Title :
Expedited multi-objective design optimization of miniaturized microwave structures using physics-based surrogates
Author :
Koziel, Slawomir ; Bekasiewicz, Adrian ; Kurgan, Piotr ; Bandler, John W.
Author_Institution :
Fac. of Electron., Telecommun. & Inform, Gdansk Univ. of Technol., Gdansk, Poland
Abstract :
In this paper, a methodology for fast multi-objective design optimization of compact microwave circuits is presented. Our approach exploits an equivalent circuit model of the structure under consideration, corrected through implicit and frequency space mapping, then optimized by a multi-objective evolutionary algorithm. The correction/optimization of the surrogate is iterated by design space confinement and segmentation based on a Pareto set representation obtained thus far in the process, aiming at improving the surrogate model in the vicinity of the Pareto-optimal solutions. Our technique is demonstrated by the design of a folded rat-race coupler.
Keywords :
Pareto optimisation; coupled circuits; equivalent circuits; evolutionary computation; microwave integrated circuits; Pareto set representation; Pareto-optimal solutions; compact microwave circuits; equivalent circuit; expedited multiobjective design optimization; folded rat-race coupler; frequency space mapping; implicit space mapping; iterated surrogate; miniaturized microwave structures; multiobjective evolutionary; physics-based surrogates; space confinement; space segmentation; Microwave communication; Scattering parameters; Upper bound; Wireless communication; Compact microwave circuits; EM-driven design; multi-objective design; space mapping; surrogate modeling;
Conference_Titel :
Microwave Symposium (IMS), 2015 IEEE MTT-S International
Conference_Location :
Phoenix, AZ
DOI :
10.1109/MWSYM.2015.7166738