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@ARTICLE{Madysa:361895,
      author       = {Madysa, Penelope Johanna Nico and Appel, Sabrina},
      collaboration = {Kain, V. and Schenk, M.},
      title        = {{G}eoff: {T}he generic optimization framework $\&$ frontend
                      for particle accelerator controls},
      journal      = {SoftwareX},
      volume       = {32},
      issn         = {2352-7110},
      address      = {Amsterdam [u.a.]},
      publisher    = {Elsevier},
      reportid     = {GSI-2025-01038},
      pages        = {102335},
      year         = {2025},
      note         = {This is an open access article under the CC BY license (
                      http://creativecommons.org/licenses/by/4.0/)},
      abstract     = {Geoff is a collection of Python packages that form a
                      framework for automation of particle accelerator controls.
                      With particle accelerator laboratories around the world
                      researching machine learning techniques to improve
                      accelerator performance and uptime, a multitude of
                      approaches and algorithms have emerged. The purpose of Geoff
                      is to harmonize these approaches and to minimize friction
                      when comparing or migrating between them. It provides
                      standardized interfaces for optimization problems, utility
                      functions to speed up development, and a reference GUI
                      application that ties everything together. Geoff is an
                      open-source library developed at CERN and maintained and
                      updated in collaboration between CERN and GSI as part of the
                      EURO-LABS project. This paper gives an overview over
                      Geoff’s design, features, and current usage.},
      cin          = {APH},
      ddc          = {004},
      cid          = {I:(DE-Ds200)APH-20060809OR090},
      pnm          = {621 - Accelerator Research and Development (POF4-621) /
                      EURO-LABS - EUROpean Laboratories for Accelerator Based
                      Science (101057511)},
      pid          = {G:(DE-HGF)POF4-621 / G:(EU-Grant)101057511},
      experiment   = {EXP:(DE-Ds200)FAIR-Facility},
      typ          = {PUB:(DE-HGF)16},
      UT           = {WOS:001576933100001},
      doi          = {10.1016/j.softx.2025.102335},
      url          = {https://repository.gsi.de/record/361895},
}