Deep Learning for Radar and Communications Automatic Target Recognition

Released on by Uttam K. Majumder
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  • Deep Learning for Radar and Communications Automatic Target Recognition Book Detail

  • Author : Uttam K. Majumder
  • Release Date : 2020-07-31
  • Publisher : Artech House
  • Genre : Technology & Engineering
  • Pages : 290
  • ISBN 13 : 1630816396
  • File Size : 19,19 MB
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Deep Learning for Radar and Communications Automatic Target Recognition by Uttam K. Majumder PDF Summary

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.

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Multicore Computing

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Every area of science and engineering today has to process voluminous data sets. Using exact, or even approximate, algorithms to solve intractable problems in c