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Deep Learning for Radar and Communications Automatic Target Recognition
Deep Learning for Radar and Communications Automatic Target Recognition
Uttam K. Majumder, Erik P. Blasch and David A. Garren Artech House 2020
Print ISBN: 9781630816377 $179
July 31, 2020 -- Norwood, MA -- Artech House today announced the release of Artech
House today announced the release
Deep Learning for Radar and Communications Automatic Target Recognition
by Uttam K. Majumder, Erik P. Blasch and David A. Garren. This exciting resource
identifies technical challenges, benefits, and directions of Deep Learning (DL)
based object classification using radar data (i.e., Synthetic Aperture Radar/SAR
and High range resolution Radar / HRR data). An overview of machine learning (ML)
theory to include a history, background primer, and example and performance of ML
algorithm (i.e., DL method) on video imagery is provided. Radar data with issues
of collection, application, and examples for SAR/HRR data and communication signals
analysis is also discussed. Practical considerations of deploying such techniques,
including performance evaluation, hardware issues, and the future unresolved issues
are presented.
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.
Deep Learning for Radar and Communications Automatic Target Recognition
is available now from Artech House, a leading publisher of books for professionals
in high-technology industries.
Contact:
Artech House Order Department 685 Canton Street Norwood, MA 02062
Phone: (781) 769-9750, ext. 4030 FAX: (781) 769-6334 E-Mail:
artech@artechhouse.com Internet: us.artechhouse.com
Posted August 4, 2020
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