Deep Learning for Radar and Communications Automatic Target Recognition

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Deep Learning for Radar and Communications Automatic Target Recognition is written by Uttam K. Majumder and published by Artech House. It's available with International Standard Book Number or ISBN identification 1630816396 (ISBN 10) and 9781630816391 (ISBN 13).

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.