DocumentCode
1201070
Title
Evolutionary Programming in Electromagnetic Optimization: A Review
Author
Hoorfar, Ahmad
Author_Institution
Dept. of Electr. & Comput. Eng., Villanova Univ., PA
Volume
55
Issue
3
fYear
2007
fDate
3/1/2007 12:00:00 AM
Firstpage
523
Lastpage
537
Abstract
In this paper, we review recent advances in evolutionary programming (EP) and its implementation in various antenna, microwave, frequency selective surfaces and RF circuit optimization problems. EP, unlike the other two paradigms of evolutionary computational techniques, namely, genetic algorithms (GA) and evolution strategies (ES), uses a mutation only variation operator where adaptive and/or self-adaptive techniques exist, or can easily be designed, for adapting the parameters of mutation operator during the evolution process. We present the so-called meta-EP and design of its mutation operator, using Gaussian, Cauchy and Poisson mutations as well as a hybrid of these mutations, for continuous, discrete and mixed parameter electromagnetic optimization problems. In addition, an efficient hybrid use of EP, gradient search methods and cluster analysis, as well as a novel hybrid EP-GA algorithm are discussed. Examples presented include optimizations of corrugated horn antennas, multilayered stacked microstrip antennas, Yagi-Uda arrays, partially reflective surfaces, dielectric filters, meander-line polarizer and RF duplexers
Keywords
Gaussian processes; computational electromagnetics; genetic algorithms; gradient methods; Cauchy mutation operator; EP-GA algorithm; Gaussian operator; Poisson operator; cluster analysis; electromagnetic optimization; evolutionary programming; genetic algorithm; gradient search method; Algorithm design and analysis; Frequency selective surfaces; Genetic mutations; Genetic programming; Horn antennas; Microstrip antenna arrays; Microstrip antennas; Microwave antennas; Radio frequency; Reflector antennas; Conical horn antennas; RF duplexers; Yagi array; dielectric filters; evolutionary programming (EP); frequency selected surfaces (FSS); genetic algorithms (GAs); meander-line polarizer; microstrip antennas; optimization methods;
fLanguage
English
Journal_Title
Antennas and Propagation, IEEE Transactions on
Publisher
ieee
ISSN
0018-926X
Type
jour
DOI
10.1109/TAP.2007.891306
Filename
4120264
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