Powered by OpenAIRE graph
Found an issue? Give us feedback
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ ZENODOarrow_drop_down
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2025
License: CC BY
Data sources: ZENODO
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
ZENODO
Dataset . 2025
License: CC BY
Data sources: Datacite
 View all 2 versions
Claim

Data for the paper "How does ion temperature gradient turbulence depend on magnetic geometry? Insights from data and machine learning"

Research datakeyboard_double_arrow_right Dataset 13 Feb 2025Publisher:Zenodo
Authors: Landreman, Matt;

doi: 10.5281/zenodo.14867776 , 10.5281/zenodo.14867777

Data for the paper "How does ion temperature gradient turbulence depend on magnetic geometry? Insights from data and machine learning"

Abstract

Contents: 20250102-01_GX_stellarator_dataset.h5: The primary dataset, including flux tube geometries and gyrokinetic heat fluxes 20250102-01_GX_stellarator_dataset.README: Detailed description of the variables in 20250102-01_GX_stellarator_dataset.h5 gyrokinetics_machine_learning_demo.py: Example script for using the data in 20250102-01_GX_stellarator_dataset.h5 20250119-01-gyrokinetics_machine_learning_zenodo.20250213.tar: Contains many other files such scripts for generating the equilibria, running GX, extracting the heat fluxes, training and evaluating the neural networks, and producing the figures in the paper. Also contains the MHD equilibria and the trained neural network parameters.

Related Organizations
  • BIP!
    Impact byBIP!
    selected citations
    These citations are derived from selected sources.
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 1
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    		 Average
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    		 Average
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    		 Average
Powered by OpenAIRE graph
Found an issue? Give us feedback
selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
1
Average
Average
Average