Photonic matrix multiplication lights up photonic accelerator and beyond

H Zhou, J Dong, J Cheng, W Dong, C Huang… - Light: Science & …, 2022 - nature.com
Matrix computation, as a fundamental building block of information processing in science
and technology, contributes most of the computational overheads in modern signal …

A knowledge-inherited learning for intelligent metasurface design and assembly

Y Jia, C Qian, Z Fan, T Cai, EP Li, H Chen - Light: Science & …, 2023 - nature.com
Recent breakthroughs in deep learning have ushered in an essential tool for optics and
photonics, recurring in various applications of material design, system optimization, and …

Physics-embedded machine learning for electromagnetic data imaging: Examining three types of data-driven imaging methods

R Guo, T Huang, M Li, H Zhang… - IEEE Signal Processing …, 2023 - ieeexplore.ieee.org
Electromagnetic (EM) imaging is widely applied in sensing for security, biomedicine,
geophysics, and various industries. It is an ill-posed inverse problem whose solution is …

Experimental Realization of a Superdispersion‐Enabled Ultrabroadband Terahertz Cloak

T Cai, B Zheng, J Lou, L Shen, Y Yang… - Advanced …, 2022 - Wiley Online Library
Invisibility has been a topic of long‐standing interest owing to the advent of metamaterials
and transformation optics, but still faces open challenges after its tremendous development …

Homeostatic neuro-metasurfaces for dynamic wireless channel management

Z Fan, C Qian, Y Jia, Z Wang, Y Ding, D Wang… - Science …, 2022 - science.org
The physical basis of a smart city, the wireless channel, plays an important role in
coordinating functions across a variety of systems and disordered environments, with …

In situ customized illusion enabled by global metasurface reconstruction

Y Jia, C Qian, Z Fan, Y Ding, Z Wang… - Advanced Functional …, 2022 - Wiley Online Library
Optical illusion has always attracted extensive attention, as it provides a superior self‐
protection ability for both natural animals and human beings. A decade ago, this motivated …

A perspective on the next generation of invisibility cloaks—Intelligent cloaks

C Qian, H Chen - Applied Physics Letters, 2021 - pubs.aip.org
Invisibility has been a long-standing topic, owing to its crucial importance in both academia
and industry. At the close of the last century, the advent of metamaterials unprecedentedly …

Heterogeneous transfer‐learning‐enabled diverse metasurface design

J Zhang, C Qian, Z Fan, J Chen, E Li… - Advanced Optical …, 2022 - Wiley Online Library
With the rapid growth in intelligent metasurfaces in the recent years, deep learning has
attracted attention to transform the ways in which metasurfaces are simulated and designed …

Physics embedded deep neural network for solving full-wave inverse scattering problems

R Guo, Z Lin, T Shan, X Song, M Li… - IEEE transactions on …, 2021 - ieeexplore.ieee.org
In this work, we design an iterative deep neural network to solve full-wave inverse scattering
problems (ISPs) in the 2-D case. Forward modeling neural networks that predict the …

Nonlinear S-parameters inversion for stroke imaging

A Fedeli, V Schenone, A Randazzo… - IEEE Transactions …, 2020 - ieeexplore.ieee.org
Stroke identification by means of microwave tomography requires a very accurate
reconstruction of the dielectric properties inside patient's head. This is possible when a …