Recent advances in accelerated multi-objective design of high-frequency structures using knowledge-based constrained modeling approach
S Koziel, A Pietrenko-Dabrowska - Knowledge-Based Systems, 2021 - Elsevier
Abstract Design automation, including reliable optimization of engineering systems, is of
paramount importance for both academia and industry. This includes the design of high …
paramount importance for both academia and industry. This includes the design of high …
Performance-based nested surrogate modeling of antenna input characteristics
S Koziel, A Pietrenko-Dabrowska - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Utilization of electromagnetic (EM) simulation tools is mandatory in the design of
contemporary antenna structures. At the same time, conducting design procedures that …
contemporary antenna structures. At the same time, conducting design procedures that …
Accurate modeling of antenna structures by means of domain confinement and pyramidal deep neural networks
The importance of surrogate modeling techniques has been gradually increasing in the
design of antenna structures over the recent years. Perhaps the most important reason is a …
design of antenna structures over the recent years. Perhaps the most important reason is a …
Expedited design closure of antennas by means of trust-region-based adaptive response scaling
S Koziel, SD Unnsteinsson - IEEE Antennas and Wireless …, 2018 - ieeexplore.ieee.org
In this letter, a reliable procedure for the expedited design optimization of antenna structures
by means of trust-region adaptive response scaling (TR-ARS) is proposed. The presented …
by means of trust-region adaptive response scaling (TR-ARS) is proposed. The presented …
Constrained multi-objective optimization of compact microwave circuits by design triangulation and pareto front interpolation
S Koziel, A Pietrenko-Dabrowska - European Journal of Operational …, 2022 - Elsevier
Abstract Development of microwave components is an inherently multi-objective task. This is
especially pertinent to the design closure stage, ie, final adjustment of geometry and/or …
especially pertinent to the design closure stage, ie, final adjustment of geometry and/or …
Low-cost modeling of microwave components by means of two-stage inverse/forward surrogates and domain confinement
S Koziel, A Pietrenko-Dabrowska… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Full-wave electromagnetic (EM) analysis is one of the most important tools in the design of
modern microwave components and systems. EM simulation permits reliable evaluation of …
modern microwave components and systems. EM simulation permits reliable evaluation of …
On nature-inspired design optimization of antenna structures using variable-resolution EM models
S Koziel, A Pietrenko-Dabrowska - Scientific Reports, 2023 - nature.com
Numerical optimization has been ubiquitous in antenna design for over a decade or so. It is
indispensable in handling of multiple geometry/material parameters, performance goals …
indispensable in handling of multiple geometry/material parameters, performance goals …
Generalized formulation of response features for reliable optimization of antenna input characteristics
A Pietrenko-Dabrowska, S Koziel - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Electromagnetic (EM)-driven parameter adjustment has become imperative in the design of
modern antennas. It is necessary because the initial designs rendered through topology …
modern antennas. It is necessary because the initial designs rendered through topology …
Reduced‐cost electromagnetic‐driven optimisation of antenna structures by means oftrust‐region gradient‐search with sparse Jacobian updates
S Koziel, A Pietrenko‐Dabrowska - IET Microwaves, Antennas …, 2019 - Wiley Online Library
Numerical optimisation plays more and more important role in the antenna design. Because
of lack of design‐ready theoretical models, electromagnetic (EM)‐simulation‐driven …
of lack of design‐ready theoretical models, electromagnetic (EM)‐simulation‐driven …
Improved-efficacy EM-driven optimization of antenna structures using adaptive design specifications and variable-resolution models
S Koziel, A Pietrenko-Dabrowska - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Optimization-driven parameter tuning is an essential step in the design of antenna systems.
Although in many cases, it is still conducted through parametric studies, rigorous numerical …
Although in many cases, it is still conducted through parametric studies, rigorous numerical …