Intelligent designs in nanophotonics: from optimization towards inverse creation

N Wang, W Yan, Y Qu, S Ma, SZ Li, M Qiu - PhotoniX, 2021 - Springer
Applying intelligence algorithms to conceive nanoscale meta-devices becomes a flourishing
and extremely active scientific topic over the past few years. Inverse design of functional …

Physics-informed neural networks with hard constraints for inverse design

L Lu, R Pestourie, W Yao, Z Wang, F Verdugo… - SIAM Journal on …, 2021 - SIAM
Inverse design arises in a variety of areas in engineering such as acoustic, mechanics,
thermal/electronic transport, electromagnetism, and optics. Topology optimization is an …

[HTML][HTML] Inverse design enables large-scale high-performance meta-optics reshaping virtual reality

Z Li, R Pestourie, JS Park, YW Huang… - Nature …, 2022 - nature.com
Meta-optics has achieved major breakthroughs in the past decade; however, conventional
forward design faces challenges as functionality complexity and device size scale up …

[PDF][PDF] Meta-device: advanced manufacturing

B Leng, Y Zhang, DP Tsai… - Light: Advanced …, 2024 - scholars.cityu.edu.hk
Metasurfaces are one of the most promising devices to break through the limitations of bulky
optical components. By offering a new method of light manipulation based on the light …

Large-scale parametrized metasurface design using adjoint optimization

M Mansouree, A McClung, S Samudrala… - Acs Photonics, 2021 - ACS Publications
Optical metasurfaces are planar arrangements of subwavelength meta-atoms that
implement a wide range of transformations on incident light. The design of efficient …

Deep learning to accelerate scatterer-to-field mapping for inverse design of dielectric metasurfaces

MV Zhelyeznyakov, S Brunton, A Majumdar - ACS Photonics, 2021 - ACS Publications
The inverse design of optical metasurfaces is a rapidly emerging field that has already
shown great promise in miniaturizing conventional optics as well as developing completely …

Metasurface-based bijective illumination collection imaging provides high-resolution tomography in three dimensions

M Pahlevaninezhad, YW Huang, M Pahlevani… - Nature …, 2022 - nature.com
Microscopic imaging in three dimensions enables numerous biological and clinical
applications. However, high-resolution optical imaging preserved in a relatively large depth …

Automatic inverse design of high-performance beam-steering metasurfaces via genetic-type tree optimization

CH Lin, YS Chen, JT Lin, HC Wu, HT Kuo, CF Lin… - Nano …, 2021 - ACS Publications
We introduce a genetic-type tree search (GTTS) algorithm combined with unsupervised
clustering for the automatic inverse design of high-performance metasurfaces. With the …

Leveraging on ENZ metamaterials to achieve 2D and 3D hyper‐resolution in two‐photon direct laser writing

GE Lio, A Ferraro, T Ritacco, DM Aceti… - Advanced …, 2021 - Wiley Online Library
A novel technique is developed to improve the resolution of two‐photon direct laser writing
lithography. Thanks to the high collimation enabled by extraordinary εNZ (near‐zero) …

Wireless steerable vision for live insects and insect-scale robots

V Iyer, A Najafi, J James, S Fuller, S Gollakota - Science robotics, 2020 - science.org
Vision serves as an essential sensory input for insects but consumes substantial energy
resources. The cost to support sensitive photoreceptors has led many insects to develop …