25 Best Books on Adaptive Signal Processing

We have compiled a list of the Best Reference Books on Adaptive Signal Processing, which are used by students of top universities, and colleges. This will help you choose the right book depending on if you are a beginner or an expert. Here is the complete list of Adaptive Signal Processing Books with their authors, publishers, and an unbiased review of them as well as links to the Amazon website to directly purchase them. If permissible, you can also download the free PDF books on Adaptive Signal Processing below.

1. Adaptive Signal Processing

 
1."Adaptive Filter Theory" by S Haykin
Book Review: The book extensively covers the concepts and algorithms of adaptive filter theory. The fundamental principles of discrete time signal processing are covered, followed by a comprehensive exploration of adaptive filters. The book also covers the basics of Wiener filters, as well as the intricacies of the least mean square and recursive least square algorithms. In addition, nonlinear adaptive filters are also discussed. The book provides a series of experiments that effectively demonstrate the applications and theory of LMS and RLS algorithms. The book is most appropriate for graduate students studying adaptive signal processing.

Buy-this-Book (India) Buy-this-book (US)
 
2."Adaptive Signal Processing" by B Widrow and S D Stearns
“Adaptive Signal Processing” Book Review: This book provides a comprehensive treatment of the fundamental principles of adaptive signal processing. It commences with an introduction to adaptive systems and adaptive linear combiners, followed by a thorough examination of adaptation theory in stationary signals. The book also covers Z-transform, LMS algorithms, adaptive lattice filters, and various other adaptive algorithms and structures. The final section is dedicated to a detailed overview of applications in the field, such as adaptive modeling, system identification, inverse adaptive modeling, deconvolution and equalization, adaptive control systems, adaptive interference cancellation, adaptive arrays, adaptive beamforming, and analysis of adaptive beamformers. The book includes numerous examples and worked-out problems. Prior knowledge of probability statistics, linear algebra, random processes, and digital signal processing is a prerequisite.

Buy-this-Book (India) Buy-this-book (US)
 
3."Adaptive Signal Processing: Next Generation Solutions" by Tülay Adali and Simon Haykin
“Adaptive Signal Processing: Next Generation Solutions” Book Review: This book introduces a series of algorithms that emphasize applications and theoretical advancements that yield expected results. The focus is on the next generation of algorithms that yield these desired outcomes, with a particular emphasis on important applications and theoretical advancements. The book addresses the issue of optimization in the complex domain, providing a complete framework that harnesses the full potential of complex-valued processing. It covers a range of topics, such as Turbo processing, tracking in the subspace domain, nonlinear sequential state estimation, and speech-bandwidth extension. The book first tackles the optimization problem in the complex domain and then develops a framework that is based on complex-valued processing. The book subsequently delves into multi-channel processing challenges and complex-valued signals. It also covers concepts like turbo processing, subspace domain, nonlinear sequential state estimation, and speech bandwidth extension. This book is a valuable resource for students and researchers working in the fields of signal processing, sonar, and biomedical engineering.

Buy-this-Book (India) Buy-this-book (US)
 
4."Adaptive Signal Processing: Theory and Applications" by Alexander Thomas S Alexander
“Adaptive Signal Processing: Theory and Applications” Book Review: This book offers a thorough explanation of adaptive filters and their applications. The book provides a comprehensive examination of the mathematical principles that underpin adaptive signal processing, with the aim of serving as a bridge between the open literature in professional journals and the graduate classroom and research environment, where fundamental principles are often more significant. The book aims to bridge the gap between the theoretical and practical aspects of adaptive signal processing. It provides a concise yet comprehensive understanding of the underlying mathematical principles of adaptive signal processing. The book also delves into the numerous applications of adaptive filters as standard components in telephony, data communications, signal detection and tracking systems, with an in-depth discussion of each. Moreover, the book highlights the widespread consumer acceptance and future potential for research in this field.

Buy-this-Book (India) Buy-this-book (US)
 
5."Advances in Network and Acoustic Echo Cancellation" by J. Benesty, D. R. Morgan, S. L. Gay, M. M. Sondhi, T. Gansler
“Advances in Network and Acoustic Echo Cancellation” Book Review: This book offers a comprehensive treatment of the numerical aspects of optimization algorithms in network and acoustic echo cancellation, as well as their practical implementations. It includes a detailed discussion of algorithms that have improved convergence speed and computational efficiency, multi-channel capability, and enhanced detection of double-talk from near-end speech. The book also covers the applications of adaptive filtering in development, research, and production systems. Those who are interested in improving the echo cancellation performance of next-generation telecommunication systems can refer to this book as a valuable resource.

Buy-this-Book (India) Buy-this-book (US)
 
6."Adaptive Processing of Brain Signals" by Saeid Sanei
“Adaptive Processing of Brain Signals” Book Review: This book is a significant contribution to the field of adaptive learning and processing, as it delves into the analysis of brain signals. The book covers constrained nonlinear signal processing techniques that incorporate sparsity, non-stationarity, multimodal data, and multiway methods to detect, estimate, and separate diagnostic cues from different modality neuroimaging systems in detail. Additionally, the book discusses EEG and MEG signals and their correlation to their corresponding fMRI. It also examines brain dynamics for their ability to assess mental fatigue, brain-computer interfacing emotions, and various other brain activities. Moreover, the book highlights the potential for future research in multimodal and multiway adaptive processing of brain signals.

advertisement
advertisement
Buy-this-Book (India) Buy-this-book (US)
 
7."Adaptive Control of Systems with Actuator and Sensor Nonlinearities" by Petar V Kokotovic Kokotovic Tao Gang Tao
“Adaptive Control of Systems with Actuator and Sensor Nonlinearities” Book Review: This book provides proven techniques to enhance the accuracy of different system components and control hard nonlinearities in commonly used control systems in both continuous-time and discrete-time designs. It covers linear part input and output points and explains hysteresis, dead-zone, and backlash models along with their inverses using examples and diagrams to illustrate the improvement in system performance. The book systematically analyzes the model reference adaptive control theory, actuator and sensor nonlinearities, adaptive inverse design, and implementation. It also discusses various applications in the fields of consumer electronics, piezo-positioners, satellite antennas, and industrial automation. This book caters to researchers, practicing engineers, and graduate students from the fields of electrical, mechanical, chemical, aeronautical, and computer engineering.

Buy-this-Book (India) Buy-this-book (US)
 
8."Adaptive Signal Processing in Wireless Communications" by Ibnkahla Mohamed
“Adaptive Signal Processing in Wireless Communications” Book Review: The research of international experts is showcased in this book, which examines the adaptive techniques utilized at the physical layer of the wireless protocol stack. The book covers fundamental topics that are critical for both current and future generations of wireless communication systems. These include adaptive channel modeling, adaptive modulation and coding, adaptive multiple-input-multiple-output (MIMO) systems, identification and equalization, and cooperative diversity. In addition, the book provides a comprehensive survey of reconfigurable processing, hardware implementation, and cognitive radio.

Buy-this-Book (India) Buy-this-book (US)
 
9."Adaptive Signal Processing" by Davisson Longo
“Adaptive Signal Processing” Book Review: This book is divided into four chapters, each addressing different issues such as autoregressive spectral estimation and adaptive source coding. The first chapter, contributed by T.C. Butash and L.D. Davisson, presents the performance of an adaptive linear predictor with and without the Gaussian assumption through a series of theorems. In chapter two, H.V. Poor examines high-speed Levinson modeling, including the robust predictor and the approximate conditional mean nonlinear predictor, for designing signal predictors under non-classical operating conditions. W. Wax explains the fundamental techniques for detecting, localizing, and beamforming multiple narrowband sources using passive sensor arrays in the third chapter. The final chapter, by A. Gersho, delves into some of the significant ideas underlying modern algorithms.

Buy-this-Book (India) Buy-this-book (US)
 
10."Adaptive Radar Signal Processing: Toward the Development of Cognitive Radar" by Simon Haykin
“Adaptive Radar Signal Processing” Book Review: This book discusses the author’s research on the design of adaptive radar systems and its impact on remote sensing and defense-related signal processing. The first part of the book covers radar spectral analysis, estimation of received signal spectrum, low-angle tracking problem, and the multi-taper method. The second part focuses on dynamic models of radar returns in a marine environment, various modeling approaches for generating sea clutter dynamics, and a Bayesian framework for detecting and tracking targets in the presence of sea clutter. The book also includes the original sources of the research. It is a valuable resource for engineers working on radar systems.

Buy-this-Book (India) Buy-this-book (US)


2. Adaptive and Array Signal Processing

 
1."Methods of Signal Processing for Adaptive Antenna Arrays" by Larysa Titarenko and Alexander Barkalov
“Methods of Signal Processing for Adaptive Antenna Arrays” Book Review: This book is aimed at professionals, students, and PhD students in the field of telecommunications. Its focus is on developing effective algorithms for adaptive spatial signal processing (ASSP) with parameters that are not precisely known. Both probabilistic and deterministic approaches are covered for synthesizing robust ASSP algorithms. The book is a comprehensive monograph on the development of ASSP and its importance in telecommunications and radio links, as well as its potential for improving radio communications. It includes problems with solutions that can be used to create Banach space operators.

Buy-this-Book (India) Buy-this-book (US)
 
2."Fundamentals of Adaptive Signal Processing (Signals and Communication Technology)" by Aurelio Uncini
“Fundamentals of Adaptive Signal Processing (Signals and Communication Technology)” Book Review: This book offers a comprehensive approach by combining theory with practical examples in the development of circuit structures for a wide range of applications. It includes discussions on multimodal and multimedia communications, the biological and biomedical fields, economic models, environmental sciences, acoustics, telecommunications, remote sensing, and monitoring. Moreover, the book covers the modeling and prediction of complex physical phenomena, which provides a solid foundation for designing and implementing robust algorithms relevant to a variety of application scenarios. The text also provides tools for evaluating the performance of these algorithms for specific applications. This book is an excellent resource for researchers, students, and practitioners interested in developing and implementing algorithms for complex applications.

Buy-this-Book (India) Buy-this-book (US)
 
3."Statistical and Adaptive Signal Processing: Spectral Estimation, Signal Modeling, Adaptive Filtering and Array Processing" by Dimitris G Manolakis and Vinay K Ingle
“Statistical and Adaptive Signal Processing: This book is designed for electrical engineers seeking a statistical and practical understanding of adaptive signal processing. The authors, experts in industry and academia, cover spectral estimation, signal modeling, and adaptive filtering. The book offers a wealth of examples, problems, and experiments, along with Matlab functions for added convenience. With 3,000 equations and 300 illustrations, this book provides a comprehensive resource for engineers seeking to enhance their adaptive signal processing skills.

advertisement
Buy-this-Book (India) Buy-this-book (US)
 
4."Academic Press Library in Signal Processing: Array and Statistical Signal Processing" by Sergios Theodoridis and Rama Chellappa
“Academic Press Library in Signal Processing: Array and Statistical Signal Processing” Book Review: This book is an in-depth review of the latest advances in array and statistical signal processing. The book covers essential topics such as detection and estimation, array processing, and statistical signal processing, as well as emerging areas such as compressed sensing, machine learning, and deep learning. Additionally, it includes a comprehensive discussion of applications in radar, sonar, wireless communication, and biomedical signal processing. This book is a valuable resource for researchers and graduate students seeking to expand their knowledge of array and statistical signal processing.

Buy-this-Book (India) Buy-this-book (US)
 
5."Handbook on Array Processing and Sensor Networks" by Simon Haykin and K J Ray Liu
“Handbook on Array Processing and Sensor Networks” Book Review: The book consists of a series of tutorial articles covering various principles and their applications. Topics such as wavelets, spatial spectrum estimation, MIMO radio propagation, and robustness issues in sensor array processing are discussed. It also includes discussions on wireless communications and sensing in multipath environments using multi-antenna transceivers, as well as implicit training and array processing for digital communications systems. The book further covers the unitary design of radar waveform diversity sets and several other important topics. This resource is suitable for researchers, professors, and graduate students looking to expand their knowledge on these subjects.

Buy-this-Book (India) Buy-this-book (US)
 
6."Adaptive Array Antenna for Mobile and Satellite Communication" by Mainak Mukhopadhyay
“Adaptive Array Antenna for Mobile and Satellite Communication” Book Review: The book focuses on spatial filtering methods that employ advanced antenna techniques and adaptive or smart antennas, which enable the exploitation of the spatial dimension. The utilization of this technique as a hybrid multiple access technique is discussed, which complements traditional techniques like FDMA, TDMA, and CDMA.

Buy-this-Book (India) Buy-this-book (US)
 
7."Adaptive Filters: Theory and Applications" by Behrouz Farhang–Boroujeny
“Adaptive Filters: Theory and Applications” Book Review: This book provides a theoretical overview of adaptive signal processing with new topics such as transform domain and frequency domain. It covers subband adaptive filters and acoustic echo cancellation with active noise control. The book includes detailed descriptions of applications and is accompanied by exercises and computer simulation problems. Additionally, a new companion website is included, which hosts the MATLAB simulation program.

Buy-this-Book (India) Buy-this-book (US)
 
8."Parallel Processing on VLSI Arrays" by Josef A Nossek
“Parallel Processing on VLSI Arrays” Book Review: This book is a compilation of eight articles that were selected for publication in the Journal of VLSI Signal Processing. These articles were presented at the International Symposium on Circuits and Systems and cover a wide range of topics related to circuit and system design. The book is divided into three sections, each addressing specific requirements and restrictions in architectural and circuit design. The first section focuses on the simulation of continuous physical systems, while the second section discusses systolic architectures for implementing regular and irregular algorithms using VLSI technology. The third section presents the basic ideas of using Maxwell’s equations in circuit and system design.

advertisement
Buy-this-Book (India) Buy-this-book (US)
 
9."Uniform Concentric Circular and Spherical Arrays with Frequency Invariant Characteristics" by Haihua Chen
“Uniform Concentric Circular and Spherical Arrays with Frequency Invariant Characteristics” Book Review: This book provides a comprehensive overview of uniform concentric circular and spherical arrays. The book covers topics such as the theory of uniform concentric circular and spherical arrays, design principles, and performance analysis. It also includes discussions on frequency invariance characteristics and their applications in antenna engineering. This book is a valuable resource for engineers and researchers interested in the design and application of concentric circular and spherical arrays.

Buy-this-Book (India) Buy-this-book (US)


3. Adaptive Systems and Signal Processing

 
1."Independent Component Analysis (Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control)" by Erkki Oja and Juha Karhunen
“Independent Component Analysis (Adaptive and Cognitive Dynamic Systems: Signal Processing, Learning, Communications and Control)” Book Review: This book offers a thorough introduction to Independent Component Analysis (ICA), encompassing topics such as neural networks, advanced statistics and signal processing. It not only presents the fundamental mathematical background needed to comprehend and apply ICA, but also outlines important solutions and algorithms. In addition to providing an overview of the basics of ICA, the book also covers new applications in telecommunications, image processing, audio signal processing and more. The book is structured into four sections which delve into the general mathematical concepts utilized, the basic ICA model and its solution, various extensions of the basic ICA model, and real-world applications for ICA models.

Buy-this-Book (India) Buy-this-book (US)
 
2."Signal Processing for Intelligent Sensor Systems with MATLAB" by David C Swanson
“Signal Processing for Intelligent Sensor Systems with MATLAB” Book Review: The aim of this book is to provide essential knowledge for designing and utilizing sensors. It covers fundamental concepts of digital signal processing, frequency domain processing, adaptive system identification, and filtering. Additionally, it focuses on wavenumber sensor systems and their signal processing applications. The book retains key algorithms, development methodologies, and application examples to help readers better understand the material.

Buy-this-Book (India) Buy-this-book (US)
 
3."Digital Signal Processing: With Selected Topics: Adaptive Systems, Time-frequency Analysis, Sparse Signal Processing" by Prof Ljubisa Stankovic
“Digital Signal Processing: With Selected Topics: Adaptive Systems, Time-frequency Analysis, Sparse Signal Processing” Book Review: This book covers a broad range of topics in signal processing, starting with the basics of continuous-time signals and systems and advancing to more advanced concepts such as adaptive systems, time-frequency analysis, and sparse signal processing. Each topic is accompanied by simple examples and explanations, even for the most complex methods and algorithms. The book is divided into three parts, with the first providing an overview and the second covering the basic principles of digital signal processing. This section includes a discussion of discrete-time signals, transforms, and properties, as well as the essential relationship between continuous-time and discrete-time signals. The third chapter delves into the discrete Fourier transform and its applications to signal to process, using numerous illustrations and examples. The final section of the book covers selected topics in digital signal processing. Throughout the book, the theory is presented in a clear and accessible way, with the necessary mathematical rigor.

Buy-this-Book (India) Buy-this-book (US)
 
4."Robust and Adaptive Control: With Aerospace Applications (Advanced Textbooks in Control and Signal Processing)" by Eugene Lavretsky and Kevin Wise
“Robust and Adaptive Control: With Aerospace Applications (Advanced Textbooks in Control and Signal Processing)” Book Review: The primary objective of this book is to develop reliable and accurate controllers that can function effectively in the presence of uncertainties and unforeseen events in continuous-dynamical systems. The book is divided into three parts. The first part focuses on robust and optimal linear control methods. The second part provides a self-contained presentation of the design and analysis of model reference adaptive control (MRAC) for nonlinear uncertain dynamical systems. The final part covers recent extensions and modifications to the MRAC design. The book contains detailed background material, realistic examples, case studies, and simulation data, along with problem solutions for instructors and MATLAB code at the end of each chapter. The theoretical content and practical applications address real-life aerospace problems. This book is suitable for senior undergraduate and graduate students who wish to learn how to construct stable and reliable control algorithms for realistic industrial applications.

Buy-this-Book (India) Buy-this-book (US)
 
5."Stabilization and Regulation of Nonlinear Systems (Advanced Textbooks in Control and Signal Processing)" by Zhiyong Chen and Jie Huang
“Stabilization and Regulation of Nonlinear Systems (Advanced Textbooks in Control and Signal Processing)” Book Review: The aim of this book is to present a comprehensive and organized study of the stabilization and output regulation problems in the context of nonlinear systems. It encompasses both basic concepts and recent research advancements, along with numerous numerical and practical examples. The book offers up-to-date guidance on the key design issues of nonlinear control and provides a rich set of exercises to facilitate learning. Additionally, instructors can access solutions to the exercises via a download from springerextras.com. Overall, this book is an excellent resource for those seeking a systematic and self-contained treatment of nonlinear control theory.

Buy-this-Book (India) Buy-this-book (US)
 
6."Nonlinear and Adaptive Control Design" by Miroslav Krstic and Ioannis Kanellakopoulos
“Nonlinear and Adaptive Control Design” Book Review: The primary focus of this book is on adaptive nonlinear control outcomes that are introduced with a novel recursive design technique, adaptive backstepping. It details the fundamental tools for nonadaptive backstepping design that employs state and output feedback. The book employs a pedagogical approach and provides comprehensive proofs and practical examples. Furthermore, it delves into the relatively uncharted territory of nonlinear systems that feature uncertainties.

Buy-this-Book (India) Buy-this-book (US)
We have put a lot of effort into researching the best books on Adaptive Signal Processing and came out with a recommended list and their reviews. If any more book needs to be added to this list, please email us. We are working on free pdf downloads for books on Adaptive Signal Processing and will publish the download link here. Fill out this Adaptive Signal Processing books pdf download" request form for download notification.

advertisement
advertisement
Subscribe to our Newsletters (Subject-wise). Participate in the Sanfoundry Certification contest to get free Certificate of Merit. Join our social networks below and stay updated with latest contests, videos, internships and jobs!

Youtube | Telegram | LinkedIn | Instagram | Facebook | Twitter | Pinterest
Manish Bhojasia - Founder & CTO at Sanfoundry
Manish Bhojasia, a technology veteran with 20+ years @ Cisco & Wipro, is Founder and CTO at Sanfoundry. He lives in Bangalore, and focuses on development of Linux Kernel, SAN Technologies, Advanced C, Data Structures & Alogrithms. Stay connected with him at LinkedIn.

Subscribe to his free Masterclasses at Youtube & discussions at Telegram SanfoundryClasses.