DiffractML

!! Still under research & development !!

This repository contains code and resources for modeling the optical response of diffractive structures using Rigorous Coupled-Wave Analysis (RCWA). The project aims to integrate advanced computational techniques and MAchine Learning (ML) algorithms to enhance the accuracy and predictive capabilities of optical simulations.

Table of Contents

• Key Features
• Getting Started
• Usage

Key Features

• RCWA Implementation: High-performance simulations of light diffraction for various diffractive structures. Thanks to the TORCWA package.
• ML Integration: Incorporates machine learning techniques to optimize models and improve efficiency.
• Visualization Tools: Generates intuitive plots for analyzing optical responses.

Getting Started

Prerequisites

Ensure you have the following installed:

• Python 3.7 or higher
• Required libraries (listed in requirements.txt)

Installation

Clone the repository:

git clone --recurse-submodules https://github.com/Alexin-CH/DiffractML.git
cd DiffractML

Install the required dependencies:

make

Usage

This repository includes many projects and scripts. Main scripts are located in the src directory.