This repository hosts a simple demonstration of a deep learning approach for the inverse design of patch antennas. The goal is to explore energy-efficient designs and to significantly reduce simulation cost compared to conventional methods.
(Tensorflow Version) D-Flat is a forward and inverse design framework for flat optics. Although specially geared for the design of metasurface optics, it may be used for any end-to-end imaging and sensing task.
A Generic Framework for Optical Inverse Design
Meta_SCMT is a software to inverse design large-area dielectric metasurface. The key factor that differentiates the Meta_SCMT from current Local Periodic Approximation(LPA) based methods is that Meta_SCMT can achieve fullwave-level accuracy with much less computational resource.
SmartGlass (SG) is a python implementation of a diffractive optical neural network. Currently, it supports training an all-optical classifier (e.g. classify hand-written digits MNIST dataset). Besides, the framework can also be used to design optics based on a task like focusing and beam steering. However, custom object functions should be defin…
code for Large area optimization of meta-lens via data-free machine learning
The code repository for the 2023 ICCP Paper: Polarization Multi-Image Synthesis with Birefringent Metasurfaces
MetaZero - A reinforcement learning program to optimise metasurface radar cross section (RCS) by self-playing. Inspired by AlphaZero.
[AAAI2026] MetaDiT: Enabling Fine-grained Constraints in High-degree-of Freedom Metasurface Design
The lib is used to study the ideal behavior of metasurface. For classic optics, there are good ray tracing python libraries that support classic optics, like RayTracing (https://github.com/DCC-Lab/RayTracing#raytracing) and rayoptics (https://ray-optics.readthedocs.io/en/latest/).
Repository of paper Inverse Design of Metasurface for Spectral Imaging
Verified MATLAB->Python port of PPML RCWA with a differential test harness: 246 seeded fixtures, machine-level equivalence report
Open-source Python package for design, analysis, and optimization of programmable electromagnetic metasurfaces (RIS/IRS) for wireless communication and sensing
Benchmark tasks and deterministic evaluators for testing whether AI agents can do RF/microwave electromagnetic design
Metasurface (超穎表面) reflectarray design web tool — Ansys HFSS + PyAEDT automation, based on Ansys MetaSurfaceToolkit
Foundational open-source release of the PC-GROM certificate-preserving compiler architecture for programmable electromagnetic materials, metasurfaces, RF/mmWave/THz systems, photonics, reproducible verification, and electromagnetic material attestation.
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