April 29, 2026 Software Open Access

Creutzburg, Sascha; Rustamov, Jeyhun; Bornschein, Jens; Ganeva, Marina; Gerlach, Alexander; Häusler, Stefan; Helm, Bernd; Hinderhofer, Alexander; Juzak, Robert; Koutsioumpas, Alexandros; Munteanu, Valentin; Pandit, Vedhas Sadanand; Schreiber, Frank; Mothes, Nico; Kelling, Jeffrey

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{
  "keywords": [
    "Ill-posed Inverse Problems", 
    "Reflectometry", 
    "Machine Learning"
  ], 
  "sameAs": [
    "https://www.hzdr.de/publications/Publ-43563"
  ], 
  "description": "<p>VIPR (Versatile Inverse Problem Software Framework) is a plugin-based framework for reproducible machine-learning-driven solutions to scientific inverse problems. It addresses ill-posed reconstruction tasks caused by loss of phase information during measurement, where direct inversion is not possible. It implements a modular architecture with domain-specific plugins to produce configurable machine learning workflows, including both deterministic and probabilistic models. Workflows are defined via declarative YAML configurations and can be executed through a command-line interface or a containerized web application. For a given experimental dataset, VIPR produces standardized analysis artifacts, including visualizations and statistical summaries.</p>", 
  "identifier": "https://doi.org/10.14278/rodare.4633", 
  "url": "https://rodare.hzdr.de/record/4633", 
  "creator": [
    {
      "affiliation": "Helm & Walter IT-Solutions GmbH, Dresden, Germany", 
      "name": "Creutzburg, Sascha", 
      "@id": "https://orcid.org/0000-0002-4391-4270", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany", 
      "name": "Rustamov, Jeyhun", 
      "@id": "https://orcid.org/0000-0002-4803-2461", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Helm & Walter IT-Solutions GmbH, Dresden, Germany", 
      "name": "Bornschein, Jens", 
      "@type": "Person"
    }, 
    {
      "affiliation": "J\u00fclich Centre for Neutron Science (JCNS) at Heinz Maier-Leibnitz Zentrum (MLZ), Forschungszentrum J\u00fclich GmbH, J\u00fclich, Germany", 
      "name": "Ganeva, Marina", 
      "@id": "https://orcid.org/0000-0001-7624-101X", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany", 
      "name": "Gerlach, Alexander", 
      "@id": "https://orcid.org/0000-0001-6794-5349", 
      "@type": "Person"
    }, 
    {
      "affiliation": "J\u00fclich Centre for Neutron Science (JCNS) at Heinz Maier-Leibnitz Zentrum (MLZ), Forschungszentrum J\u00fclich GmbH, J\u00fclich, Germany", 
      "name": "H\u00e4usler, Stefan", 
      "@id": "https://orcid.org/0000-0003-0772-8662", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Helm & Walter IT-Solutions GmbH, Dresden, Germany", 
      "name": "Helm, Bernd", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany", 
      "name": "Hinderhofer, Alexander", 
      "@id": "https://orcid.org/0000-0001-8152-6386", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Helm & Walter IT-Solutions GmbH, Dresden, Germany", 
      "name": "Juzak, Robert", 
      "@type": "Person"
    }, 
    {
      "affiliation": "J\u00fclich Centre for Neutron Science (JCNS) at Heinz Maier-Leibnitz Zentrum (MLZ), Forschungszentrum J\u00fclich GmbH, J\u00fclich, Germany", 
      "name": "Koutsioumpas, Alexandros", 
      "@id": "https://orcid.org/0000-0001-9417-5108", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany", 
      "name": "Munteanu, Valentin", 
      "@id": "https://orcid.org/0000-0002-5897-3863", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany", 
      "name": "Pandit, Vedhas Sadanand", 
      "@id": "https://orcid.org/0000-0002-1983-8140", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Universit\u00e4t T\u00fcbingen, T\u00fcbingen, Germany", 
      "name": "Schreiber, Frank", 
      "@id": "https://orcid.org/0000-0003-3659-6718", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Helm & Walter IT-Solutions GmbH, Dresden, Germany", 
      "name": "Mothes, Nico", 
      "@type": "Person"
    }, 
    {
      "affiliation": "Helmholtz-Zentrum Dresden-Rossendorf, Dresden, Germany", 
      "name": "Kelling, Jeffrey", 
      "@id": "https://orcid.org/0000-0003-1761-2591", 
      "@type": "Person"
    }
  ], 
  "name": "VIPR (Versatile Inverse Problem Software Framework) unified demonstrator", 
  "datePublished": "2026-04-29", 
  "@context": "https://schema.org/", 
  "@type": "SoftwareSourceCode", 
  "version": "rodare-1", 
  "license": "https://opensource.org/licenses/LGPL-3.0", 
  "@id": "https://doi.org/10.14278/rodare.4633"
}