Deep Learning for Radar and Communications Automatic Target Recognition
eBook - PDF

Deep Learning for Radar and Communications Automatic Target Recognition

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  1. 290 pages
  2. English
  3. PDF
  4. Available on iOS & Android
eBook - PDF

Deep Learning for Radar and Communications Automatic Target Recognition

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About this book

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.

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Table of contents

  1. Deep Learning for Radar and Communications Automatic Target Recognition