Deprecated, this project is transferring to multiagents RL to do notch filter and bandpass filter.

Reinforcement learning multilayer materials optimization

24/03/2024:

13/02/2024 update Reinforcement Learning with Long-Term-Short-Memory for Optical Multi-Coherent-Layer Materials Optimization in Linear and Nonlinear Regimes

This part has been shifted to Q learning Photonic Geom OPT

22 / 02 / 2024 Update Fortran and Python 2 Rust reforming completed

13/02/2024 update Reinforcement Learning with Long-Term-Short-Memory for Optical Multi-Coherent-Layer Materials Optimization in Linear and Nonlinear Regimes

11/JAN 2024 Update: We have successfully tested the RL model. Solar cell experiment check is underway. Once confirmed, the Paper will be drafted and published soon. However, the code will not be available, it will be used somewhere else and will be available once that project is finished.

Further details will be published here once the experimental testing.

Environment setup

GYM is only runable on Linux. Well, you can do WSL2 on Windows as well.

Spinning up by OPENAI, please follow the official installation process to get the environment ready: https://spinningup.openai.com/en/latest/user/installation.html

Once finished setting up the Environment, please do everything in your new environment. CARE: Please check your pip and OpenCV version.