AI for optical metasurface

A Ueno, J Hu, S An - npj Nanophotonics, 2024 - nature.com
Optical metasurfaces, planar artificial media capable of controlling light propagation, are
transitioning from laboratory curiosity to commercial applications. This shift requires …

Photos: topology optimization of photonic components using a shape library

RK Padhy, A Chandrasekhar - Engineering with Computers, 2024 - Springer
Topology Optimization (TO) holds the promise of designing next-generation compact and
efficient photonic components. However, ensuring the optimized designs comply with …

Fabrication tolerant multi-layer integrated photonic topology optimization

MJ Probst, A Khurana, JB Slaby, AM Hammond… - Optics …, 2024 - opg.optica.org
Optimal multi-layer device design requires consideration of fabrication uncertainties
associated with inter-layer alignment and conformal layering. We present layer-restricted …

Inverse-designed metasurfaces with facile fabrication parameters

Y Zhou, Y Shao, C Mao, JA Fan - Journal of Optics, 2024 - iopscience.iop.org
Optical metasurfaces are planar nanostructured devices that are industrially attractive in part
because they utilize high-throughput microelectronic fabrication techniques for …

Deep-learning enabled photonic nanostructure discovery in arbitrarily large shape sets via linked latent space representation learning

S Singh, R Kumar, SS Panda, RS Hegde - Digital Discovery, 2024 - pubs.rsc.org
The vast array of shapes achievable through modern nanofabrication technologies presents
a challenge in selecting the most optimal design for achieving a desired optical response …

Deep-learning empowered unique and rapid optimization of meta-absorbers for solar thermophotovoltaics

S Noureen, S Ijaz, I Javed, H Cabrera… - Optical Materials …, 2024 - opg.optica.org
Optical nano-structure designs usually employ computationally expensive and time-
intensive electromagnetic (EM) simulations that call for resorting to modern-day data …

Inverse design for waveguide dispersion with a differentiable mode solver

D Gray, GN West, RJ Ram - Optics Express, 2024 - opg.optica.org
Inverse design of optical components based on adjoint sensitivity analysis has the potential
to address the most challenging photonic engineering problems. However, existing inverse …

Harnessing physics-guided neural networks for tailoring the orbital angular momentum spectrum in second harmonic generation

S Ghavami Sabouri, S Sadat Hashemi - Applied Optics, 2024 - opg.optica.org
The management of orbital angular momentum (OAM) in frequency conversion processes is
essential for numerous applications such as quantum and classical optical communications …

[HTML][HTML] Efficiency of machine learning optimizers and meta-optimization for nanophotonic inverse design tasks

N Morrison, EY Ma - APL Machine Learning, 2025 - pubs.aip.org
The success of deep learning has driven the proliferation and refinement of numerous non-
convex optimization algorithms. Despite this growing array of options, the field of …

invrs-gym: a toolkit for nanophotonic inverse design research

MF Schubert - arXiv preprint arXiv:2410.24132, 2024 - arxiv.org
The $\textit {invrs-gym} $ is a toolkit for research in nanophotonic inverse design, topology
optimization, and AI-guided design. It includes a diverse set of challenges--representing a …