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Machine Learning Applications in Electromagnetics and Antenna Array Processing

Download or Read eBook Machine Learning Applications in Electromagnetics and Antenna Array Processing PDF written by Manel Martínez-Ramón and published by Artech House. This book was released on 2021-04-30 with total page 436 pages. Available in PDF, EPUB and Kindle.
Machine Learning Applications in Electromagnetics and Antenna Array Processing
Author :
Publisher : Artech House
Total Pages : 436
Release :
ISBN-10 : 9781630817763
ISBN-13 : 1630817767
Rating : 4/5 (63 Downloads)

Book Synopsis Machine Learning Applications in Electromagnetics and Antenna Array Processing by : Manel Martínez-Ramón

Book excerpt: This practical resource provides an overview of machine learning (ML) approaches as applied to electromagnetics and antenna array processing. Detailed coverage of the main trends in ML, including uniform and random array processing (beamforming and detection of angle of arrival), antenna optimization, wave propagation, remote sensing, radar, and other aspects of electromagnetic design are explored. An introduction to machine learning principles and the most common machine learning architectures and algorithms used today in electromagnetics and other applications is presented, including basic neural networks, gaussian processes, support vector machines, kernel methods, deep learning, convolutional neural networks, and generative adversarial networks. Applications in electromagnetics and antenna array processing that are solved using machine learning are discussed, including antennas, remote sensing, and target classification.


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