做了几种经典的有源和无源的超表面单元和超表面阵列，用到的软件有：MATLAB、CST

End-to-end Design and Evaluation of Metasurface using Invertible Neural Network

2021 APMC Spatial-temporal Programmable Metasurface for Single Channel Radiation

Efficient electromagnetic solver based on rigorous coupled-wave analysis for 3D and 2D multi-layered structures with in-plane periodicity, such as gratings, photonic-crystal slabs, metasurfaces, su…

Here, we use a conditional deep convolutional generative adversarial network (cDCGAN) to inverse design across multiple classes of metasurfaces. Reference: https://onlinelibrary.wiley.com/doi/10.10…

This is the relevant code for the Assymetric CycleGAN.

AI in metamaterial

"Probabilistic Representation and Inverse Design of Metamaterials Based on a Deep Generative Model with Semi‐Supervised Learning Strategy" (modified) tf implementation