July 14, 2026 Software Open Access

Starke, Sebastian; Šmíd, Michal; Steinbach, Peter

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  <identifier identifierType="DOI">10.14278/rodare.4786</identifier>
  <creators>
    <creator>
      <creatorName>Starke, Sebastian</creatorName>
      <givenName>Sebastian</givenName>
      <familyName>Starke</familyName>
      <affiliation>HZDR</affiliation>
    </creator>
    <creator>
      <creatorName>Šmíd, Michal</creatorName>
      <givenName>Michal</givenName>
      <familyName>Šmíd</familyName>
      <affiliation>HZDR</affiliation>
    </creator>
    <creator>
      <creatorName>Steinbach, Peter</creatorName>
      <givenName>Peter</givenName>
      <familyName>Steinbach</familyName>
      <affiliation>HZDR</affiliation>
    </creator>
  </creators>
  <titles>
    <title>Bremsstrahlung Denoising Software for X-ray Data Using Equivariant Neural Networks</title>
  </titles>
  <publisher>Rodare</publisher>
  <publicationYear>2026</publicationYear>
  <dates>
    <date dateType="Issued">2026-07-14</date>
  </dates>
  <resourceType resourceTypeGeneral="Software"/>
  <alternateIdentifiers>
    <alternateIdentifier alternateIdentifierType="url">https://rodare.hzdr.de/record/4786</alternateIdentifier>
  </alternateIdentifiers>
  <relatedIdentifiers>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsIdenticalTo">https://www.hzdr.de/publications/Publ-43660</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="DOI" relationType="IsVersionOf">10.14278/rodare.4785</relatedIdentifier>
    <relatedIdentifier relatedIdentifierType="URL" relationType="IsPartOf">https://rodare.hzdr.de/communities/rodare</relatedIdentifier>
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    <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;Large ammount of energetic bremstrahlung is created in experiments where ultra high intensity laser interacts with solid targets. This constitutes a distinct background signal on detectors used in the experiment. Such background then can obscure the desired measured signal. We provide a tool which can distinguish this background from the useful signal. The first and prominent case where this was utilized is in the detection of Small angle x-ray scattering (SAXS) diagnostics at the HED instrument at European XFEL, but we believe this tool could find much broader usage.&lt;/p&gt;</description>
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