Title :
Local response surface approximations and variable-fidelity electromagnetic simulations for computationally efficient microwave design optimisation
Author :
Koziel, Slawomir ; Ogurtsov, Stanislav ; Szczepanski, S.
Author_Institution :
Eng. Optimization & Modeling Center, Reykjavik Univ., Reykjavík, Iceland
Abstract :
In this study, the authors propose a robust and computationally efficient algorithm for simulation-driven design optimisation of microwave structures. Our technique exploits variable-fidelity electromagnetic models of the structure under consideration. The low-fidelity model is optimised using its local response surface approximation surrogates. The high-fidelity model is refined by space mapping with polynomial interpolation of the low-fidelity model data used as an underlying coarse model. Our algorithm is carefully developed to minimise the number of evaluations of both the low- and high-fidelity model in the optimisation process. The operation and efficiency of the approach is demonstrated through design of a microstrip filter, a double-ring antenna and an ultra-wideband monopole antenna. A comparison with other design approaches, including the direct high-fidelity model optimisation, is also presented.
Keywords :
computational electromagnetics; interpolation; microstrip filters; microwave antennas; microwave filters; monopole antennas; optimisation; polynomial approximation; ultra wideband antennas; computationally efficient microwave design optimisation process; direct high-fidelity model optimisation; double-ring antenna; local response surface approximation surrogates; low-fidelity model data; microstrip filter design; microwave structures; polynomial interpolation; simulation-driven design optimisation; space mapping; ultra-wideband monopole antenna; variable-fidelity electromagnetic simulations;
Journal_Title :
Microwaves, Antennas & Propagation, IET
DOI :
10.1049/iet-map.2011.0293