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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

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.

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

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

data-fetching

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

desc

Stellarator Equilibrium and Optimization Suite

faroes

Fusion analysis, research, and optimization for energy systems

fastzernike

A python library to calculate Zernike Polynomials fast and accurately

freemhd

gspd

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

nstxu-nns

pcs_spline_tests

plasma-profile-predictor

plasma-tv

Work on plasma tv image data

plasmaevolution

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

pyrcn

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

qp_test

quick test for a minimal box-constraint qp solver

spectrogram-enhancement

stellarator-database

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

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

tearingavoidance

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