Support Vector Machines for Antenna Array Processing and Electromagnetics / by Manel Martínez-Ramón, Christos Christodoulou.

Format:

Book

Author/Creator:

Martínez-Ramón, Manel., Author.

Christodoulou, Christos, Author.

Series:

Synthesis Lectures on Computational Electromagnetics, 1932-1716

Language:

English

Subjects (All):

Engineering.

Electrical engineering.

Telecommunication.

Technology and Engineering.

Electrical and Electronic Engineering.

Microwaves, RF Engineering and Optical Communications.

Local Subjects:

Technology and Engineering.

Electrical and Electronic Engineering.

Microwaves, RF Engineering and Optical Communications.

Physical Description:

1 online resource (IX, 110 p.)

Edition:

1st ed. 2006.

Place of Publication:

Cham : Springer International Publishing : Imprint: Springer, 2006.

Summary:

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.

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.

ISBN:

9783031016929

3031016920