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Home > Science & Nature > Science & Nature General & Other > Electromagnetism > Genetic Algorithms in Electromagnetics

Genetic Algorithms in Electromagnetics

by Haupt, Randy L. / Werner, Douglas H.
 
 
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Genetic Algorithms in Electromagnetics
A thorough and insightful introduction to using genetic algorithms to optimize electromagnetic systems

Genetic Algorithms in Electromagnetics focuses on optimizing the objective function when a computer algorithm, analytical model, or experimental result describes the performance of an electromagnetic system. It offers expert guidance to optimizing electromagnetic systems using genetic algorithms (GA), which have proven to be tenacious in finding optimal results where traditional techniques fail.

Genetic Algorithms in Electromagnetics begins with an introduction to optimization and several commonly used numerical optimization routines, and goes on to feature:

  • Introductions to GA in both binary and continuous variable forms, complete with examples of MATLAB(r) commands
  • Two step-by-step examples of optimizing antenna arrays as well as a comprehensive overview of applications of GA to antenna array design problems
  • Coverage of GA as an adaptive algorithm, including adaptive and smart arrays as well as adaptive reflectors and crossed dipoles
  • Explanations of the optimization of several different wire antennas, starting with the famous "crooked monopole"
  • How to optimize horn, reflector, and microstrip patch antennas, which require significantly more computing power than wire antennas
  • Coverage of GA optimization of scattering, including scattering from frequency selective surfaces and electromagnetic band gap materials
  • Ideas on operator and parameter selection for a GA
  • Detailed explanations of particle swarm optimization and multiple objective optimization
  • An appendix of MATLAB code for experimentation


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Title of ebook: Genetic Algorithms in Electromagnetics
ISBN: 9780470106273
parent-ISBN: 9780471488897
Publisher: Wiley-IEEE Press
Internet download file size: 12414 kb
Pages: 301
Published: 03-2007
Released online for download: 03-31-2007
Author of eBook: Haupt, Randy L.
Author of eBook: Werner, Douglas H.
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Genetic Algorithms in Electromagnetics


Chapter One

Introduction to Optimization in Electromagnetics

As in other areas of engineering and science, research efforts in electromagnetics have concentrated on finding a solution to an integral or differential equation with boundary conditions. An example is calculating the radar cross section (RCS) of an airplane. First, the problem is formulated for the size, shape, and material properties associated with the airplane. Next, an appropriate mathematical description that exactly or approximately models the airplane and electromagnetic waves is applied. Finally, numerical methods are used for the solution. One problem has one solution. Finding such a solution has proved quite difficult, even with powerful computers.

Designing the aircraft with the lowest RCS over a given frequency range is an example of an optimization problem. Rather than finding ... read full excerpt from Genetic Algorithms in Electromagnetics ebook



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