Dataset Open Access
<?xml version='1.0' encoding='utf-8'?> <resource xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns="http://datacite.org/schema/kernel-4" xsi:schemaLocation="http://datacite.org/schema/kernel-4 http://schema.datacite.org/meta/kernel-4.1/metadata.xsd"> <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"><p>Data for the&nbsp;paper &quot;Physics-enhanced neural networks for equation-of-state calculations&quot;</p> <p>There are two tar folders:</p> <ol> <li> <p>&nbsp;trained_models.tar: This contains the final trained models</p> </li> <li> <p>atoMEC_data.tar.gz: This contains the output from the average-atom calculations.</p> </li> </ol> <p>For a more detailed explanation of the contents of these folders, please consult the README.md file of this&nbsp;<a href="https://github.com/atomec-project/neuralEOS">GitHub repository</a></p></description> </descriptions> </resource>
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