Title :
A space-mapping interpolating surrogate algorithm for highly optimized EM-based design of microwave devices
Author :
Bandler, W. ; Hailu, Daniel M. ; Madsen, Kaj ; Pedersen, Frank
Author_Institution :
Dept. of Electr. & Comput. Eng., McMaster Univ., Hamilton, Ont., Canada
Abstract :
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.
Keywords :
CAD; Jacobian matrices; impedance convertors; interpolation; linear programming; microwave filters; minimax techniques; waveguide filters; CAD; H-plane waveguide filter design; HFSS electromagnetic simulations; Hald-Madsen algorithm; Jacobian estimation; capacitively loaded impedance transformer; highly optimized EM; microwave device design; minimax optimization algorithm; sequential linear programming; space mapping interpolating surrogate algorithm; surrogate matching; Algorithm design and analysis; Design optimization; Electromagnetic waveguides; Filters; Frequency estimation; Impedance; Linear programming; Microwave devices; Minimax techniques; Samarium; 65; CAD; Computer-aided design; OSM; SM; algorithms; electromagnetics; filter design; interpolating surrogate; microwave modeling; optimization; output space mapping; space mapping; surrogate modeling;
Journal_Title :
Microwave Theory and Techniques, IEEE Transactions on
DOI :
10.1109/TMTT.2004.837197