Support Vector Machines for Antenna Array Processing and Electromagnetics

Support Vector Machines (SVM) were introduced in the early 90's as a novel nonlinear solution for classification and regression tasks. These techniques have been proved to have superior performances in a large variety of real world applications due to their generalization abilities and robustness against noise and interferences. This book introduces a set of novel techniques based on SVM that are applied to antenna array processing and electromagnetics. In particular, it introduces methods for linear and nonlinear beamforming and parameter design for arrays and electromagnetic applications.

List of contents

Introduction.- Linear Support Vector Machines.- Nonlinear Support Vector Machines.- Advanced Topics.- Support Vector Machines for Beamforming.- Determination of Angle of Arrival.- Other Applications in Electromagnetics.

Product details

• Authors: Christos Christodoulou, Manel Martínez-Ramón
• Publisher: Springer, Berlin
• Original title: Support Vector Machines for Antenna Array Processing and Electromagnetics
• Languages: English
• Product format: Paperback / Softback
• Released: 01.01.2007
• EAN: 9783031005640
• ISBN: 978-3-0-3100564-0
• No. of pages: 110
• Dimensions: 191 mm x 7 mm x 235 mm
• Illustrations: IX, 110 p.
• Series: Synthesis Lectures on Computational Electromagnetics
• Subject: Natural sciences, medicine, IT, technology > Technology > Miscellaneous