Relaying System
Abstract
1 Introduction
2 System Model
3 Information Rate
4 Energy Allocation Scheme and Simulation
5 Conclusions
6 Appendix A
7 Appendix B
Acknowledgments
References
Optimization of AODV Routing Protocol in UAV Ad Hoc Network
Abstract
1 Introduction
2 Optimization of AODV Routing Protocol
2.1 Link Stability
2.2 Improvements in Route Discovery
3 Simulation Analysis
3.1 Simulation Environment
3.2 Simulation Results and Performance Analysis
4 Conclusions
References
A KFL-TDOA UWB Positioning Method Based on Hybrid Location Algorithm
Abstract
1 Introduction
2 TDOA Based UWB Positioning Principle
3 KFL-TDOA Positioning Method
4 Hybrid Positioning Algorithm
5 Simulation Verification
6 Conclusion
References
Simultaneous Wireless Information and Power Transfer Protocol Under the Presence of Node Hardware Impairments
Abstract
1 Introduction
2 Guidelines for Manuscript Preparation
2.1 Time Switching-Based Relaying (TSR) Protocol
2.2 Channel Model
2.3 Energy Harvesting
3 Performance Analysis
4 Numerical Results and Discussion
5 Conclusion
Acknowledgement
References
An Improved A* Algorithm Based on Divide-and-Conquer Method for Golf Unmanned Cart Path Planning
Abstract
1 Introduction
2 Environment Map Model
3 Algorithm Description
3.1 A* Algorithm
3.2 Improved Algorithm
4 Experiment Results
5 Conclusions
References
Power Allocation Method for Satellite Communication Based on Network Coding
Abstract
1 Introduction
2 Network Coding
3 Satellite Communication System Simulation Based on Network Coding
3.1 ARQ Mechanism Based on Network Coding
3.2 Satellite Physical Layer Network Coding System
3.3 Network-Coded Satellite Broadcast Retransmission System
3.4 Summary
4 Power Allocation Method on Satellite Based on Network Coding
4.1 System Model and Basic Description
4.2 Simulation Analysis
4.3 Summary
5 Conclusion
References
Seamless Positioning and Navigation System Based on GNSS, WIFI and PDR for Mobile Devices
Abstract
1 Introduction
2 State of the Art
3 Seamless Positioning System
4 Handover Algorithm
4.1 Scenario Detector and Handover Requirement
4.2 Handover Procedure
4.3 Positioning Ping-Pang Handover Issues
5 Seamless Positioning
5.1 Outdoor Positioning
5.2 Indoor Positioning
5.3 Semi-outdoor Positioning
6 Experimental Evaluation
7 Conclusion
References
Adaptive Routing Protocol for Underwater Wireless Sensor Network Based on AUV
Abstract
1 Introduction
2 Network Model and Energy Consumption Model
2.1 Network Model
2.2 Energy Consumption Model
3 The Design of ARPA
3.1 Network Initialization
3.2 Data Transmission
4 Performance Evaluations
4.1 Average End-to-End Delay
4.2 Packet Transmission Rate
4.3 Average Energy Consumption
5 Conclusion
Acknowledgments
References
Performance Analysis of Energy-Efficient Cell Switch off Scheme for CoMP Networks
Abstract
1 Introduction
2 System Model
2.1 CoMP Transmission
2.2 Power Consumption Model for Cooperative Cells
3 Cell Switch off Based Energy Minimizing Schemes
3.1 Optimization Problem
4 Simulation Results
5 Conclusions
Acknowledgements
References
An Energy-Efficient Routing Protocol for Internet of Underwater Things
1 Introduction
2 Routing Protocol
3 Performance Evaluation
3.1 Simulation Settings
3.2 Routing Protocol Performance with Different Weights of Power and Energy Consumption
3.3 Performance with Faulty Nodes
4 Conclusions
References
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Artificial Intelligence for Communications and Networks

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