DocumentCode
1434551
Title
A Real-Valued Parallel Clonal Selection Algorithm and Its Application to the Design Optimization of Multi-Layered Frequency Selective Surfaces
Author
Bayraktar, Zikri ; Bossard, Jeremy A. ; Wang, Xiande ; Werner, Douglas H.
Author_Institution
Dept. of Electr. Eng., Pennsylvania State Univ. (Penn State), University Park, PA, USA
Volume
60
Issue
4
fYear
2012
fDate
4/1/2012 12:00:00 AM
Firstpage
1831
Lastpage
1843
Abstract
A parallelized real-valued clonal selection algorithm (CLONALG) is successfully implemented in this paper utilizing message passing interface (MPI) to reduce the computational burden of a large clone pool. CLONALG is one of the many branches of Artificial Immune System (AIS) algorithms with unique inherent properties that make it a very efficient optimization techniques for multimodal problems such as the ones commonly encountered in computational electromagnetic design. As a demonstration of its effectiveness, a numerical study is carried out with known benchmark functions along with the optimization of multi-layered frequency selective surface (FSS) filters in the X-band. Our results show that the CLONALG can consistently outperform a standard GA implementation particularly in multi-modal optimization problems.
Keywords
application program interfaces; artificial immune systems; computational electromagnetics; frequency selective surfaces; genetic algorithms; message passing; AIS algorithm; GA implementation; MPI; X-band; artificial immune system algorithm; benchmark function; computational electromagnetic design; message passing interface; multilayered FSS filter; multilayered frequency selective surface filter; multimodal optimization problem; parallelized real-valued CLONALG; parallelized real-valued clonal selection algorithm; Biological cells; Cloning; Electromagnetics; Frequency selective surfaces; Genetic algorithms; Immune system; Optimization; Clonal selection algorithm (CLONALG); frequency selective surface (FSS); genetic algorithm; multi-modal; optimization;
fLanguage
English
Journal_Title
Antennas and Propagation, IEEE Transactions on
Publisher
ieee
ISSN
0018-926X
Type
jour
DOI
10.1109/TAP.2012.2186241
Filename
6142052
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