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
Link To Document :
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