Turkish Journal of Electrical Engineering and Computer Sciences
DOI
10.55730/1300-0632.3927
Abstract
A surrogate model for a perfect electric conductor plate is built by using the polynomial chaos expansion method. The plate is excited via four capacitive coupling elements for which the locations are determined by the analysis of the current distribution for each mode provided by the characteristic mode analysis. A numerical model based on the method of moments is then created to generate a database needed to build the surrogate model. Radiation patterns calculated by the surrogate model are compared with those given by the numerical model. The results show that the surrogate model can mimic the numerical model and it can be used to replace complex numerical models to save computation time and to alleviate the burden on the computation resources. Then, a sensitivity analysis is conducted to exhibit the effect of the parameter deviations on the overall antenna performance and to reveal the influential input parameters. The results of sensitivity analysis are used to reduce the complexity of the overall structure.
Keywords
Characteristic mode analysis, polynomial chaos expansion, sensitivity analysis, surrogate model
First Page
2097
Last Page
2108
Recommended Citation
YILMAZ, ADEM; AÇIKGÖZ, HULUSİ; and ELROUBY, Alaaldeen Barakat Ahmed
(2022)
"Building a surrogate model of a perfect electric conductor using polynomial chaos expansion and the characteristic mode analysis,"
Turkish Journal of Electrical Engineering and Computer Sciences: Vol. 30:
No.
6, Article 7.
https://doi.org/10.55730/1300-0632.3927
Available at:
https://journals.tubitak.gov.tr/elektrik/vol30/iss6/7
Included in
Computer Engineering Commons, Computer Sciences Commons, Electrical and Computer Engineering Commons