Handbook on array processing and sensor networks / Simon S. Haykin, K.J. Ray Liu.

Format:

Book

Author/Creator:

Haykin, Simon S., 1931-

Contributor:

Liu, K. J. Ray, 1961-

Series:

Adaptive and learning systems for signal processing, communications and control series ; 64

Language:

English

Subjects (All):

Sensor networks.

Antenna arrays.

Array processors.

Physical Description:

1 online resource (924 p.)

Edition:

1st edition

Place of Publication:

Hoboken, N.J. : John Wiley & Sons, 2009.

Language Note:

English

System Details:

Mode of access: World Wide Web.

text file

Summary:

A handbook on recent advancements and the state of the art in array processing and sensor Networks Handbook on Array Processing and Sensor Networks provides readers with a collection of tutorial articles contributed by world-renowned experts on recent advancements and the state of the art in array processing and sensor networks. Focusing on fundamental principles as well as applications, the handbook provides exhaustive coverage of: wavelets; spatial spectrum estimation; MIMO radio propagation; robustness issues in sensor array processing; wireless communications and sensing

Contents:

Preface (Simon Haykin and K. J. Ray Liu)

Contributors

Introduction (Simon Haykin)

PART I: FUNDAMENTAL ISSUES IN ARRAY SIGNAL PROCESSING

1. Wavefields. (Alfred Hanssen)

1.1 Introduction

1.2 Harmonizable Stochastic Processes

1.3 Stochastic Wavefields

1.4 Wave Dispersion

1.5 Conclusions

1.6 Acknowledgements

References.

2. Spatial Spectrum Estimation (Petar M. Djuri)

2.1 Introduction

2.2 Fundamentals

2.3 Temporal Spectrum Estimation

2.4 Spatial Spectrum Estimation

2.5 Final Remarks

3. MIMO Radio Propagation (Tricia J. Willink)

3.1 Introduction

3.2 Space-Time Propagation Environment

3.3 Propagation Models

3.4 Measured Channel Characteristics

3.5 Stationarity

3.6 Summary

4. Robustness Issues in Sensor Array Processing (Alex B. Gershman)

4.1 Introduction

4.2 Direction-of-Arrival Estimation

4.3 Adaptive Beamforming

4.4 Conclusions

Acknowledgments

5. Wireless Communication and Sensing in Multipath Environments Using Multiantenna Transceivers (Akbar M. Sayeed and Thiagarajan Sivanadyan)

5.1 Introduction and Overview

5.2 Multipath Wireless Channel Modeling in Time, Frequency and Space

5.3 Point-to-Point MIMO Wireless Communication Systems

5.4 Active Wireless Sensing with Wideband MIMO Transceivers

5.5 Concluding Remarks

References

PART II: NOVEL TECHNIQUES FOR AND APPLICATIONS OF ARRAY SIGNAL PROCESSING.

6. Implicit Training and Array Processing for Digital Communication Systems (Aldo G. Orozco-Lugo, Mauricio Lara, and Desmond C. McLernon)

6.1 Introduction

6.2 Classification of Implicit Training Methods

6.3 IT-Based Estimation for a Single User

6.4 IT-Based Estimation for Multiple Users Exploiting Array Processing: Continuous Transmission

6.5 IT-Based Estimation for Multiple Users Exploiting Array Processing: Packet Transmission

6.6 Open Research Problems

7. Unitary Design of Radar Waveform Diversity Sets (Michael D. Zoltowski, Tariq R. Qureshi, Robert Calderbank, and Bill Moran).

7.1 Introduction

7.2 2 x 2 Space-Time Diversity Waveform Design

7.3 4 x 4 Space-Time Diversity Waveform Design

7.4 Waveform Families Based on Kronecker Products

7.5 Introduction to Data-Dependent Waveform Design

7.6 3 x 3 and 6 x 6 Waveform Scheduling

7.7 Summary

8. Acoustic Array Processing for Speech Enhancement (Markus Buck, Eberhard H Ansler, Mohamed Krini, Gerhard Schmidt and Tobias Wolff)

8.1 Introduction

8.2 Signal Processing in the Subband Domain

8.3 Multichannel Echo Cancelation

8.4 Speaker Localization

8.5 Beamforming

8.6 Sensor Calibration

8.7 Postprocessing

8.8 Conclusions

9. Acoustic Beamforming for Hearing Aid Applications (Simon Doclo, Sharon Gannot, Marc Moonen and Ann Spriet)

9.1. Introduction

9.2. Overview of noise reduction techniques

9.3. Monaural beamforming

9.4. Binaural beamforming

9.5. Conclusion

10. Undetermined Blind Source Separation Using Acoustic Arrays (Shoji Makino, Shoko Araki, Stefan Winter and Hiroshi Sawada)

10.1 Introduction

10.2 Underdetermined Blind Source Separation of Speeches in Reverberant Environments

10.3 Sparseness of Speech Sources

10.4 Binary Mask Approach to Underdetermined BSS

10.5 MAP-Based Two-Stage Approach to Underdetermined BSS

10.6 Experimental Comparison with Binary Mask Approach and MAP-Based Two-Stage Approach

10.7 Concluding Remarks

11. Array Processing in Astronomy (Douglas C.-J. Bock)

11.1 Introduction

11.2 Correlation Arrays

11.3 Aperture Plane Phased Arrays

11.4 Future Directions

11.5 Conclusion

12. Digital 3D/4D Ultrasound Imaging Array (Stergios Stergiopoulos)

12.1 Background

12.2 Next Generation 3D/4D Ultrasound Imaging Technology

12.3 Computing Architecture and Implementation Issues

12.4 An Experimental Planar Array Ultrasound Imaging System

12.5 Conclusion

PART III: FUNDAMENTAL ISSUES IN DISTRIBUTED SENSOR NETWORKS.

13. Self-Localization of Sensor Networks (Josh N. Ash and Randolph L. Moses)

13.1 Introduction

13.2 Measurement Types and Performance Bounds

13.3 Localization Algorithms

13.4 Relative and Transformation Error Decomposition

13.5 Conclusions

14. Multitarget Tracking and Classification in Collaborative Sensor Networks via Sequential Monte Carlo (Tom Vercauteren and Xiaodong Wang)

14.1 Introduction

14.2 System Description and Problem Formulation

14.3 Sequential Monte Carlo Methods

14.4 Joint Single-Target Tracking and Classification

14.5 Multiple-Target Tracking and Classification

14.6 Sensor Selection

14.7 Simulation Results

Conclusion

Appendix: Derviations of (14.38 and (14.40)

15. Energy-Efficient Decentralized Estimation (Jin-Jun Xiao, Shuguang Cui and Zhi-Quan Luo)

15.5 Introduction

15.2 System Model

15.3 Digital Approaches

15.4 Analog Approaches

15.5 Analog versus Digital

15.6 Extension to Vector Model

15.7 Concluding Remarks

16. Sensor Data Fusion with Application to Multitarget Tracking (R. Tharmarasa, K. Punithakumar, T. Kirubarajan and Y. Bar-Shalom)

16.1 Introduction

16.2 Tracking Filters

16.3 Data Association

16.4 Out-of-Sequence Measurements

16.5 Results with Real Data

16.6 Summary

17. Distributed Algorithms in Sensor Networks (Usman A. Khan, Soummya Kar and Jos A A Moura)

17.1 Introduction

17.2 Preliminaries

17.3 Distributed Detection

17.4 Consensus Algorithms

17.5 Zero-Dimension (Average) Consensus

17.6 Consensus in Higher Dimensions

17.7 Leader-Follower (Type) Algorithms

17.8 Localization in Sensor Networks

17.9 Linear System of Equations: Distributed Algorithm

17.10 Conclusions

18. Cooperative Sensor Communications (Ahmed K. Sadek, Weifeng Su and K. J. Ray Liu)

18.1 Introduction

18.2 Cooperative Relay Protocols

18.3 SER Analysis and Optimal Power Allocation.

18.4 Energy Efficiency in Cooperative Sensor Networks

18.5 Experimental Results

18.6 Conclusions

19. Distributed Source Coding (Zixiang Xiong, Angelos D. Liveris and Yang Yang)

19.1 Introduction

19.2 Theoretical Background

19.3 Code Designs

19.4 Applications

19.5 Conclusions

20. Network Coding for Sensor Networks (Christina Fragouli)

20.1 Introduction

20.2 How Can We Implement Network Coding in a Practical Sensor Network?

20.3 Data Collection and Coupon Collector Problem

20.4 Distributed Storage and Sensor Network Data Persistence

20.5 Decentralized Operation and Untuned Radios

20.6 Broadcasting and Multipath Diversity

20.7 Network, Channel and Source Coding

20.8 Identity-Aware Sensor Networks

20.9 Discussion

21. Information-Theoretic Studies of Wireless Sensor Networks (Liang-Liang Xie and P. R. Kumar)

21.1 Introduction

21.2 Information-Theoretic Studies

21.3 Relay Schemes

21.4 Wireless Network Coding

21.5 Concluding Remarks

PART IV: NOVEL TECHNIQUES FOR AND APPLICATIONS OF DISTRIBUTED SENSOR NETWORKS

22. Distributed Adaptive Learning Mechanisms (Ali H. Sayed and Federico S. Cattivelli)

22.1 Introduction

22.2 Motivation

22.3 Incremental Adaptive Solutions

22.4 Diffusion Adaptive Solutions

22.5 Concluding Remarks

23. Routing for Statistical Inference in Sensor Networks (A. Anandkumar, A. Ephremides, A. Swami and L. Tong)

23.1 Introduction

23.2 Spatial Data Correlation

23.3 Statistical Inference of Markov Random Fields

23.4 Optimal Routing for Inference with Local Processing

23.5 Conclusion and Future Work

23.6 Bibliographic Notes

24. Spectral Estimation in Cognitive Radios (Behrouz Farhang-Boroujeny)

24.1 Filter Bank Formulation of Spectral Estimators

24.2 Polyphase Realization of Uniform Filter Banks.

24.3 Periodogram Spectral Estimator

24.4 Multitaper Spectral Estimator

24.5 Filter Bank Spectral Estimator

24.6 Distributed Spectrum Sensing

24.7 Discussion

Appendix A: Effective Degree of Freedom

Appendix B: Explanation to the Results of Table 24.1

25. Nonparametric Techniques for Pedestrian Tracking in Wireless Local Area Networks (Azadeh Kushki and Kostas N. Plataniotis)

25.1 Introduction

25.2 WLAN Positioning Architectures

25.3 Signal Models

25.4 Zero-Memory Positioning

25.5 Dynamic Positioning Systems

25.6 Cognition and Feedback

25.7 Tracking Example

25.8 Conclusions

26. Reconfigurable Self-Activating Ion-Channel-Based Biosensors Vikram Krishnamurthy and Bruce Cornell)

26.1 Introduction

26.2 Biosensors Built of Ion Channels

26.3 Joint Input Excitation and Concentration Classification for Biosensor

26.4 Decentralized Deployment of Dense Network of Biosensors

26.5 Discussion and Extensions

27. Biochemical Transport Modeling, Estimation and Detection in Realistic Environments (Mathias Ortner and Arye Nehorai )

27.1 Introduction

27.2 Physical and Statistical Models

27.3 Transport Modeling Using Monte Carlo Approximation

27.4 Localizing the Source(s)

27.5 Sequential Detection

27.6 Conclusion

28. Security and Privacy for Sensor Networks (Wade Trappe, Peng Ning and Adrian Perrig)

28.1 Introduction

28.2 Security and Privacy Challenges

28.3 Ensuring Integrity of Measurement Process

28.4 Availability Attacks against the Wireless Link

28.5 Ensuring Privacy of Routing Contexts

28.6 Conclusion

Index.

Notes:

Description based upon print version of record.

Includes bibliographical references and index.

Description based on PDF viewed 12/21/2015.

ISBN:

9786612549328

9781282549326

1282549324

9781613445013

1613445016

9780470487068

0470487062

9780470487051

0470487054

OCLC:

612192900