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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 …
Antenna modeling using variable-fidelity EM simulations and constrained co-kriging
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 …
Generalized formulation of response features for reliable optimization of antenna input characteristics
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 …
Improved-efficacy EM-driven optimization of antenna structures using adaptive design specifications and variable-resolution models
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 …
Low-cost and highly accurate behavioral modeling of antenna structures by means of knowledge-based domain-constrained deep learning surrogates
The awareness and practical benefits of behavioral modeling methods have been steadily
growing in the antenna engineering community over the last decade or so. Undoubtedly, the …
growing in the antenna engineering community over the last decade or so. Undoubtedly, the …
Reliable EM-driven size reduction of antenna structures by means of adaptive penalty factors
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 …
Two-stage variable-fidelity modeling of antennas with domain confinement
Surrogate modeling has become the method of choice in solving an increasing number of
antenna design tasks, especially those involving expensive full-wave electromagnetic (EM) …
antenna design tasks, especially those involving expensive full-wave electromagnetic (EM) …
An early history of optimization technology for automated design of microwave circuits
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 …
circuits—a personal journey filled with aspirations, academic contributions, and commercial …
Knowledge-based performance-driven modeling of antenna structures
The importance of surrogate modeling techniques in the design of modern antenna systems
has been continuously growing over the recent years. This phenomenon is a matter of …
has been continuously growing over the recent years. This phenomenon is a matter of …
Accelerated gradient-based optimization of antenna structures using multifidelity simulations and convergence-based model management scheme
The importance of numerical optimization has been steadily growing in the design of
contemporary antenna structures. The primary reason is the increasing complexity of …
contemporary antenna structures. The primary reason is the increasing complexity of …