A generative machine learning-based approach for inverse design of multilayer metasurfaces

P Naseri, SV Hum - IEEE Transactions on Antennas and …, 2021 - ieeexplore.ieee.org
The synthesis of a metasurface exhibiting a specific set of desired scattering properties is a
time-consuming and resource-demanding process, which conventionally relies on many …

Synthesis of multi-band reflective polarizing metasurfaces using a generative adversarial network

P Naseri, G Goussetis, NJG Fonseca, SV Hum - Scientific Reports, 2022 - nature.com
Electromagnetic linear-to-circular polarization converters with wide-and multi-band
capabilities can simplify antenna systems where circular polarization is required. Multi-band …

A machine learning-based approach to synthesize multilayer metasurfaces

P Naseri, SV Hum - … on antennas and propagation and North …, 2020 - ieeexplore.ieee.org
The synthesis of a metasurface exhibiting a specific set of desired scattering properties is a
time-consuming and resource-demanding process, which conventionally relies on many …

Domain knowledge assisted training dataset generation for metasurface designs

Z We, Z Zhou, Y Zhang, P Li, J Ren… - 2021 IEEE MTT-S …, 2021 - ieeexplore.ieee.org
Domain knowledge assisted training dataset generation for deep learning aided
metasurface designs is investigated. By combining the domain knowledge of metasurface …

A variational auto-encoder and transformer based approach for metasurface unit cell synthesis

C Niu, P Mojabi - … on Antennas and Propagation and USNC …, 2022 - ieeexplore.ieee.org
Inspired by the similarity between the text-to-image synthesis problem and the scattering
parameters to metasurface unit cell synthesis problem, we utilize a variational auto-encoder …

Inverse Design of Multi-band Reflective Polarizing Metasurfaces Using Generative Machine Learning

P Naseri, G Goussetis, NJG Fonseca… - arxiv preprint arxiv …, 2022 - arxiv.org
Electromagnetic linear-to-circular polarization converters with wide-and multi-band
capabilities can simplify antenna systems where circular polarization is required. Multi-band …

Inverse Design of Metasurfaces Using Machine Learning Techniques

P Naseri - 2023 - search.proquest.com
These days, devices employing electromagnetic waves, such as antennas, have been
intertwined with everyday life such that they are now unrecognizable by a general user …

[KÖNYV][B] Diagnostic Raman Spectroscopy: from Liquid Phase Bacterial Identification to Co-Incubation Free Antibiotic Susceptibility Testing

LF Tadesse - 2021 - search.proquest.com
Bacterial bloodstream infections account for over 40% of deaths in hospitals and are one of
the most expensive medical conditions in the US. Globally, a child dies every 20 seconds …