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Deep Learning for Radar and Communications Automatic Target Recognition
Uttam K. Majumder
Erik P. Blasch
David A. Garren
出版
Artech House
, 2020-07-31
主題
Technology & Engineering / Mobile & Wireless Communications
Technology & Engineering / Radar
ISBN
1630816396
9781630816391
URL
http://books.google.com.hk/books?id=jawCEAAAQBAJ&hl=&source=gbs_api
EBook
SAMPLE
註釋
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.