Rapid multi-objective design optimisation of compact microwave couplers by means of physics-based surrogates

被引:11
|
作者
Koziel, Slawomir [1 ]
Bekasiewicz, Adrian [1 ]
Kurgan, Piotr [2 ]
Bandler, John W. [3 ]
机构
[1] Reykjavik Univ, Sch Sci & Engn, Engn Optimizat & Modeling Ctr, Menntavegur 1, IS-101 Reykjavik, Iceland
[2] Gdansk Univ Technol, Fac Elect Telecommun & Informat, PL-80233 Gdansk, Poland
[3] McMaster Univ, Dept Elect & Comp Engn, Hamilton, ON L8S 4K1, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
ARTIFICIAL TRANSMISSION-LINES; ANTENNA DESIGN; ELECTROMAGNETIC SIMULATIONS; MODELS; CIRCUITS; CELLS;
D O I
10.1049/iet-map.2015.0279
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The authors introduce a methodology for fast multi-objective design optimisation of miniaturised microwave couplers. The approach exploits the surrogate-based optimisation paradigm with an underlying low-fidelity model constructed from an equivalent circuit of the structure under consideration, corrected through implicit and frequency space mapping. A fast prediction tool obtained this way is subsequently optimised by a multi-objective evolutionary algorithm to identify an initial approximation of the Pareto front, that is, a set of designs representing the best possible trade-offs between conflicting objectives. The correction/optimisation of the surrogate is then iterated by design space confinement and segmentation based on a Pareto set representation obtained thus far in the process. This aims at improving the surrogate model accuracy in the vicinity of the Pareto-optimal solutions. The technique is demonstrated by two design examples of compact rat-race couplers. Experimental validation is also provided.
引用
收藏
页码:479 / 486
页数:8
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