Automatic Target Recognition Using Doppler Information

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Deep Learning for Radar and Communications Automatic Target Recognition

Author : Uttam K. Majumder
Publisher : Artech House
ISBN 13 : 1630816396
Total Pages : 290 pages
Book Rating : 4.6/5 (38 download)

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Book Synopsis Deep Learning for Radar and Communications Automatic Target Recognition by : Uttam K. Majumder

Download or read book Deep Learning for Radar and Communications Automatic Target Recognition written by Uttam K. Majumder and published by Artech House. This book was released on 2020-07-31 with total page 290 pages. Available in PDF, EPUB and Kindle. Book excerpt: This authoritative resource presents a comprehensive illustration of modern Artificial Intelligence / Machine Learning (AI/ML) technology for radio frequency (RF) data exploitation. It identifies technical challenges, benefits, and directions of deep learning (DL) based object classification using radar data, including synthetic aperture radar (SAR) and high range resolution (HRR) radar. The performance of AI/ML algorithms is provided from an overview of machine learning (ML) theory that includes history, background primer, and examples. Radar data issues of collection, application, and examples for SAR/HRR data and communication signals analysis are discussed. In addition, this book presents practical considerations of deploying such techniques, including performance evaluation, energy-efficient computing, and the future unresolved issues.

Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR)

Author : David Blacknell
Publisher : IET
ISBN 13 : 1849196850
Total Pages : 292 pages
Book Rating : 4.8/5 (491 download)

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Book Synopsis Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR) by : David Blacknell

Download or read book Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR) written by David Blacknell and published by IET. This book was released on 2013-08-23 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: Radar Automatic Target Recognition (ATR) and NonCooperative Target Recognition (NCTR) captures material presented by leading international experts at a NATO lecture series and explores both the fundamentals of classification techniques applied to data from a variety of radar modes and selected advanced techniques at the forefront of research. The ability to detect and locate targets by day or night, over wide areas, regardless of weather conditions has long made radar a key sensor in many military and civil applications. However, the ability to automatically and reliably distinguish different targets represents a difficult challenge, although steady progress has been made over the past couple of decades. This book explores both the fundamentals of classification techniques applied to data from a variety of radar modes and selected advanced techniques at the forefront of research. Topics include: the problem as applied to the ground, air and maritime domains; impact of image quality on the overall target recognition performance; performance of different approaches to the classifier algorithm; improvement in performance to be gained when a target can be viewed from more than one perspective; ways in which natural systems perform target recognition; impact of compressive sensing; advances in change detection, including coherent change detection; and challenges and directions for future research.

Physics of Automatic Target Recognition

Author : Firooz Sadjadi
Publisher : Springer Science & Business Media
ISBN 13 : 0387369430
Total Pages : 269 pages
Book Rating : 4.3/5 (873 download)

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Book Synopsis Physics of Automatic Target Recognition by : Firooz Sadjadi

Download or read book Physics of Automatic Target Recognition written by Firooz Sadjadi and published by Springer Science & Business Media. This book was released on 2007-09-04 with total page 269 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book examines the roles of sensors, physics–based attributes, classification methods, and performance evaluation in automatic target recognition. It details target classification from small mine–like objects to large tactical vehicles. Also explored in the book are invariants of sensor and transmission transformations, which are crucial in the development of low latency and computationally manageable automatic target recognition systems.

Deep Neural Network Design for Radar Applications

Author : Sevgi Zubeyde Gurbuz
Publisher : SciTech Publishing
ISBN 13 : 1785618520
Total Pages : 419 pages
Book Rating : 4.7/5 (856 download)

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Book Synopsis Deep Neural Network Design for Radar Applications by : Sevgi Zubeyde Gurbuz

Download or read book Deep Neural Network Design for Radar Applications written by Sevgi Zubeyde Gurbuz and published by SciTech Publishing. This book was released on 2020-12-31 with total page 419 pages. Available in PDF, EPUB and Kindle. Book excerpt: Novel deep learning approaches are achieving state-of-the-art accuracy in the area of radar target recognition, enabling applications beyond the scope of human-level performance. This book provides an introduction to the unique aspects of machine learning for radar signal processing that any scientist or engineer seeking to apply these technologies ought to be aware of.

Automatic Detection and Radar Data Processing

Author : D. Curtis Schleher
Publisher : Artech House Publishers
ISBN 13 :
Total Pages : 666 pages
Book Rating : 4.0/5 ( download)

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Book Synopsis Automatic Detection and Radar Data Processing by : D. Curtis Schleher

Download or read book Automatic Detection and Radar Data Processing written by D. Curtis Schleher and published by Artech House Publishers. This book was released on 1980 with total page 666 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Radar Micro-Doppler Signatures

Author : Victor C. Chen
Publisher : IET
ISBN 13 : 1849197164
Total Pages : 407 pages
Book Rating : 4.8/5 (491 download)

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Book Synopsis Radar Micro-Doppler Signatures by : Victor C. Chen

Download or read book Radar Micro-Doppler Signatures written by Victor C. Chen and published by IET. This book was released on 2014-05-30 with total page 407 pages. Available in PDF, EPUB and Kindle. Book excerpt: There is a growing interest in how to use radar micro-Doppler signatures in real world applications. This book introduces basic concepts, principles, and theoretical analysis on the micro-Doppler effect in radar and pulls together the latest research on the processing and application of radar micro-Doppler signatures. Its goal is to provide readers with a working knowledge on various applications of radar micro-Doppler signatures. It reviews the current progress, challenges, and perspectives on radar micro-Doppler research and introduces research on bi-static/multi-static micro-Doppler signatures, decomposition of micro-Doppler signatures, through-wall radar micro-Doppler signatures and ultrasound micro-Doppler signature studies. Most chapters deal with applications of radar micro-Doppler signatures, including detection, tracking and discrimination of vehicles and dismounts, identifying human movement based on radar micro-Doppler signatures, detection and tracking small boats in the sea, detection and discrimination complex motion of missile warheads, discrimination of animals and the detection and tracking of birds. Supplementary material can be found at the IET's ebook page

Micro-Doppler Characteristics of Radar Targets

Author : Qun Zhang
Publisher : Elsevier
ISBN 13 : 012809883X
Total Pages : 226 pages
Book Rating : 4.1/5 (28 download)

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Book Synopsis Micro-Doppler Characteristics of Radar Targets by : Qun Zhang

Download or read book Micro-Doppler Characteristics of Radar Targets written by Qun Zhang and published by Elsevier. This book was released on 2016-10-31 with total page 226 pages. Available in PDF, EPUB and Kindle. Book excerpt: Micro-Doppler Characteristics of Radar Targets is a monograph on radar target's micro-Doppler effect theory and micro-Doppler feature extraction techniques. The micro-Doppler effect is presented from two aspects, including micro-Doppler effect analysis and micro-Doppler feature extraction, with micro-Doppler effects induced by different micro-motional targets in different radar systems analyzed and several methods of micro-Doppler feature extraction and three-dimensional micro-motion feature reconstruction presented. The main contents of this book include micro-Doppler effect in narrowband radar, micro-Doppler effect in wideband radar, micro-Doppler effect in bistatic radar, micro-Doppler feature analysis and extraction, and three-dimensional micro-motion feature reconstruction, etc. This book can be used as a reference for scientific and technical personnel engaged in radar signal processing and automatic target recognition, etc. It is especially suitable for beginners who are interested in research on micro-Doppler effect in radar. - Presents new views on micro-Doppler effects, analyzing and discussing micro-Doppler effect in wideband radar rather than focusing on narrowband - Provides several new methods for micro-Doppler feature extraction which are very helpful and practical for readers - Includes practical cases that align with main MATLAB codes in each chapter, with detailed program annotations

Neural Information Processing

Author : Bao-Liang Lu
Publisher : Springer
ISBN 13 : 3642249582
Total Pages : 799 pages
Book Rating : 4.6/5 (422 download)

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Book Synopsis Neural Information Processing by : Bao-Liang Lu

Download or read book Neural Information Processing written by Bao-Liang Lu and published by Springer. This book was released on 2011-11-12 with total page 799 pages. Available in PDF, EPUB and Kindle. Book excerpt: The three volume set LNCS 7062, LNCS 7063, and LNCS 7064 constitutes the proceedings of the 18th International Conference on Neural Information Processing, ICONIP 2011, held in Shanghai, China, in November 2011. The 262 regular session papers presented were carefully reviewed and selected from numerous submissions. The papers of part I are organized in topical sections on perception, emotion and development, bioinformatics, biologically inspired vision and recognition, bio-medical data analysis, brain signal processing, brain-computer interfaces, brain-like systems, brain-realistic models for learning, memory and embodied cognition, Clifford algebraic neural networks, combining multiple learners, computational advances in bioinformatics, and computational-intelligent human computer interaction. The second volume is structured in topical sections on cybersecurity and data mining workshop, data mining and knowledge doscovery, evolutionary design and optimisation, graphical models, human-originated data analysis and implementation, information retrieval, integrating multiple nature-inspired approaches, Kernel methods and support vector machines, and learning and memory. The third volume contains all the contributions connected with multi-agent systems, natural language processing and intelligent Web information processing, neural encoding and decoding, neural network models, neuromorphic hardware and implementations, object recognition, visual perception modelling, and advances in computational intelligence methods based pattern recognition.

Application of Intelligent Systems in Multi-modal Information Analytics

Author : Vijayan Sugumaran
Publisher : Springer Nature
ISBN 13 : 3030515567
Total Pages : 870 pages
Book Rating : 4.0/5 (35 download)

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Book Synopsis Application of Intelligent Systems in Multi-modal Information Analytics by : Vijayan Sugumaran

Download or read book Application of Intelligent Systems in Multi-modal Information Analytics written by Vijayan Sugumaran and published by Springer Nature. This book was released on 2020-07-20 with total page 870 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the proceedings of the 2020 International Conference on Intelligent Systems Applications in Multi-modal Information Analytics, held in Changzhou, China, on June 18–19, 2020. It provides comprehensive coverage of the latest advances and trends in information technology, science and engineering. It addresses a number of broad themes, including data mining, multi-modal informatics, agent-based and multi-agent systems for health and education informatics, which inspire the development of intelligent information technologies. The contributions cover a wide range of topics such as AI applications and innovations in health and education informatics; data and knowledge management; multi-modal application management; and web/social media mining for multi-modal informatics. Outlining promising future research directions, the book is a valuable resource for students, researchers and professionals, and a useful reference guide for newcomers to the field.

Bispectral Methods of Signal Processing

Author : Alexander V. Totsky
Publisher : Walter de Gruyter GmbH & Co KG
ISBN 13 : 3110368889
Total Pages : 210 pages
Book Rating : 4.1/5 (13 download)

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Book Synopsis Bispectral Methods of Signal Processing by : Alexander V. Totsky

Download or read book Bispectral Methods of Signal Processing written by Alexander V. Totsky and published by Walter de Gruyter GmbH & Co KG. This book was released on 2014-12-11 with total page 210 pages. Available in PDF, EPUB and Kindle. Book excerpt: By studying applications in radar, telecommunications and digital image restoration, this monograph discusses signal processing techniques based on bispectral methods. Improved robustness against different forms of noise as well as preservation of phase information render this method a valuable alternative to common power-spectrum analysis used in radar object recognition, digital wireless communications, and jitter removal in images.

Synthetic Aperture Radar (SAR) Data Applications

Author : Maciej Rysz
Publisher : Springer Nature
ISBN 13 : 3031212258
Total Pages : 282 pages
Book Rating : 4.0/5 (312 download)

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Book Synopsis Synthetic Aperture Radar (SAR) Data Applications by : Maciej Rysz

Download or read book Synthetic Aperture Radar (SAR) Data Applications written by Maciej Rysz and published by Springer Nature. This book was released on 2023-01-18 with total page 282 pages. Available in PDF, EPUB and Kindle. Book excerpt: This carefully curated volume presents an in-depth, state-of-the-art discussion on many applications of Synthetic Aperture Radar (SAR). Integrating interdisciplinary sciences, the book features novel ideas, quantitative methods, and research results, promising to advance computational practices and technologies within the academic and industrial communities. SAR applications employ diverse and often complex computational methods rooted in machine learning, estimation, statistical learning, inversion models, and empirical models. Current and emerging applications of SAR data for earth observation, object detection and recognition, change detection, navigation, and interference mitigation are highlighted. Cutting edge methods, with particular emphasis on machine learning, are included. Contemporary deep learning models in object detection and recognition in SAR imagery with corresponding feature extraction and training schemes are considered. State-of-the-art neural network architectures in SAR-aided navigation are compared and discussed further. Advanced empirical and machine learning models in retrieving land and ocean information — wind, wave, soil conditions, among others, are also included.

Soft Computing and Signal Processing

Author : V. Sivakumar Reddy
Publisher : Springer Nature
ISBN 13 : 9811524750
Total Pages : 753 pages
Book Rating : 4.8/5 (115 download)

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Book Synopsis Soft Computing and Signal Processing by : V. Sivakumar Reddy

Download or read book Soft Computing and Signal Processing written by V. Sivakumar Reddy and published by Springer Nature. This book was released on 2020-03-13 with total page 753 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents selected research papers on current developments in the fields of soft computing and signal processing from the Second International Conference on Soft Computing and Signal Processing (ICSCSP 2019). The respective contributions address topics such as soft sets, rough sets, fuzzy logic, neural networks, genetic algorithms and machine learning, and discuss various aspects of these topics, e.g. technological considerations, product implementation, and application issues.

Knowledge Based Radar Detection, Tracking and Classification

Author : Fulvio Gini
Publisher : Wiley-Interscience
ISBN 13 :
Total Pages : 292 pages
Book Rating : 4.F/5 ( download)

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Book Synopsis Knowledge Based Radar Detection, Tracking and Classification by : Fulvio Gini

Download or read book Knowledge Based Radar Detection, Tracking and Classification written by Fulvio Gini and published by Wiley-Interscience. This book was released on 2008-05-19 with total page 292 pages. Available in PDF, EPUB and Kindle. Book excerpt: Discover the technology for the next generation of radar systems Here is the first book that brings together the key concepts essential for the application of Knowledge Based Systems (KBS) to radar detection, tracking, classification, and scheduling. The book highlights the latest advances in both KBS and radar signal and data processing, presenting a range of perspectives and innovative results that have set the stage for the next generation of adaptive radar systems. The book begins with a chapter introducing the concept of Knowledge Based (KB) radar. The remaining nine chapters focus on current developments and recent applications of KB concepts to specific radar functions. Among the key topics explored are: Fundamentals of relevant KB techniques KB solutions as they apply to the general radar problem KBS applications for the constant false-alarm rate processor KB control for space-time adaptive processing KB techniques applied to existing radar systems Integrated end-to-end radar signals Data processing with overarching KB control All chapters are self-contained, enabling readers to focus on those topics of greatest interest. Each one begins with introductory remarks, moves on to detailed discussions and analysis, and ends with a list of references. Throughout the presentation, the authors offer examples of how KBS works and how it can dramatically improve radar performance and capability. Moreover, the authors forecast the impact of KB technology on future systems, including important civilian, military, and homeland defense applications. With chapters contributed by leading international researchers and pioneers in the field, this text is recommended for both students and professionals in radar and sonar detection, tracking, and classification and radar resource management.

Automatic Target Recognition

Author : Fouad Sabry
Publisher : One Billion Knowledgeable
ISBN 13 :
Total Pages : 193 pages
Book Rating : 4.:/5 (661 download)

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Book Synopsis Automatic Target Recognition by : Fouad Sabry

Download or read book Automatic Target Recognition written by Fouad Sabry and published by One Billion Knowledgeable. This book was released on 2024-05-04 with total page 193 pages. Available in PDF, EPUB and Kindle. Book excerpt: What is Automatic Target Recognition The capacity of an algorithm or device to recognize targets or other objects based on data acquired from sensors is referred to as automatic target recognition, an abbreviation for these capabilities. How you will benefit (I) Insights, and validations about the following topics: Chapter 1: Automatic Target Recognition Chapter 2: Computer Vision Chapter 3: Radar Chapter 4: Doppler Radar Chapter 5: Synthetic-aperture Radar Chapter 6: Imaging Radar Chapter 7: Beamforming Chapter 8: Pulse-Doppler Radar Chapter 9: Passive Radar Chapter 10: Inverse Synthetic-aperture Radar (II) Answering the public top questions about automatic target recognition. (III) Real world examples for the usage of automatic target recognition in many fields. Who this book is for Professionals, undergraduate and graduate students, enthusiasts, hobbyists, and those who want to go beyond basic knowledge or information for any kind of Automatic Target Recognition.

Radar Signal Processing and Its Applications

Author : Jian Li
Publisher : Springer
ISBN 13 : 1475763425
Total Pages : 273 pages
Book Rating : 4.4/5 (757 download)

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Book Synopsis Radar Signal Processing and Its Applications by : Jian Li

Download or read book Radar Signal Processing and Its Applications written by Jian Li and published by Springer. This book was released on 2013-12-21 with total page 273 pages. Available in PDF, EPUB and Kindle. Book excerpt: Radar Signal Processing and Its Applications brings together in one place important contributions and up-to-date research results in this fast-moving area. In twelve selected chapters, it describes the latest advances in architectures, design methods, and applications of radar signal processing. The contributors to this work were selected from the leading researchers and practitioners in the field. This work, originally published as Volume 14, Numbers 1-3 of the journal, Multidimensional Systems and Signal Processing, will be valuable to anyone working or researching in the field of radar signal processing. It serves as an excellent reference, providing insight into some of the most challenging issues being examined today.

IoT as a Service

Author : Bo Li
Publisher : Springer Nature
ISBN 13 : 3030447510
Total Pages : 654 pages
Book Rating : 4.0/5 (34 download)

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Book Synopsis IoT as a Service by : Bo Li

Download or read book IoT as a Service written by Bo Li and published by Springer Nature. This book was released on 2020-03-31 with total page 654 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed post-conference proceedings of the Fifth International Conference on IoT as a Service, IoTaaS 2019, which took place in Xi’an, China, in November 2019. The 54 revised full papers were carefully reviewed and selected from 106 submissions. The papers contribute to the discussion on the challenges posed by Internet of Things (Io). The two technical tracks and three workshops deal in detail: Networking and Communications Technologies for IoT, IoT as a service, International Workshop on Edge Intelligence and Computing for IoT Communications and Applications, International Workshop on Wireless Automated Networking for Internet of Things, and International Workshop on Ubiquitous Services Transmission for Internet of Things.

Radar for Indoor Monitoring

Author : Moeness Amin
Publisher : CRC Press
ISBN 13 : 1351651382
Total Pages : 424 pages
Book Rating : 4.3/5 (516 download)

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Book Synopsis Radar for Indoor Monitoring by : Moeness Amin

Download or read book Radar for Indoor Monitoring written by Moeness Amin and published by CRC Press. This book was released on 2017-09-14 with total page 424 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book aims to capture recent advances and breakthroughs in in-home radar monitoring of human motions and activities. It addresses three key attributes of radar for in-door human monitoring, namely: motion classification including fall, detection of vital signs, and categorization of human gait for risk assessment and progression of physical impairments and disabilities. It explores recent developments in radar technology for human monitoring inside homes and residences. The reader will learn enhanced detection and classification techniques of radar signals associated with human micro- and macro-motions. Furthermore, the book includes examples using real data collected from healthy individuals, patients, and retirement communities based on the subject Doppler and range information, and using different single and multi-antenna radar system configurations. Results are also presented using modeled data based on biomechanics and kinematics. Indoor monitoring is further demonstrated using alternative technologies of infrared sensors and RF signals of opportunities.