PlasmaControl

DESC

Stellarator Equilibrium and Optimization Suite

PyRCN

A Python 3 framework for Reservoir Computing with a scikit-learn-compatible API.

keras2c

A simple library to deploy Keras neural networks in pure C for realtime applications

FreeMHD

PlasmaEvolution

Predict tokamak plasma state evolution over time (new version of ProfilePredictor associated with Abbate/Conlin/etc. 2021 Nucl. Fusion 61 046027)

data-fetching

toksearch-based scripts (+ a few OMFIT ones) for pulling data; plotting scripts for Joe and Rory's 2021 control experiment stuff

plasma-profile-predictor

TearingAvoidance

The Python scripts for training the ML models for tearing prediction & avoidance

FAROES

Fusion analysis, research, and optimization for energy systems

Stellarator-Database

This repository includes the functions required to upload DESC or VMEC results to the stellarator database.

bes-edgeml-datasets

Dataset tools for DIII-D BES edge ML models

bes-edgeml-models

[This repo is archived. The active version is at https://github.com/PlasmaControl/bes-ml.] Edge ML models for DIII-D BES diagnostic system.

ZERNIPAX

A python library to calculate Zernike Polynomials fast and accurately

GSPD

Compute Grad-Shafranove equilibria for a plasma pulse that satisfy force balance and circuit dynamics.

aggregation_tests

Trying out some of the methods from multimodal ML CMU lectures Andy and Joe followed, mostly on 1D heat diffusion equation similar to tokamak problem

d3d_loaders

Pytorch style dataloader for D3D data in HDF5 format

d3d_signals

Defines mapping of D3D MDS/PTdata signals to local storage on PU systems as yaml files

Diag2Diag-SRTS

The Python scripts for training the Diag2Diag models for super resolution diagnostics

nstxu-nns

pcs_spline_tests

TearingModeSurvival

Predict n=1 Tearing Mode onset on DIII-D using the auton-survival algorithm

TokamakText

plasma-tv

Work on plasma tv image data

spectrogram-enhancement

bes-edgeml-models-1

[This repo is archived. The active version is at https://github.com/PlasmaControl/bes-ml.] Edge ML models for DIII-D BES diagnostic system.

bes-ml

BES ML data tools and models

KSTAR-torbeamNN

STRIDE

Julia implementation of the STRIDE code: State Transition Rapid Integration with DCON (Asymptotic) Expansion

STRIDE-python

Python implementation of the STRIDE code: State Transition Rapid Integration with DCON (Asymptotic) Expansion

Zernike-Paper

Includes the scripts and external codes to generate plot and data of Zernipax paper