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Deep Learning for Radio Frequency Automatic Target Recognition by Uttam K. Majumder, Erik P. Blasch, David Garren

Deep Learning for Radio Frequency Automatic Target Recognition

by Uttam K. Majumder , Erik P. Blasch , David Garren
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Book cover type: Hardcover
  • ISBN13: 9781630816377
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: Artech House Publishers
  • Publisher Imprint: Artech House Publishers
  • Publication Date:
  • Pages: 294
  • Original Price: USD 144.0
  • Language: English
  • Edition: Unabridged ed
  • Item Weight: 840 grams
  • BISAC Subject(s): Agriculture / General

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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