Adaptive Detection And Parameter Estimation For Multidimensional Signal Models

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Adaptive Detection for Multichannel Signals in Non-Ideal Environments

Author : Zeyu Wang
Publisher : CRC Press
ISBN 13 : 1040030424
Total Pages : 195 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis Adaptive Detection for Multichannel Signals in Non-Ideal Environments by : Zeyu Wang

Download or read book Adaptive Detection for Multichannel Signals in Non-Ideal Environments written by Zeyu Wang and published by CRC Press. This book was released on 2024-06-14 with total page 195 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book systematically presents adaptive multichannel signal detection in three types of non-ideal environments, including sample-starved scenarios, signal mismatch scenarios, and noise plus subspace interference environments. The authors provide definitions of key concepts, detailed derivations of adaptive multichannel signal detectors, and specific examples for each non-ideal environment. In addition, the possible future trend of adaptive detection methods is discussed, as well as two further research points – namely, the adaptive detection algorithms based on information geometry, and the hybrid approaches that combine adaptive detection algorithms with machine learning algorithms. The book will be of interest to researchers, advanced undergraduates, and graduate students in sonar, radar signal processing, and communications engineering.

Advances in Adaptive Radar Detection and Range Estimation

Author : Chengpeng Hao
Publisher : Springer Nature
ISBN 13 : 9811663998
Total Pages : 226 pages
Book Rating : 4.8/5 (116 download)

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Book Synopsis Advances in Adaptive Radar Detection and Range Estimation by : Chengpeng Hao

Download or read book Advances in Adaptive Radar Detection and Range Estimation written by Chengpeng Hao and published by Springer Nature. This book was released on 2021-12-03 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides a comprehensive and systematic framework for the design of adaptive architectures, which take advantage of the available a priori information to enhance the detection performance. Moreover, this framework also provides guidelines to develop decision schemes capable of estimating the target position within the range bin. To this end, the readers are driven step-by-step towards those aspects that have to be accounted for at the design stage, starting from the exploitation of system and/or environment information up to the use of target energy leakage (energy spillover), which allows inferring on the target position within the range cell under test.In addition to design issues, this book presents an extensive number of illustrative examples based upon both simulated and real-recorded data. Moreover, the performance analysis is enriched by considerations about the trade-off between performances and computational requirements.Finally, this book could be a valuable resource for PhD students, researchers, professors, and, more generally, engineers working on statistical signal processing and its applications to radar systems.

Adaptive Radar Detection: Model-Based, Data-Driven and Hybrid Approaches

Author : Angelo Coluccia
Publisher : Artech House
ISBN 13 : 1630819018
Total Pages : 235 pages
Book Rating : 4.6/5 (38 download)

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Book Synopsis Adaptive Radar Detection: Model-Based, Data-Driven and Hybrid Approaches by : Angelo Coluccia

Download or read book Adaptive Radar Detection: Model-Based, Data-Driven and Hybrid Approaches written by Angelo Coluccia and published by Artech House. This book was released on 2022-11-30 with total page 235 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book shows you how to adopt data-driven techniques for the problem of radar detection, both per se and in combination with model-based approaches. In particular, the focus is on space-time adaptive target detection against a background of interference consisting of clutter, possible jammers, and noise. It is a handy, concise reference for many classic (model-based) adaptive radar detection schemes as well as the most popular machine learning techniques (including deep neural networks) and helps you identify suitable data-driven approaches for radar detection and the main related issues. You’ll learn how data-driven tools relate to, and can be coupled or hybridized with, traditional adaptive detection statistics; understand fundamental concepts, schemes, and algorithms from statistical learning, classification, and neural networks domains. The book also walks you through how these concepts and schemes have been adapted for the problem of radar detection in the literature and provides you with a methodological guide for the design, illustrating different possible strategies. You’ll be equipped to develop a unified view, under which you can exploit the new possibilities of the data-driven approach even using simulated data. This book is an excellent resource for Radar professionals and industrial researchers, postgraduate students in electrical engineering and the academic community.

MIMO Radar Signal Processing

Author : Jian Li
Publisher : John Wiley & Sons
ISBN 13 : 047039143X
Total Pages : 468 pages
Book Rating : 4.4/5 (73 download)

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Book Synopsis MIMO Radar Signal Processing by : Jian Li

Download or read book MIMO Radar Signal Processing written by Jian Li and published by John Wiley & Sons. This book was released on 2008-10-10 with total page 468 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first book to present a systematic and coherent picture of MIMO radars Due to its potential to improve target detection and discrimination capability, Multiple-Input and Multiple-Output (MIMO) radar has generated significant attention and widespread interest in academia, industry, government labs, and funding agencies. This important new work fills the need for a comprehensive treatment of this emerging field. Edited and authored by leading researchers in the field of MIMO radar research, this book introduces recent developments in the area of MIMO radar to stimulate new concepts, theories, and applications of the topic, and to foster further cross-fertilization of ideas with MIMO communications. Topical coverage includes: Adaptive MIMO radar Beampattern analysis and optimization for MIMO radar MIMO radar for target detection, parameter estimation, tracking,association, and recognition MIMO radar prototypes and measurements Space-time codes for MIMO radar Statistical MIMO radar Waveform design for MIMO radar Written in an easy-to-follow tutorial style, MIMO Radar Signal Processing serves as an excellent course book for graduate students and a valuable reference for researchers in academia and industry.

High-Resolution and Robust Signal Processing

Author : Yingbo Hua
Publisher : CRC Press
ISBN 13 : 1351830570
Total Pages : 488 pages
Book Rating : 4.3/5 (518 download)

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Book Synopsis High-Resolution and Robust Signal Processing by : Yingbo Hua

Download or read book High-Resolution and Robust Signal Processing written by Yingbo Hua and published by CRC Press. This book was released on 2017-12-19 with total page 488 pages. Available in PDF, EPUB and Kindle. Book excerpt: High-Resolution and Robust Signal Processing describes key methodological and theoretical advances achieved in this domain over the last twenty years, placing emphasis on modern developments and recent research pursuits. Applications-grounded, this sophisticated resource links theoretical background with high-resolution methods used in wireless communications, brain signal analysis, and space-time radar signal processing. Chapter extras include theorem proofs, derivations, and computational shortcuts, as well as open problems, numerical measurement, and performance examples, and simulation results Sixteen illustrious field leaders invest High-Resolution and Robust Signal Processing with: in-depth reviews of parametric high-resolution estimation and detection techniques; robust array processing solutions for adaptive beam forming and high-resolution direction finding; Parafac techniques for high-resolution array processing and specific areas of application; high-resolution nonparametric methods and implementation tactics for spectral analysis; multidimensional high-resolution data models and discussion of R-D unitary ESPRIT with colored noise; multidimensional high-resolution parameter estimation techniques applicable to channel sounding; estimation procedures for high-resolution space-time radar signal processing using 2-D or 1-D/1-D models; and models and methods for EEG/MEG space-time dipole source estimation and sensory array design.

Scientific and Technical Aerospace Reports

Author :
Publisher :
ISBN 13 :
Total Pages : 704 pages
Book Rating : 4.:/5 (31 download)

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Book Synopsis Scientific and Technical Aerospace Reports by :

Download or read book Scientific and Technical Aerospace Reports written by and published by . This book was released on 1995 with total page 704 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Adaptive Detection of Multichannel Signals Exploiting Persymmetry

Author : Jun Liu
Publisher : CRC Press
ISBN 13 : 1000800733
Total Pages : 314 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Adaptive Detection of Multichannel Signals Exploiting Persymmetry by : Jun Liu

Download or read book Adaptive Detection of Multichannel Signals Exploiting Persymmetry written by Jun Liu and published by CRC Press. This book was released on 2022-12-20 with total page 314 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a systematic presentation of persymmetric adaptive detection, including detector derivations and the definition of key concepts, followed by detailed discussion relating to theoretical underpinnings, design methodology, design considerations, and techniques enabling its practical implementation. The received data for modern radar systems are usually multichannel, namely, vector-valued, or even matrix-valued. Multichannel signal detection in Gaussian backgrounds is a fundamental problem for radar applications. With an overarching focus on persymmetric adaptive detectors, this book presents the mathematical models and design principles necessary for analyzing the behavior of each kind of persymmetric adaptive detector. Building upon that, it also introduces new design approaches and techniques that will guide engineering students as well as radar engineers toward efficient detector solutions, especially in challenging sample-starved environments where training data are limited. This book will be of interest to students, scholars, and engineers in the field of signal processing. It will be especially useful for those who have a solid background in statistical signal processing, multivariate statistical analysis, matrix theory, and mathematical analysis.

Radar Array Processing

Author : Simon Haykin
Publisher : Springer Science & Business Media
ISBN 13 : 3642773478
Total Pages : 326 pages
Book Rating : 4.6/5 (427 download)

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Book Synopsis Radar Array Processing by : Simon Haykin

Download or read book Radar Array Processing written by Simon Haykin and published by Springer Science & Business Media. This book was released on 2013-03-08 with total page 326 pages. Available in PDF, EPUB and Kindle. Book excerpt: Radar Array Processing presents modern techniques and methods for processingradar signals received by an array of antenna elements. With the recent rapid growth of the technology of hardware for digital signal processing, itis now possible to apply this to radar signals and thus to enlist the full power of sophisticated computational algorithms. Topics covered in detail here include: super-resolution methods of array signal processing as applied to radar, adaptive beam forming for radar, and radar imaging. This book will be of interest to researchers and studentsin the radar community and also in related fields such as sonar, seismology, acoustics and radio astronomy.

Adaptive Target Detection in Radar Imaging

Author : Hyung Soo Kim
Publisher :
ISBN 13 :
Total Pages : 204 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Adaptive Target Detection in Radar Imaging by : Hyung Soo Kim

Download or read book Adaptive Target Detection in Radar Imaging written by Hyung Soo Kim and published by . This book was released on 2001 with total page 204 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Modern HF Signal Detection and Direction Finding

Author : Jay R. Sklar
Publisher : MIT Press
ISBN 13 : 0262038293
Total Pages : 369 pages
Book Rating : 4.2/5 (62 download)

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Book Synopsis Modern HF Signal Detection and Direction Finding by : Jay R. Sklar

Download or read book Modern HF Signal Detection and Direction Finding written by Jay R. Sklar and published by MIT Press. This book was released on 2018-09-25 with total page 369 pages. Available in PDF, EPUB and Kindle. Book excerpt: Detailed descriptions of detection, direction-finding, and signal-estimation methods, using consistent formalisms and notation, emphasizing HF antenna array sensing applications. Adaptive antenna array technology encompasses many powerful interference suppression approaches that exploit spatial differences among signals reaching a radio receiver system. Today, worldwide propagation phenomenology occurring in the High Frequency (HF) radio regime has made such interference common. In this book, Jay Sklar, a longtime researcher at MIT Lincoln Laboratory, presents detailed descriptions of detection, direction-finding, and signal-estimation methods applicable at HF, using consistent formalisms and notation. Modern electronic system technology has made many of these techniques affordable and practical; the goal of the book is to offer practicing engineers a comprehensive and self-contained reference that will encourage more widespread application of these approaches. The book is based on the author's thirty years of managing MIT Lincoln Laboratory work on the application of adaptive antenna array technologies to the sensing of HF communication signals. After an overview of HF propagation phenomenology, communication signal formats, and HF receiver architectural approaches, Sklar describes the HF propagation environment in more detail; introduces important modulation approaches and signaling protocols used at HF; discusses HF receiver system architectural features; and addresses signal processor architecture and its implementation. He then presents the technical foundation for the book: the vector model for a signal received at an adaptive array antenna. He follows this with discussions of actual signal processing techniques for detection and direction finding, including specific direction-finding algorithms; geolocation techniques; and signal estimation.

Digital Signal Processing Fundamentals

Author : Vijay Madisetti
Publisher : CRC Press
ISBN 13 : 1420046071
Total Pages : 904 pages
Book Rating : 4.4/5 (2 download)

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Book Synopsis Digital Signal Processing Fundamentals by : Vijay Madisetti

Download or read book Digital Signal Processing Fundamentals written by Vijay Madisetti and published by CRC Press. This book was released on 2017-12-19 with total page 904 pages. Available in PDF, EPUB and Kindle. Book excerpt: Now available in a three-volume set, this updated and expanded edition of the bestselling The Digital Signal Processing Handbook continues to provide the engineering community with authoritative coverage of the fundamental and specialized aspects of information-bearing signals in digital form. Encompassing essential background material, technical details, standards, and software, the second edition reflects cutting-edge information on signal processing algorithms and protocols related to speech, audio, multimedia, and video processing technology associated with standards ranging from WiMax to MP3 audio, low-power/high-performance DSPs, color image processing, and chips on video. Drawing on the experience of leading engineers, researchers, and scholars, the three-volume set contains 29 new chapters that address multimedia and Internet technologies, tomography, radar systems, architecture, standards, and future applications in speech, acoustics, video, radar, and telecommunications. Emphasizing theoretical concepts, Digital Signal Processing Fundamentals provides comprehensive coverage of the basic foundations of DSP and includes the following parts: Signals and Systems; Signal Representation and Quantization; Fourier Transforms; Digital Filtering; Statistical Signal Processing; Adaptive Filtering; Inverse Problems and Signal Reconstruction; and Time–Frequency and Multirate Signal Processing.

Subspace Based Adaptive Detection Using a Generalized Likelihood Ratio Test

Author : Keith Alan Burgess
Publisher :
ISBN 13 :
Total Pages : 450 pages
Book Rating : 4.:/5 (89 download)

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Book Synopsis Subspace Based Adaptive Detection Using a Generalized Likelihood Ratio Test by : Keith Alan Burgess

Download or read book Subspace Based Adaptive Detection Using a Generalized Likelihood Ratio Test written by Keith Alan Burgess and published by . This book was released on 1994 with total page 450 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Acoustics, Speech and Signal Processing

Author : IEEE Signal Processing Society
Publisher : Piscataway, NJ : Institute of Electrical and Electronics Engineers
ISBN 13 :
Total Pages : 652 pages
Book Rating : 4.:/5 (318 download)

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Book Synopsis Acoustics, Speech and Signal Processing by : IEEE Signal Processing Society

Download or read book Acoustics, Speech and Signal Processing written by IEEE Signal Processing Society and published by Piscataway, NJ : Institute of Electrical and Electronics Engineers. This book was released on 1994 with total page 652 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Adaptive Wireless Communications

Author : Daniel W. Bliss
Publisher : Cambridge University Press
ISBN 13 : 1107067731
Total Pages : 619 pages
Book Rating : 4.1/5 (7 download)

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Book Synopsis Adaptive Wireless Communications by : Daniel W. Bliss

Download or read book Adaptive Wireless Communications written by Daniel W. Bliss and published by Cambridge University Press. This book was released on 2013-05-09 with total page 619 pages. Available in PDF, EPUB and Kindle. Book excerpt: Adopting a balanced mix of theory, algorithms and practical design issues, this comprehensive volume explores cutting-edge applications in adaptive wireless communications and the implications these techniques have for future wireless network performance. Presenting practical concerns in the context of different strands from information theory, parameter estimation theory, array processing and wireless communication, the authors present a complete picture of the field. Topics covered include advanced multiple-antenna adaptive processing, ad hoc networking, MIMO, MAC protocols, space-time coding, cellular networks and cognitive radio, with the significance and effects of both internal and external interference a recurrent theme throughout. A broad, self-contained technical introduction to all the necessary mathematics, statistics, estimation theory and information theory is included, and topics are accompanied by a range of engaging end-of-chapter problems. With solutions available online, this is the perfect self-study resource for students of advanced wireless systems and wireless industry professionals.

Algorithms for Synthetic Aperture Radar Imagery

Author :
Publisher :
ISBN 13 :
Total Pages : 472 pages
Book Rating : 4.3/5 (91 download)

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Book Synopsis Algorithms for Synthetic Aperture Radar Imagery by :

Download or read book Algorithms for Synthetic Aperture Radar Imagery written by and published by . This book was released on 1995 with total page 472 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Algorithms for Synthetic Aperture Radar Imagery II

Author : Dominick A. Giglio
Publisher :
ISBN 13 :
Total Pages : 464 pages
Book Rating : 4.E/5 ( download)

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Book Synopsis Algorithms for Synthetic Aperture Radar Imagery II by : Dominick A. Giglio

Download or read book Algorithms for Synthetic Aperture Radar Imagery II written by Dominick A. Giglio and published by . This book was released on 1995 with total page 464 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Detection, Estimation, and Modulation Theory: Optimum array processing

Author : Harry L. Van Trees
Publisher :
ISBN 13 :
Total Pages : 1482 pages
Book Rating : 4.X/5 (4 download)

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Book Synopsis Detection, Estimation, and Modulation Theory: Optimum array processing by : Harry L. Van Trees

Download or read book Detection, Estimation, and Modulation Theory: Optimum array processing written by Harry L. Van Trees and published by . This book was released on 2001 with total page 1482 pages. Available in PDF, EPUB and Kindle. Book excerpt: * Well-known authority, Dr. Van Trees updates array signal processing for today's technology * This is the most up-to-date and thorough treatment of the subject available * Written in the same accessible style as Van Tree's earlier classics, this completely new work covers all modern applications of array signal processing, from biomedicine to wireless communications.