Multi-Objective Design of Antennas Using Variable-Fidelity Simulations and Surrogate Models

被引:154
作者
Koziel, Slawomir [1 ]
Ogurtsov, Stanislav [1 ]
机构
[1] Reykjavik Univ, Sch Sci & Engn, Engn Optimizat & Modeling Ctr, Reykjavik, Iceland
关键词
Antenna design; computer-aided design (CAD); evolutionary algorithms; multi-objective optimization; surrogate models; PARTICLE SWARM OPTIMIZATION; QUASI-YAGI ANTENNA; GENETIC ALGORITHM;
D O I
10.1109/TAP.2013.2283599
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
080906 [电磁信息功能材料与结构]; 082806 [农业信息与电气工程];
摘要
A computationally-efficient procedure for multi-objective design of antenna structures is presented. Our approach exploits the multi-objective evolutionary algorithm (MOEA) working with a fast antenna surrogate model obtained with kriging interpolation of coarse-discretization simulation data. Response correction techniques are subsequently applied to refine the designs obtained by MOEA. Our methodology allows us to obtain-at a low computational cost-a set of designs corresponding to various trade-offs between the antenna size and the refection coefficient. Two illustration examples are considered: (i) an UWB monocone with two objectives being reduction of the antenna size and minimization of the antenna reflection coefficient in the bandwidth of interest, and (ii) a planar Yagi antenna with the objectives being an increase of the end-fire gain and minimization of the reflection coefficient, both in the bandwidth of interest.
引用
收藏
页码:5931 / 5939
页数:9
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