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Table of Contents
Intro
Preface
Conference Organization
Contents
Spectrum Sensing and Environment Awareness
Active User Blind Detection Through Deep Learning
1 Introduction
2 System Model for the Massive Random Access
2.1 Non-coherent AUD
2.2 MAP Detectors
2.3 It-MAP Detector
3 A Neural Network Based Algorithm
3.1 The NN-MAP Estimate
3.2 The NN-MAP System Parameters
4 Results
5 Conclusion
References
Spectrum Sensing Based on Dynamic Primary User with Additive Laplacian Noise in Cognitive Radio
1 Introduction
2 System Model
3 Dynamic PU Modeling
3.1 Energy Detection
3.2 AVCD and i-AVCD
4 Results
5 Conclusion
References
Blind Source Separation for Wireless Networks: A Tool for Topology Sensing
1 Introduction
1.1 Existing Works
1.2 Application Scenarios
2 System Model and Problem Formulation
2.1 Data Acquisition and Channel Model
3 Blind Source Separation
3.1 Whitening and Estimation of the Number of Sources
3.2 Independent Component Analysis
3.3 Unmixed Signals Association
3.4 Excision Filter
4 Topology Inference Algorithms
4.1 Granger Causality
4.2 Transfer Entropy
5 Numerical Results
5.1 BSS Reconstruction Error
5.2 Topology Inference and Number of Nodes
5.3 Impact of Shadowing
6 Conclusion
References
Resource Management and Optimization
Efficient Clustering Schemes Towards Information Collection
1 Introduction
2 Energy Efficiency in Cooperative Spectrum Sensing
3 Clustering Algorithms
4 Simulation Results
5 Conclusions
References
A Non-zero Sum Power Control Game with Uncertainty
1 Introduction
2 Communication Model
2.1 Auxiliary Notations and Results
2.2 Equilibrium Strategies
3 Stackelberg Game
3.1 Auxiliary Notations and Results
3.2 Stackelberg Equilibrium Strategies
4 Discussion of the Results
5 Conclusions
References
Demonstrating Spectrally Efficient Asynchronous Coexistence for Machine Type Communication: A Software Defined Radio Approach
1 Introduction
2 Background
2.1 Related Work
3 Asynchronous Coexistence
4 SDR Approach for Coexistence Studies
4.1 Workflow
4.2 F-OFDM Filter Implementation
4.3 An Automated Test Framework for EVM and BER Measurements
5 Results
5.1 Simulations
5.2 Hardware Experiments
6 Conclusions and Future Work
Preface
Conference Organization
Contents
Spectrum Sensing and Environment Awareness
Active User Blind Detection Through Deep Learning
1 Introduction
2 System Model for the Massive Random Access
2.1 Non-coherent AUD
2.2 MAP Detectors
2.3 It-MAP Detector
3 A Neural Network Based Algorithm
3.1 The NN-MAP Estimate
3.2 The NN-MAP System Parameters
4 Results
5 Conclusion
References
Spectrum Sensing Based on Dynamic Primary User with Additive Laplacian Noise in Cognitive Radio
1 Introduction
2 System Model
3 Dynamic PU Modeling
3.1 Energy Detection
3.2 AVCD and i-AVCD
4 Results
5 Conclusion
References
Blind Source Separation for Wireless Networks: A Tool for Topology Sensing
1 Introduction
1.1 Existing Works
1.2 Application Scenarios
2 System Model and Problem Formulation
2.1 Data Acquisition and Channel Model
3 Blind Source Separation
3.1 Whitening and Estimation of the Number of Sources
3.2 Independent Component Analysis
3.3 Unmixed Signals Association
3.4 Excision Filter
4 Topology Inference Algorithms
4.1 Granger Causality
4.2 Transfer Entropy
5 Numerical Results
5.1 BSS Reconstruction Error
5.2 Topology Inference and Number of Nodes
5.3 Impact of Shadowing
6 Conclusion
References
Resource Management and Optimization
Efficient Clustering Schemes Towards Information Collection
1 Introduction
2 Energy Efficiency in Cooperative Spectrum Sensing
3 Clustering Algorithms
4 Simulation Results
5 Conclusions
References
A Non-zero Sum Power Control Game with Uncertainty
1 Introduction
2 Communication Model
2.1 Auxiliary Notations and Results
2.2 Equilibrium Strategies
3 Stackelberg Game
3.1 Auxiliary Notations and Results
3.2 Stackelberg Equilibrium Strategies
4 Discussion of the Results
5 Conclusions
References
Demonstrating Spectrally Efficient Asynchronous Coexistence for Machine Type Communication: A Software Defined Radio Approach
1 Introduction
2 Background
2.1 Related Work
3 Asynchronous Coexistence
4 SDR Approach for Coexistence Studies
4.1 Workflow
4.2 F-OFDM Filter Implementation
4.3 An Automated Test Framework for EVM and BER Measurements
5 Results
5.1 Simulations
5.2 Hardware Experiments
6 Conclusions and Future Work