Handbook on array processing and sensor networks:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Hoboken, NJ
Wiley
2009
|
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis Klappentext |
| Beschreibung: | XVIII, 904 S. Ill., graph. Darst. |
| ISBN: | 9780470371763 |
Internformat
MARC
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| 245 | 1 | 0 | |a Handbook on array processing and sensor networks |c Simon Haykin ; K. J. Ray Liu |
| 264 | 1 | |a Hoboken, NJ |b Wiley |c 2009 | |
| 300 | |a XVIII, 904 S. |b Ill., graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 650 | 4 | |a Sensor networks | |
| 650 | 4 | |a Antenna arrays | |
| 650 | 4 | |a Array processors | |
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| 700 | 1 | |a Liu, K. J. Ray |d 1961- |e Sonstige |0 (DE-588)135610095 |4 oth | |
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Datensatz im Suchindex
| _version_ | 1804138899266600960 |
|---|---|
| adam_text | CONTENTS
Preface
xiii
Simon
Haykin
and K. J.
Ray Liu
Contributors
xv
Introduction
1
Simon Haykin
PART I: FUNDAMENTAL ISSUES IN ARRAY SIGNAL PROCESSING
9
1
Wavefields
11
Alfred Hanssen
1.1
Introduction
11
1.2
Harmonizable Stochastic Processes
12
1.3
Stochastic Wavefields
15
1.4
Wave Dispersion
19
1.5
Conclusions
26
Acknowledgments
27
References
27
2
Spatial Spectrum Estimation
29
Petar
M.
Djurić
2. 1
Introduction
29
2.2
Fundamentals
33
2.3
Temporal Spectrum Estimation
34
2.4
Spatial Spectrum Estimation
41
2.5
Final Remarks
56
References
56
3
MIMO
Radio Propagation
59
Tricia J.
Willink
3.1
Introduction
59
3.2
Space-Time Propagation Environment
60
3.3
Propagation Models
64
3.4
Measured Channel Characteristics
75
3.5
Stationarity
81
V¡
CONTENTS
3.6
Summary
86
References
87
4
Robustness Issues in Sensor Array Processing
91
Alex B. Gershman
4.1
Introduction
91
4.2
Direction-of-Arrival Estimation
92
4.3
Adaptive Beamforming
102
4.4
Conclusions
107
Acknowledgments
108
References
108
5
Wireless Communication and Sensing in Multipath Environments
Using Multiantenna Transceivers
115
Akbar M. Sayeed and Thiagarajan Sivanadyan
5.1
Introduction and Overview
115
5.2
Multipath Wireless Channel Modeling in Time, Frequency, and Space
118
5.3
Point-to-Point
MIMO
Wireless Communication Systems
133
5.4
Active Wireless Sensing with Wideband
MIMO
Transceivers
156
5.5
Concluding Remarks
165
References
166
PART
П:
NOVEL TECHNIQUES FOR AND APPLICATIONS
OF ARRAY SIGNAL PROCESSING
171
6
Implicit Training and Array Processing for Digital Communication
Systems
173
Aldo
G.
Orozco-Lugo,
Mauricio
Lara and Desmond
С.
McLernon
6.1
Introduction
173
6.2
Classification of Implicit Training Methods
180
6.3
IT-Based Estimation for a Single User
186
6.4
IT-Based Estimation for Multiple Users Exploiting Array Processing:
Continuous Transmission
191
6.5
IT-Based Estimation for Multiple Users Exploiting Array Processing:
Packet Transmission
199
6.6
Open Research Problems
201
Acknowledgments
203
References
203
7
Unitary Design of Radar Waveform Diversity Sets
211
Michael D. Zaltowski, Tariq R. Qureshi, Robert Calderbank and Bill
Moran
7.1
Introduction
211
CONTENTS
VU
7.2 2x2
Space-Time Diversity Waveform Design
213
7.3 4x4
Space-Time Diversity Waveform Design
217
7.4
Waveform Families Based on
Kronecker
Products
220
7.5
Introduction to Data-Dependent Waveform Design
226
7.6 3
χ
3
and
6
χ
6
Waveform Scheduling
228
7.7
Summary
229
References
229
8
Acoustic Array Processing for Speech Enhancement
231
Markus
Buck,
Eberhard Häusler,
Mohamed Krini,
Gerhard Schmidt
and Tobias Wolff
8.1
Introduction
231
8.2
Signal Processing in Subband Domain
233
8.3
Multichannel Echo Cancellation
236
8.4
Speaker Localization
240
8.5
Beamforming
242
8.6
Sensor Calibration
249
8.7
Postprocessing
252
8.8
Conclusions
264
References
264
9
Acoustic Beamforming for Hearing Aid Applications
269
Simon Doclo, Sharon
Gannot, Marc
Moonen and Ann Spriet
9.1
Introduction
269
9.2
Overview of noise reduction techniques
270
9.3
Monaural beamforming
272
9.4
Binaural beamforming
286
9.5
Conclusion
296
References
296
10
Underdetermined Blind Source Separation Using Acoustic Arrays
303
Shoji Makino, Shoko
Araki,
Stefan Winter and Hiroshi Sawada
10.1
Introduction
303
10.2
Underdetermined Blind Source Separation of Speeches in Reverberant
Environments
305
10.3
Sparseness of Speech Sources
307
10.4
Binary Mask Approach to Underdetermined BSS
312
10.5
MAP-Based Two-Stage Approach to Underdetermined BSS
321
10.6
Experimental Comparison with Binary Mask Approach and MAP-Based
Two-Stage Approach
328
10.7
Concluding Remarks
335
References
337
Vili
CONTENTS
11
Array Processing in Astronomy
343
Douglas C.-J. Bock
11.1
Introduction
343
11.2
Correlation Arrays
343
11.3
Aperture Plane Phased Arrays
361
11.4
Future Directions
362
11.5
Conclusion
364
References
365
12
Digital 3D/4D Ultrasound Imaging Array
367
Stergios Stergiopoulos
12.1
Background
367
12.2
Next-Generation 3D/4D Ultrasound Imaging Technology
372
12.3
Computing Architecture and Implementation Issues
392
12.4
Experimental Planar Array Ultrasound Imaging System
394
12.5
Conclusion
403
References
404
PART
Ш:
FUNDAMENTAL ISSUES IN DISTRIBUTED
SENSOR NETWORKS
407
13
Self-Localization of Sensor Networks
409
Joshua
N.
Ash and Randolph L. Moses
13.1
Introduction
409
13.2
Measurement Types and Performance Bounds
411
13.3
Localization Algorithms
420
13.4
Relative and Transformation Error Decomposition
427
13.5
Conclusions
434
References
435
14
Muititarget Tracking and Classification in Collaborative Sensor
Networks via Sequential Monte Carlo Methods
439
Tom Vercauteren and Xiaodong Wang
14.1
Introduction
439
14.2
System Description and Problem Formulation
440
14.3
Sequential Monte Carlo Methods
446
14.4
Joint Single-Target Tracking and Classification
448
14.5
Multiple-Target Tracking and Classification
452
14.6
Sensor Selection
456
14.7
Simulation Results
459
14.8
Conclusion
464
15.1
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
Acknowledgments
References
CONTENTS
ІХ
Appendix: Derivations of
(14.38)
and
(14.40) 465
References
466
15
Energy-Efficient Decentralized Estimation
469
J
in-
J
un
Xiao, Shuguang
Cui
and Zhi-Quan Luo
469
471
472
476
485
487
492
494
494
16
Sensor Data Fusion with Application to Multitarget Tracking
499
R. Tharmarasa, K. Punithakumar, T. Kirubarajan and Y. Bar-Shalom
16.1
Introduction
499
16.2
Tracking Filters
500
16.3
Data Association
511
16.4
Out-of-Sequence Measurements
521
16.5
Results with Real Data
524
16.6
Summary
527
References
527
17
Distributed Algorithms in Sensor Networks
533
Usman A. Khan, Soummya
Kar
and
José M. F.
Moura
17.1
Introduction
533
17.2
Preliminaries
535
17.3
Distributed Detection
538
17.4
Consensus Algorithms
539
17.5
Zero-Dimension (Average) Consensus
542
17.6
Consensus in Higher Dimensions
544
17.7
Leader-Follower (Type) Algorithms
545
17.8
Localization in Sensor Networks
548
17.9
Linear System of Equations: Distributed Algorithm
551
17.10
Conclusions
553
References
553
18
Cooperative Sensor Communications
559
Ahmed K. Sadek, Weifeng
Su
and K. J. Ray Liu
18.1
Introduction
559
19.1
Introduction
19.2
Theoretical Background
19.3
Code Designs
19.4
Applications
19.5
Conclusions
References
X CONTENTS
18.2
Cooperative Relay Protocols
561
18.3
SER
Analysis and Optimal Power Allocation
568
18.4
Energy Efficiency in Cooperative Sensor Networks
589
18.5
Experimental Results
599
18.6
Conclusions
606
References
606
19
Distributed Source Coding
609
Zixiang Xiong, Angelos D. Livens and Yang Yang
609
610
619
631
638
639
20
Network Coding for Sensor Networks
645
Christina Fragouli
20.1
Introduction
645
20.2
How Can We Implement Network Coding in a Practical Sensor
Network?
649
20.3
Data Collection and Coupon Collector Problem
653
20.4
Distributed Storage and Sensor Network Data Persistence
657
20.5
Decentralized Operation and Untuned Radios
660
20.6
Broadcasting and Multipath Diversity
662
20.7
Network, Channel, and Source Coding
663
20.8
Identity-Aware Sensor Networks
664
20.9
Discussion
666
Acknowledgments
666
References
666
21
Information-Theoretic Studies of Wireless Sensor Networks
669
Liang-Liang Xie and P. R. Kumar
21.1
Introduction
669
21.2
Information-Theoretic Studies
670
21.3
Relay Schemes
674
21.4
Wireless Network Coding
684
21.5
Concluding Remarks
688
Acknowledgments
689
References
689
CONTENTS
ХІ
PART IV: NOVEL TECHNIQUES FOR AND APPLICATIONS OF
DISTRIBUTED SENSOR NETWORKS
693
22
Distributed Adaptive Learning Mechanisms
695
Ali H. Sayed
and
Federico S.
Cattivelli
22.1
Introduction
695
22.2
Motivation
697
22.3
Incremental Adaptive Solutions
698
22.4
Diffusion Adaptive Solutions
707
22.5
Concluding Remarks
720
Acknowledgments
721
References
721
23
Routing for Statistical Inference in Sensor Networks
723
A. Anandkumar, A. Ephremides, A. Swami and L.
Tong
23.1
Introduction
723
23.2
Spatial Data Correlation
724
23.3
Statistical Inference of Markov Random Fields
730
23.4
Optimal Routing for Inference with Local Processing
731
23.5
Conclusion and Future Work
744
23.6
Bibliographic Notes
745
References
745
24
Spectral Estimation in Cognitive Radios
749
Behrouz Farhang-Boroujeny
24.1
Filter Bank Formulation of Spectral Estimators
750
24.2
Polyphase Realization of Uniform Filter Banks
751
24.3
Periodogram
Spectral Estimator
752
24.4
Multitaper Spectral Estimator
757
24.5
Filter Bank Spectral Estimator
766
24.6
Distributed Spectrum Sensing
773
24.7
Discussion
776
Appendix A: Effective Degree of Freedom
777
Appendix B: Explanation to the Results of Table
24.1 779
References
779
25
Nonparametric Techniques for Pedestrian Tracking in Wireless Local
Area Networks
783
Azadeh Kushki and
Konstantinos
N.
Plataniotis
25.1
Introduction
783
XU CONTENTS
25.2 WLAN
Positioning Architectures
785
25.3 Signal Models 786
25.4
Zero-Memory Positioning
788
25.5 Dynamic
Positioning
Systems 790
25.6
Cognition and Feedback
796
25.7
Tracking Example
799
25.8
Conclusions
801
References
801
26
Reconfigurable
Self-Activating Ion-Channel-Based Biosensors
805
Vikram Krishnamurthy and Bruce Cornell
26.1
Introduction
805
26.2
Biosensors Built of Ion Channels
807
26.3
Joint Input Excitation Design and Concentration Classification for
Biosensor
812
26.4
Decentralized Deployment of Dense Network of Biosensors
816
26.5
Discussion and Extensions
826
References
827
27
Biochemical Transport Modeling, Estimation, and Detection in
Realistic Environments
831
Mathias Ortner
and Arye Nehorai
27.1
Introduction
831
27.2
Physical and Statistical Models
832
27.3
Transport Modeling Using Monte Carlo Approximation
835
27.4
Localizing the Source(s)
843
27.5
Sequential Detection
846
27.6
Conclusion
849
References
851
28
Security and Privacy for Sensor Networks
855
Wade Trappe,
Peng
Ning
and Adrian Perrig
28.1
Introduction
855
28.2
Security and Privacy Challenges
856
28.3
Ensuring Integrity of Measurement Process
860
28.4
Availability Attacks against the Wireless Link
868
28.5
Ensuring Privacy of Routing Contexts
876
28.6
Conclusion
882
References
883
Index gg9
A HANDBOOK ON RECENT ADVANCEMENT! AND
ТНІ
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 exhaus¬
tive coverage of: wavelets; spatial spectrum estimation;
MIMO
radio propagation; robust¬
ness issues in sensor array processing; wireless communications and sensing in multi-path
environments using multi-antenna transceivers; implicit training and array processing for
digital communications systems; unitary design of radar waveform diversity sets; acoustic
array processing for speech enhancement; acoustic beamforming for hearing aid appli¬
cations; undetermined blind source separation using acoustic arrays; array processing
in astronomy; digital 3D/4D ultrasound imaging technology; self-localization of sensor
networks; multi-target tracking and classification in collaborative sensor networks via
sequential Monte Carlo; energy-efficient decentralized estimation; sensor data fusion
with application to multi-target tracking; distributed algorithms in sensor networks; coop¬
erative communications; distributed source coding; network coding for sensor networks;
information-theoretic studies of wireless networks; distributed adaptive learning mecha¬
nisms; routing for statistical inference in sensor networks; spectrum estimation in cognitive
radios; nonparametric techniques for pedestrian tracking in wireless local area networks;
signal processing and networking via the theory of global games; biochemical transport
modeling, estimation, and detection in realistic environments; and security and privacy for
sensor networks.
Handbook on Array Processing and Sensor Networks is the first book of its kind and will
appeal to researchers, professors, and graduate students in array processing, sensor net¬
works, advanced signal processing, and networking.
SIMON HAYKIN, PhD, is a Distinguished University Professor at McMaster
University, Hamilton, Ontario. K. J. RAY LIU is a Distinguished Scholar-Teacher at
the University of Maryland, College Park. He is the recipient of numerous honors and
awards including best paper awards from IEEE Signal Processing Society, IEEE Vehicular
Technology Society, and EURASIP, as well as recognition from the University of Maryland,
including Invention of the Year Award, Poole and Kent Senior Faculty Teaching Award, and
Outstanding Faculty Research Award. Dr. Liu is a Fellow of the IEEE and AAAS.
Celebrating
125
Years
of Engineering the Future
S.bscnbetoo^ee.ectncaiEn.neenng
eNewsietter at wiley.com/enewsietters
I Visit
wiíey.com/eiectncalengíneenng
J
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WILEY
wiley.com
ISBN
Ί1&-α-4-?0-37171,-3
90000
9«?8Ö47Ö
37176
|
| any_adam_object | 1 |
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| author_GND | (DE-588)128698497 (DE-588)135610095 |
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| dewey-ones | 621 - Applied physics |
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| discipline | Elektrotechnik / Elektronik / Nachrichtentechnik |
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| id | DE-604.BV035449226 |
| illustrated | Illustrated |
| indexdate | 2024-07-09T21:35:31Z |
| institution | BVB |
| isbn | 9780470371763 |
| language | English |
| lccn | 2008055880 |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-017369311 |
| oclc_num | 246886688 |
| open_access_boolean | |
| owner | DE-703 DE-634 |
| owner_facet | DE-703 DE-634 |
| physical | XVIII, 904 S. Ill., graph. Darst. |
| publishDate | 2009 |
| publishDateSearch | 2009 |
| publishDateSort | 2009 |
| publisher | Wiley |
| record_format | marc |
| spelling | Haykin, Simon S. 1931- Verfasser (DE-588)128698497 aut Handbook on array processing and sensor networks Simon Haykin ; K. J. Ray Liu Hoboken, NJ Wiley 2009 XVIII, 904 S. Ill., graph. Darst. txt rdacontent n rdamedia nc rdacarrier Sensor networks Antenna arrays Array processors Sensor-Array (DE-588)4213726-3 gnd rswk-swf Sensor-Array (DE-588)4213726-3 s DE-604 Liu, K. J. Ray 1961- Sonstige (DE-588)135610095 oth Digitalisierung UB Bayreuth application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017369311&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis Digitalisierung UB Bayreuth application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017369311&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Klappentext |
| spellingShingle | Haykin, Simon S. 1931- Handbook on array processing and sensor networks Sensor networks Antenna arrays Array processors Sensor-Array (DE-588)4213726-3 gnd |
| subject_GND | (DE-588)4213726-3 |
| title | Handbook on array processing and sensor networks |
| title_auth | Handbook on array processing and sensor networks |
| title_exact_search | Handbook on array processing and sensor networks |
| title_full | Handbook on array processing and sensor networks Simon Haykin ; K. J. Ray Liu |
| title_fullStr | Handbook on array processing and sensor networks Simon Haykin ; K. J. Ray Liu |
| title_full_unstemmed | Handbook on array processing and sensor networks Simon Haykin ; K. J. Ray Liu |
| title_short | Handbook on array processing and sensor networks |
| title_sort | handbook on array processing and sensor networks |
| topic | Sensor networks Antenna arrays Array processors Sensor-Array (DE-588)4213726-3 gnd |
| topic_facet | Sensor networks Antenna arrays Array processors Sensor-Array |
| url | http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017369311&sequence=000003&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=017369311&sequence=000004&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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