A space-mapping interpolating surrogate algorithm for highly optimized EM-based design of microwave devices

被引:37
作者
Bandler, JW [1 ]
Hailu, DM
Madsen, K
Pedersen, F
机构
[1] McMaster Univ, Dept Elect & Comp Engn, Simulat Optimizat Syst Res Lab, Hamilton, ON L8S 4K1, Canada
[2] Bandler Corp, Dundas, ON L9H 5E7, Canada
[3] Tech Univ Denmark, Dept Informat & Math Modelling, DK-2800 Lyngby, Denmark
关键词
computer-aided design (CAD) algorithms; electromagnetics; filter design; interpolating surrogate; microwave modeling; optimization; output space mapping (OSM); space mapping (SM); surrogate modeling;
D O I
10.1109/TMTT.2004.837197
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
We justify and elaborate in detail on a powerful new optimization algorithm that combines space mapping (SM) with a novel output SM. In a handful of fine-model evaluations, it delivers for the first time the accuracy expected from classical direct optimization using sequential linear programming. Our new method employs a space-mapping-based interpolating surrogate (SMIS) framework that aims at locally matching the surrogate with the fine model. Accuracy and convergence properties are demonstrated using a seven-section capacitively loaded impedance transformer. In comparing our algorithm with major minimax optimization algorithms, the SMIS algorithm yields the same minimax solution within an error of 10(-15) as the Hald-Madsen algorithm. A highly optimized six-section H-plane waveguide filter design emerges after only four HFSS electromagnetic simulations, excluding necessary Jacobian estimations, using our algorithm with sparse frequency sweeps.
引用
收藏
页码:2593 / 2600
页数:8
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