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 …
Recent advances in high frequency modeling by means of domain confinement and nested kriging
S Koziel, A Pietrenko-Dabrowska - IEEE Access, 2020 - ieeexplore.ieee.org
Development of modern high-frequency components and circuits is heavily based on full-
wave electromagnetic (EM) simulation tools. Some phenomena, although important from the …
wave electromagnetic (EM) simulation tools. Some phenomena, although important from the …
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 …
Antenna modeling using variable-fidelity EM simulations and constrained co-kriging
A Pietrenko-Dabrowska, S Koziel - IEEE Access, 2020 - ieeexplore.ieee.org
Utilization of fast surrogate models has become a viable alternative to direct handling of full-
wave electromagnetic (EM) simulations in EM-driven design. Their purpose is to alleviate …
wave electromagnetic (EM) simulations in EM-driven design. Their purpose is to alleviate …
Fast multi-objective optimization of antenna structures by means of data-driven surrogates and dimensionality reduction
S Koziel, A Pietrenko-Dabrowska - IEEE Access, 2020 - ieeexplore.ieee.org
Design of contemporary antenna structures needs to account for several and often
conflicting objectives. These are pertinent to both electrical and field properties of the …
conflicting objectives. These are pertinent to both electrical and field properties of the …
Reliable EM-driven size reduction of antenna structures by means of adaptive penalty factors
S Koziel, A Pietrenko-Dabrowska - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Miniaturization has become of paramount importance in the design of modern antenna
systems. In particular, compact size is essential for emerging application areas such as …
systems. In particular, compact size is essential for emerging application areas such as …
Multi-material design optimization of optical properties of particulate products by discrete dipole approximation and sequential global programming
The optimal design of nanoparticles with respect to their optical properties is one of the main
foci within nanoparticle technology. In this contribution, we suggest a new design …
foci within nanoparticle technology. In this contribution, we suggest a new design …
Rapid antenna optimization with restricted sensitivity updates by automated dominant direction identification
A Pietrenko-Dabrowska, S Koziel - Knowledge-Based Systems, 2023 - Elsevier
Meticulous tuning of geometry parameters turns pivotal in improving performance of antenna
systems. It is more and more often realized using formal optimization methods, which is …
systems. It is more and more often realized using formal optimization methods, which is …
Fast design closure of compact microwave components by means of feature-based metamodels
A Pietrenko-Dabrowska, S Koziel - Electronics, 2020 - mdpi.com
Precise tuning of geometry parameters is an important consideration in the design of
modern microwave passive components. It is mandatory due to limitations of theoretical …
modern microwave passive components. It is mandatory due to limitations of theoretical …
Machine learning-assisted optimization for antenna geometry design
A machine-learning-assisted optimization (MLAO) method for antenna geometry design
(AGD)(MLAO-AGD) is proposed. By combining machine learning (ML) methods, including a …
(AGD)(MLAO-AGD) is proposed. By combining machine learning (ML) methods, including a …