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

Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR) PDF Author: David Blacknell
Publisher: IET
ISBN: 1849196850
Category : Technology & Engineering
Languages : en
Pages : 279

Book Description
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. Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR) captures material presented in the NATO SET-172 lecture series to provide an overview of the state-of-the-art and continuing challenges of radar target recognition. Topics covered include the problem as applied to the ground, air and maritime domains; the impact of image quality on the overall target recognition performance; the performance of different approaches to the classifier algorithm; the improvement in performance to be gained when a target can be viewed from more than one perspective; the impact of compressive sensing; advances in change detection; and challenges and directions for future research. Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR) 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, and is essential reading for academic, industrial and military radar researchers, students and engineers worldwide.

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

Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR) PDF Author: David Blacknell
Publisher: IET
ISBN: 1849196850
Category : Technology & Engineering
Languages : en
Pages : 279

Book Description
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. Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR) captures material presented in the NATO SET-172 lecture series to provide an overview of the state-of-the-art and continuing challenges of radar target recognition. Topics covered include the problem as applied to the ground, air and maritime domains; the impact of image quality on the overall target recognition performance; the performance of different approaches to the classifier algorithm; the improvement in performance to be gained when a target can be viewed from more than one perspective; the impact of compressive sensing; advances in change detection; and challenges and directions for future research. Radar Automatic Target Recognition (ATR) and Non-Cooperative Target Recognition (NCTR) 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, and is essential reading for academic, industrial and military radar researchers, students and engineers worldwide.

Physics of Automatic Target Recognition

Physics of Automatic Target Recognition PDF Author: Firooz Sadjadi
Publisher: Springer Science & Business Media
ISBN: 0387369430
Category : Science
Languages : en
Pages : 250

Book Description
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.

Automatic Target Recognition

Automatic Target Recognition PDF Author: Bruce Jay Schachter
Publisher:
ISBN: 9781510618565
Category : Algorithms
Languages : en
Pages :

Book Description
"This third edition of Automatic Target Recognition provides a roadmap for breakthrough ATR designs with increased intelligence, performance, and autonomy. Clear distinctions are made between military problems and comparable commercial Deep Learning problems. These considerations need to be understood by ATR engineers working in the defense industry as well as by their government customers. A reference design is provided for a next-generation ATR that can continuously learn from and adapt to its environment. The convergence of diverse forms of data on a single platform supports new capabilities and improved performance. This third edition broadens the notion of ATR to multisensor fusion. Radical continuous-learning ATR architectures, better integration of data sources, well-packaged sensors, and low-power teraflop chips will enable transformative military designs"--

Deep Learning for Radar and Communications Automatic Target Recognition

Deep Learning for Radar and Communications Automatic Target Recognition PDF Author: Uttam K. Majumder
Publisher: Artech House
ISBN: 1630816396
Category : Technology & Engineering
Languages : en
Pages : 290

Book Description
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.

Automatic Target Recognition

Automatic Target Recognition PDF Author:
Publisher:
ISBN:
Category : Image processing
Languages : en
Pages :

Book Description


Automatic Target Recognition

Automatic Target Recognition PDF Author: Bir Bhanu
Publisher:
ISBN:
Category :
Languages : en
Pages : 216

Book Description


Automatic Target Recognition

Automatic Target Recognition PDF Author:
Publisher:
ISBN:
Category : Image processing
Languages : en
Pages : 356

Book Description


Automatic Object Recognition

Automatic Object Recognition PDF Author: Hatem N. Nasr
Publisher: Society of Photo Optical
ISBN:
Category : Technology & Engineering
Languages : en
Pages : 244

Book Description


Automatic Target Recognition XX.

Automatic Target Recognition XX. PDF Author:
Publisher:
ISBN:
Category :
Languages : en
Pages : 15406

Book Description


Automatic Target Recognition XXIV.

Automatic Target Recognition XXIV. PDF Author:
Publisher:
ISBN:
Category :
Languages : en
Pages :

Book Description