Inverse surrogate modeling for low-cost geometry scaling of microwave and antenna structures

Slawomir Koziel*, Adrian Bekasiewicz

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

8 Citations (Scopus)


Purpose - The purpose of this paper is to investigate strategies for expedited dimension scaling of electromagnetic (EM)-simulated microwave and antenna structures, exploiting the concept of variablefidelity inverse surrogate modeling. Design/methodology/approach - A fast inverse surrogate modeling technique is described for dimension scaling of microwave and antenna structures. The model is established using reference designs obtained for cheap underlying low-fidelity model and corrected to allow structure scaling at high accuracy level. Numerical and experimental case studies are provided demonstrating feasibility of the proposed approach. Findings - It is possible, by appropriate combination of surrogate modeling techniques, to establish an inverse model for explicit determination of geometry dimensions of the structure at hand so as to re-design it for various operating frequencies. The scaling process can be concluded at a low computational cost corresponding to just a few evaluations of the high-fidelity computational model of the structure. Research limitations/implications - The present study is a step toward development of procedures for rapid dimension scaling of microwave and antenna structures at high-fidelity EM-simulation accuracy. Originality/value - The proposed modeling framework proved useful for fast geometry scaling of microwave and antenna structures, which is very laborious when using conventional methods. To the authors' knowledge, this is one of the first attempts to surrogate-assisted dimension scaling of microwave components at the EM-simulation level.

Original languageEnglish
Pages (from-to)1095-1113
Number of pages19
JournalEngineering Computations (Swansea, Wales)
Issue number4
Publication statusPublished - 13 Jun 2016

Bibliographical note

Publisher Copyright:
© 2016 Emerald Group Publishing Limited.

Other keywords

  • Computer-aided design (CAD)
  • Geometry scaling
  • Inverse modeling
  • Microwave structures
  • Simulation-driven design
  • Surrogate modeling


Dive into the research topics of 'Inverse surrogate modeling for low-cost geometry scaling of microwave and antenna structures'. Together they form a unique fingerprint.

Cite this