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
fDate :
4/1/2012 12:00:00 AM
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;
Journal_Title :
Antennas and Propagation, IEEE Transactions on
DOI :
10.1109/TAP.2012.2186241