Dataset Open Access

Data publication: Physics-enhanced neural networks for equation-of-state calculations

Callow, Timothy James


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  <identifier identifierType="DOI">10.14278/rodare.2289</identifier>
  <creators>
    <creator>
      <creatorName>Callow, Timothy James</creatorName>
      <givenName>Timothy James</givenName>
      <familyName>Callow</familyName>
      <nameIdentifier nameIdentifierScheme="ORCID" schemeURI="http://orcid.org/">0000-0002-4878-3521</nameIdentifier>
      <affiliation>Center for Advanced Systems Understanding (CASUS), Helmholtz-Zentrum Dresden-Rossendorf</affiliation>
    </creator>
  </creators>
  <titles>
    <title>Data publication: Physics-enhanced neural networks for equation-of-state calculations</title>
  </titles>
  <publisher>Rodare</publisher>
  <publicationYear>2023</publicationYear>
  <dates>
    <date dateType="Issued">2023-05-04</date>
  </dates>
  <resourceType resourceTypeGeneral="Dataset"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://rodare.hzdr.de/record/2289</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsIdenticalTo">https://www.hzdr.de/publications/Publ-38068</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsReferencedBy">https://www.hzdr.de/publications/Publ-37955</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsReferencedBy">https://www.hzdr.de/publications/Publ-37075</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.14278/rodare.2288</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/rodare</relatedIdentifier>
  </relatedIdentifiers>
  <rightsList>
    <rights rightsURI="https://creativecommons.org/licenses/by/4.0/legalcode">Creative Commons Attribution 4.0 International</rights>
    <rights rightsURI="info:eu-repo/semantics/openAccess">Open Access</rights>
  </rightsList>
  <descriptions>
    <description descriptionType="Abstract">&lt;p&gt;Data for the&amp;nbsp;paper &amp;quot;Physics-enhanced neural networks for equation-of-state calculations&amp;quot;&lt;/p&gt;

&lt;p&gt;There are two tar folders:&lt;/p&gt;

&lt;ol&gt;
	&lt;li&gt;
	&lt;p&gt;&amp;nbsp;trained_models.tar: This contains the final trained models&lt;/p&gt;
	&lt;/li&gt;
	&lt;li&gt;
	&lt;p&gt;atoMEC_data.tar.gz: This contains the output from the average-atom calculations.&lt;/p&gt;
	&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;For a more detailed explanation of the contents of these folders, please consult the README.md file of this&amp;nbsp;&lt;a href="https://github.com/atomec-project/neuralEOS"&gt;GitHub repository&lt;/a&gt;&lt;/p&gt;</description>
  </descriptions>
</resource>
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