Title :
EM-driven multi-objective optimization of antenna structures in multi-dimensional design spaces
Author :
Koziel, Slawomir ; Ogurtsov, Stanislav ; Bekasiewicz, Adrian ; Zieniutycz, W.
Author_Institution :
Eng. Optimization & Modeling Center, Reykjavik Univ., Reykjavik, Iceland
Abstract :
Feasible multi-objective optimization of antenna structures is presented. An initial set of Pareto optimal solutions is found using a multi-objective evolutionary algorithm (MOEA) working with a fast surrogate antenna model obtained by kriging interpolation of coarse-discretization EM simulation data. To make the surrogate construction computationally feasible in multi-dimensional design space, the space subset containing nondominated solutions is identified beforehand using a novel Pareto-ranking based algorithm. The designs obtained by MOEA are subsequently obtained through response correction techniques. Our approach is demonstrated using a planar Yagi antenna.
Keywords :
Pareto optimisation; Yagi antenna arrays; evolutionary computation; planar antennas; EM driven multiobjective optimization; Pareto optimal solutions; antenna structures; coarse discretization EM simulation data; fast surrogate antenna model; kriging interpolation; multidimensional design spaces; multiobjective evolutionary algorithm; planar Yagi antenna; response correction techniques; space subset; Algorithm design and analysis; Educational institutions; Optimization; Radio frequency; Reflection; Reflector antennas; EM-driven design; Multi-objective optimization; antenna design; design space reduction; surrogate modeling;
Conference_Titel :
Antennas and Propagation Society International Symposium (APSURSI), 2014 IEEE
Conference_Location :
Memphis, TN
Print_ISBN :
978-1-4799-3538-3
DOI :
10.1109/APS.2014.6905303