Popular GitHub Repositories for Plasma

OpenDILab RL Object Store

Universal modeling and simulation of fluid mechanics upon machine learning. From the Boltzmann equation, heading towards multiscale and multiphysics flows.

PPPL deep learning disruption prediction package

Tokamak plasma operation control through multi-objective reinforcement learning in KSTAR

Quickly manage/control Ollama from plasma applet.

OneTrainer docker images for use in GPU cloud and local environments. Includes AI-Dock KDE Plasma desktop with GPU acceleration and audio for authentication and improved user experience.

PyTorch implementation of Neural Netowrk Differential Equation Plasma Equilibrium Solver.

⚛️ ML in fusion industry/science ?⚡

Research-repository: Disruption Prediction and Analysis through Multimodal Deep Learning in KSTAR

Project focused on optimizing artificial neural network (ANN) algorithms to generalize from experimental data describing the epitaxial synthesis of thin film semiconductor crystals. Incentivized by a project assignment in a CS 5300 - Artificial Neural Systems course taken at Western Michigan University.

This repo is going to be supported during my time in the Plasma research group.

PyPIC3D is a 3D particle-in-cell code written in Python using Jax.

Active learning-guided exploration of parameter space of air plasmas to enhance the energy efficiency of NO x production