
Cognitive Radio Techniques
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Content
- Intro
- Cognitive Radio Techniques Spectrum Sensing, Interference Mitigation, and Localization
- Contents
- Preface
- 1 Introduction to Cognitive Radios
- 1.1 Introduction
- 1.2 Definition of Cognitive Radios
- 1.3 Software-Defined Radios
- 1.4 The Cognitive Cycle
- 1.5 The Radio Scene Analysis
- 1.5.1 Spectrum Occupancy Classification
- 1.5.2 Hidden Terminals
- 1.5.3 Locating Primary Users
- 1.6 Dynamic Spectrum Access and Management
- 1.6.1 Spectrum Underlay and Overlay
- 1.7 Regulatory Aspects
- 1.7.1 The IEEE DySPAN Standards Committee
- 1.7.2 The IEEE 802.22 WRAN Standards
- 1.7.3 The ETSI-RRS Technical Committee
- 1.8 Application Clusters
- 1.8.1 Cellular Mobile Networks
- 1.8.2 Energy Efficiency is Wireless Networks
- 1.8.3 Public Safety Communications
- 1.8.4 Coexistence of UWB Radio Technology
- 1.8.5 Wireless Networks for Smart Grids
- 1.8.6 Vehicular Networks
- 1.8.7 Defense Application Systems
- References
- Part I: Spectrum Sensing in Cognitive Radios
- 2 Fundamentals of Spectrum Sensing and Detection
- 2.1 Introduction
- 2.2 Statistical Detection Techniques
- 2.2.1 Maximum A Posteriori Detection
- 2.2.2 Maximum Likelihood Detection
- 2.2.3 The Neyman-Pearson Detector
- 2.2.4 The Bayesian Risk-Based Detector
- 2.3 Continuous and Discrete Signal Detection
- 2.4 Detection Performance
- 2.4.1 Detection Performance Versus the SNR
- 2.4.2 Detection Performance Versus the Signal Observation Length
- 2.4.3 The ROC Curves
- 2.4.4 Area Under the ROC Curves
- 2.5 Wireless Channel Models
- 2.5.1 Mean Pathloss
- 2.5.2 Shadowing
- 2.5.3 Small Scale Fading
- 2.6 Basic Models for Spectrum Occupancy
- 2.6.1 The Poisson-Exponential Model
- 2.6.2 The Markov Modulated Poisson Process
- 2.6.3 The Poisson-Pareto Burst Process
- 2.7 Stochastic Analysis of Radio Signals
- 2.8 Blind, Partial, and Complete Context Aware Signal Detection
- 2.8.1 Blind Signal Detection
- 2.8.2 Partial-Context Aware Signal Detection
- 2.8.3 Fully Context Aware Signal Detection
- 2.9 Summary
- References
- 3 Introduction to Spectrum Sensing Techniques
- 3.1 Introduction
- 3.2 Spectrum Sensing with Energy Detection
- 3.2.1 Energy Detector
- 3.2.2 Energy Detector in Gaussian Channel
- 3.2.3 Energy Detector in Fading Channels
- 3.2.4 Energy Detector in Fading Channels with Shadowing
- 3.3 Energy Detection and Noise Power Uncertainty
- 3.3.1 ED Threshold Mismatch
- 3.3.2 SNR Wall
- 3.3.3 Existence of the SNR Wall
- 3.4 Spectrum Sensing with Cyclostationary Feature Detection
- 3.4.1 Cyclostationarity Analysis
- 3.4.2 Cyclostationary Feature-Based Detector
- 3.5 Spectrum Sensing with Matched Filter Detection
- 3.6 Other Spectrum Sensing Techniques
- 3.6.1 Covariance-Based Method
- 3.6.2 Eigenvalue-Based Method
- 3.6.3 Wavelet-Based Edge Detection
- 3.6.4 Spectral Estimation Methods
- 3.7 Summary
- References
- 4 Temporal Spectrum Sensing and Performance Analysis
- 4.1 Introduction
- 4.2 Temporal Periodic-Spectrum Sensing
- 4.3 P rimary User Spectral Occupancy Model with Poisson Arrival
- 4.3.1 Exponential Random Spectral Occupancy Time
- 4.3.2 P areto Random Spectral Occupancy Time
- 4.3.3 Classifying Primary User Spectrum Occupancy Levels
- 4.4 Detection Performance of Periodic-Sensing with Poisson Arrival and Deterministic Occupancy Time
- 4.4.1 Spectral Occupancy Probability
- 4.4.2 P robability of Detection
- 4.4.3 False Alarm Probability
- 4.5 Primary User Misdetection Risk Regions
- 4.6 Temporal Periodic-Sensing with Poisson-Exponential Occupancy Model
- 4.7 Temporal Periodic-Sensing with Poisson-Pareto Occupancy Model
- 4.8 Temporal Periodic-Sensing Performance Comparison with Deterministic and Random Occupancies
- 4.9 Temporal Periodic-Sensing in Noise
- 4.10 Temporal Periodic-Sensing in Noise with Signal Fading/Shadowing
- 4.11 Optimum Sensing Period
- 4.12 Reality of Spectrum Occupancy Models
- 4.13 Summary
- References
- 5 Cooperative Spectrum Sensing
- 5.1 Introduction
- 5.2 Spatio-Temporal Fusion Strategy
- 5.2.1 Synchronized Reporting
- 5.2.2 Nonsynchronized Reporting
- 5.3 Hard Decision Fusion
- 5.3.1 Chair-Varshney Fusion Strategy
- 5.3.2 The M-out-of-N Fusion Strategy
- 5.4 Soft Decision Fusion
- 5.4.1 Optimal Soft Decision Fusion
- 5.4.2 Equal Gain Soft Decision Fusion
- 5.4.3 Maximal Ratio Soft Decision Fusion
- 5.5 Cluster-Based Cooperative Spectrum Sensing
- 5.5.1 Space-Divisional Cluster
- 5.5.2 Frequency-Divisional Cluster
- 5.5.3 Time-Divisional Cluster
- 5.6 Noisy Reporting Channels
- 5.7 Other Issues in Cooperative Sensing
- 5.7.1 Cooperation Overhead and the Reporting Channel
- 5.7.2 Unreliable Reporter and Accreditation
- 5.7.3 Security Issues
- 5.7.4 Knowledge Distribution
- 5.7.5 Spatial Limitation
- 5.8 Summary
- References
- 6 Distributed Spectrum Sensing
- 6.1 Introduction
- 6.2 Parallel Topology-Based Distributed Sensing
- 6.3 Sequential Topology-Based Distributed Sensing
- 6.3.1 Detection Performance
- 6.4 Tree Topology-Based Distributed Sensing
- 6.5 Ring-Around Distributed Sensing
- 6.5.1 Message Passing in Ring-Around Sensing
- 6.5.2 Hard Decision Fusion with the OR Rule
- 6.5.3 Equal Ratio Combining Soft Decision-Based Fusion
- 6.6 Summary
- References
- 7 Advanced Spectrum Sensing Topics
- 7.1 Introduction
- 7.2 Spectrum Sensing in UWB Radios with Frequency Sweeping
- 7.3 Spectrum Sensing in OFDM Systems
- 7.3.1 The Likelihood Ratio Test
- 7.3.2 Frequency Domain Detection
- 7.4 Combined Localization and Detection of Primary Users
- 7.4.1 Detection Using the Llikelihood Function fr|Hi (rïHi)
- 7.4.2 Detection Using the Output of L
- 7.5 Sequential Spectrum Sensing
- 7.5.1 The Sequential Probability Ratio Test
- 7.6 Spectrum Sensing with Ordered Statistics
- 7.7 Spectrum Sensing with Reconfigurable Antennas
- 7.7.1 Frequency Reconfigurability
- 7.7.2 Radiation Pattern Reconfigurability
- 7.8 Spectrum Sensing in 3D-Space
- 7.9 Summary
- References
- Part II:Coexistence and Interference Mitigation Techniques
- 8 Fundamentals of Coexistence and Interference Mitigation Techniques
- 8.1 Interference in Cognitive Radio and its Characterization
- 8.1.1 Intentional Interference: From Jamming to Emulation
- 8.1.2 Unintentional Interference
- 8.1.3 Metrics to Quantify Interference and its Effects
- 8.2 Coexistence Scenarios
- 8.2.1 Spatial Configuration of the Systems
- 8.2.2 From Narrowband to Ultrawideband
- 8.2.3 The Coexistence Region
- 8.3 Interference Mitigation Techniques
- 8.3.1 Interference Mitigation in Spread Spectrum CRs
- 8.3.2 Power Control
- 8.3.3 Band Relocation
- 8.3.4 Spectrum Shaping
- 8.3.5 Adaptive Antenna Techniques
- 8.4 Summary and Further Readings
- References
- 9 Coexistence Analysis
- 9.1 Coexistence Between Heterogeneous Wireless Systems
- 9.2 Channel Model
- 9.2.1 Block Fading Channel
- 9.3 Interference Modeling
- 9.3.1 Gaussian Approximation
- 9.3.2 Tone Approximation
- 9.3.3 Multitone Approximation
- 9.3.4 Band-Limited Gaussian Process Approximation
- 9.3.5 Pulse Train Model
- 9.3.6 Modeling the Interfering Power
- 9.4 The Effect of Narrowband Interference on a Wideband Communication
- 9.4.1 Single-Carrier WB Communication in the Presence of NB Interference
- 9.4.2 Multicarrier WB Communication in the Presence of NB Interference
- 9.5 The Effect of Wideband Interference an a Narrowband Communication
- 9.5.1 Single-Carrier NB Communication in the Presence of WB Interference
- 9.5.2 Multicarrier NB Communication in the Presence of WB Interference
- 9.6 Summary and Further Readings
- References
- 10 Coexistence in Network Scenarios
- 10.1 Coexistence Between Heterogeneous Networks
- 10.1.1 Network Scenario Definition
- 10.2 Statistical Characterization of Network Interference
- 10.2.1 Interference Generated Outside the Guard Zone
- 10.2.2 Interference From the Whole Plane
- 10.3 The Effect of Interference on Performance of Coexisting Networks
- 10.3.1 Transmission Characteristics of the Nodes
- 10.3.2 Narrowband Communication in the Presence of Wideband Network Interference
- 10.3.3 Wideband Communication in the Presence of Narrowband Network Interference
- 10.4 Performance Examples of Heterogeneous Coexisting Networks
- 10.5 Summary and Further Readings
- References
- 11 Interference Mitigation Techniques Enabling Coexistence
- 11.1 Cognitive Radio Transmission Techniques Enabling coexistence
- 11.1.1 Spectrum Interweave: Interference Avoiding Behavior
- 11.1.2 Spectrum Underlay: Interference Controlling Behavior
- 11.1.3 Spectrum Overlay: Interference Mitigating Behavior
- 11.2 The Secondary User Perspective: Performance of CR Transmission Strategies
- 11.2.1 System Model
- 11.2.2 Comparison of the SU Achievable Rates
- 11.3 The Primary User Perspective: Impact of CR Transmission Strategies
- 11.3.1 The Scenario
- 11.3.2 Cognitive Network Interference as a Misdetection Problem
- 11.3.3 PU Outage due to Misdetection by a Single SU
- 11.3.4 PU Outage Due to Misdetections in a Cognitive Network
- 11.3.5 A Case Study
- 11.4 Summary and Further Readings
- References
- 12 Advanced Interference Mitigation Techniques
- 12.1 Interference Mitigation Techniques in UWB Radios
- 12.1.1 Interference Mitigation in UWB Impulse Radio
- 12.1.2 Interference Mitigation in MB-OFDM UWB Radio
- 12.2 Interference Mitigation in Spatial Domain
- 12.2.1 Example: MIMO Beamforming
- 12.3 Summary and Further Readings
- References
- Part III: Localization and Radio Environment Mapping
- 13 Fundamentals of Ranging and Localization for Cognitive Radio
- 13.1 Ranging Techniques and Enabling Technologies
- 13.1.1 Time-Based Ranging
- 13.1.2 RSS-Based Ranging
- 13.1.3 Other Ranging Techniques
- 13.1.4 Error Sources in Time-Based Ranging
- 13.2 Performance Limits of Time-based Ranging: From Theory to Practice
- 13.2.1 Theoretical Performance Limits
- 13.2.2 Practical Schemes
- 13.3 Cognitive Ranging
- 13.4 Localization Techniques
- 13.4.1 Single-Hop Localization
- 13.4.2 Multihop Localization
- 13.4.3 Anchor-Free Localization
- 13.4.4 Location Tracking
- 13.4.5 Case Study
- 13.5 Summary and Further Readings
- References
- 14 Localization of Primary Users
- 14.1 Localization of Noncollaborative Emitters
- 14.1.1 Range-Free Localization of PUs
- 14.1.2 Semirange-Based Localization of PUs
- 14.1.3 RSSI-Based Localization of PUs
- 14.1.4 Other Range-Based Algorithms
- 14.1.5 Tracking of PUs
- 14.1.6 Case Study
- 14.2 Radio Environment Mapping
- 14.2.1 Radio Cartography
- 14.2.2 Database for SU Access Control
- 14.3 Summary and Further Readings
- References
- 15 Conclusions and Future Work
- Glossary
- About the Authors
- Index
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