Artificial neural networks for microwave computer-aided design: The state of the art

F Feng, W Na, J Jin, J Zhang, W Zhang… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
This article presents an overview of artificial neural network (ANN) techniques for a
microwave computer-aided design (CAD). ANN-based techniques are becoming useful for …

[HTML][HTML] A comprehensive review of bio-inspired optimization algorithms including applications in microelectronics and nanophotonics

Z Jakšić, S Devi, O Jakšić, K Guha - Biomimetics, 2023 - mdpi.com
The application of artificial intelligence in everyday life is becoming all-pervasive and
unavoidable. Within that vast field, a special place belongs to biomimetic/bio-inspired …

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 …

Reliable computationally efficient behavioral modeling of microwave passives using deep learning surrogates in confined domains

S Koziel, N Çalık, P Mahouti… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The importance of surrogate modeling techniques has been steadily growing over the recent
years in high-frequency electronics, including microwave engineering. Fast metamodels are …

Improved modeling of microwave structures using performance-driven fully-connected regression surrogate

S Koziel, P Mahouti, N Calik, MA Belen… - Ieee …, 2021 - ieeexplore.ieee.org
Fast replacement models (or surrogates) have been widely applied in the recent years to
accelerate simulation-driven design procedures in microwave engineering. The …

State-of-the-art: AI-assisted surrogate modeling and optimization for microwave filters

Y Yu, Z Zhang, QS Cheng, B Liu… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
Microwave filters are indispensable passive devices for modern wireless communication
systems. Nowadays, electromagnetic (EM) simulation-based design process is a norm for …

Tolerance-aware multi-objective optimization of antennas by means of feature-based regression surrogates

S Koziel, A Pietrenko-Dabrowska - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Assessing the immunity of antenna design to fabrication tolerances is an important
consideration, especially when the manufacturing process has not been predetermined. At …

Expedited variable-resolution surrogate modeling of miniaturized microwave passives in confined domains

S Koziel, A Pietrenko-Dabrowska - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The design of miniaturized microwave components is largely based on computational
models, primarily, full-wave electromagnetic (EM) simulations. The EM analysis is capable of …

Tolerance-aware optimization of microwave circuits by means of principal directions and domain-restricted metamodels

S Koziel, A Pietrenko-Dabrowska… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Practical microwave design is most often carried out in the nominal sense. Yet, in some
cases, performance degradation due to uncertainties may lead to the system failing to meet …

An early history of optimization technology for automated design of microwave circuits

JW Bandler, JE Rayas-Sánchez - IEEE Journal of Microwaves, 2022 - ieeexplore.ieee.org
This paper outlines the early history of optimization technology for the design of microwave
circuits—a personal journey filled with aspirations, academic contributions, and commercial …