Title :
Robust surrogate-based optimisation of planar metamaterial structures
Author_Institution :
Sch. of Electr. Electron. & Commun. Eng., Univ. Coll. Dublin, Dublin, Ireland
Abstract :
In this paper, we presented a novel and efficient automated implementation of an ASM synthesis approach for planar metamaterial structures. Satisfactory results are achieved using our implementation after only a few fine model evaluations, eliminating the computational expense of direct optimisation of the high-fidelity full-wave EM model. At the core of this approach is a quasi-Newton model-trust region optimisation algorithm that provide the robustness required to implement an ASM process by combining the global convergence properties of steepestdescent and the fast local convergence of quasi-Newton´s methods.
Keywords :
Newton method; convergence of numerical methods; electromagnetic wave propagation; gradient methods; metamaterials; optimisation; ASM synthesis; global convergence; high-fidelity full-wave EM model; planar metamaterial structures; quasiNewton model-trust region optimisation algorithm; steepest-descent property; surrogate-based optimisation; Approximation methods; Computational modeling; Linear programming; Mathematical model; Microwave circuits; Optimization;
Conference_Titel :
Wireless Information Technology and Systems (ICWITS), 2012 IEEE International Conference on
Conference_Location :
Maui, HI
Print_ISBN :
978-1-4673-0947-9
DOI :
10.1109/ICWITS.2012.6417804