---
_id: '66683'
abstract:
- lang: eng
  text: Design for Assembly, Disassembly and Reassembly (DfADR) prepares for high
    levels of material circularity in terms of repair and remanufacturing. The intention
    of reassembling products and their part simplies that inspection and sorting need
    to be integrated with value-conserving objectives. Further, disassembly and reassembly
    require higher competence levels of workforce than assembly. To provide the required
    information during engineering, a metadata model (MDM) is required that links
    established product models to capability models. Since processes to be carried
    out for realizing a product largely determine required employees’ capabilities,
    the proposed approach uses the ADR process domain to connect product and capability
    domains. The research is based on a systematic literature analysis to identify
    existing approaches regarding MDMs of ADR processes. Based on the results, an
    integrative MDM is developed that answers defined competence questions. The model
    enables queries which support engineers by feedback on which skills are required
    for a product. This builds up a basis to check whether required skills are available
    in the manufacturing company, either early in product engineering or later in
    ADR planning.
author:
- first_name: I.
  full_name: Gräßler, I.
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Thomas
  full_name: Hesse, Thomas
  id: '76202'
  last_name: Hesse
- first_name: Jens
  full_name: Pottebaum, Jens
  id: '405'
  last_name: Pottebaum
  orcid: http://orcid.org/0000-0001-8778-2989
citation:
  ama: 'Gräßler I, Hesse T, Pottebaum J. Enabling extreme data by using DS/AI approaches.
    In: Graessler I, ed. <i>1st International Symposium on Hybrid Intelligence in
    Product and Production Engineering</i>. Universitätsbibliothek; 2026. doi:<a href="https://doi.org/10.17619/UNIPB/1-2640">10.17619/UNIPB/1-2640</a>'
  apa: Gräßler, I., Hesse, T., &#38; Pottebaum, J. (2026). Enabling extreme data by
    using DS/AI approaches. In I. Graessler (Ed.), <i>1st International Symposium
    on Hybrid Intelligence in Product and Production Engineering</i>. Universitätsbibliothek.
    <a href="https://doi.org/10.17619/UNIPB/1-2640">https://doi.org/10.17619/UNIPB/1-2640</a>
  bibtex: '@inproceedings{Gräßler_Hesse_Pottebaum_2026, place={Paderborn}, title={Enabling
    extreme data by using DS/AI approaches}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-2640">10.17619/UNIPB/1-2640</a>},
    booktitle={1st International Symposium on Hybrid Intelligence in Product and Production
    Engineering}, publisher={Universitätsbibliothek}, author={Gräßler, I. and Hesse,
    Thomas and Pottebaum, Jens}, editor={Graessler, Iris}, year={2026} }'
  chicago: 'Gräßler, I., Thomas Hesse, and Jens Pottebaum. “Enabling Extreme Data
    by Using DS/AI Approaches.” In <i>1st International Symposium on Hybrid Intelligence
    in Product and Production Engineering</i>, edited by Iris Graessler. Paderborn:
    Universitätsbibliothek, 2026. <a href="https://doi.org/10.17619/UNIPB/1-2640">https://doi.org/10.17619/UNIPB/1-2640</a>.'
  ieee: 'I. Gräßler, T. Hesse, and J. Pottebaum, “Enabling extreme data by using DS/AI
    approaches,” in <i>1st International Symposium on Hybrid Intelligence in Product
    and Production Engineering</i>, Paderborn, 2026, doi: <a href="https://doi.org/10.17619/UNIPB/1-2640">10.17619/UNIPB/1-2640</a>.'
  mla: Gräßler, I., et al. “Enabling Extreme Data by Using DS/AI Approaches.” <i>1st
    International Symposium on Hybrid Intelligence in Product and Production Engineering</i>,
    edited by Iris Graessler, Universitätsbibliothek, 2026, doi:<a href="https://doi.org/10.17619/UNIPB/1-2640">10.17619/UNIPB/1-2640</a>.
  short: 'I. Gräßler, T. Hesse, J. Pottebaum, in: I. Graessler (Ed.), 1st International
    Symposium on Hybrid Intelligence in Product and Production Engineering, Universitätsbibliothek,
    Paderborn, 2026.'
conference:
  location: Paderborn
  start_date: '25'
date_created: 2026-08-07T11:59:52Z
date_updated: 2026-08-13T08:14:20Z
department:
- _id: '152'
doi: 10.17619/UNIPB/1-2640
editor:
- first_name: Iris
  full_name: Graessler, Iris
  last_name: Graessler
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
place: Paderborn
publication: 1st International Symposium on Hybrid Intelligence in Product and Production
  Engineering
publication_status: published
publisher: Universitätsbibliothek
quality_controlled: '1'
status: public
title: Enabling extreme data by using DS/AI approaches
type: conference
user_id: '76202'
year: '2026'
...
---
_id: '60013'
author:
- first_name: Iris
  full_name: Gräßler, Iris
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Jens
  full_name: Pottebaum, Jens
  id: '405'
  last_name: Pottebaum
  orcid: http://orcid.org/0000-0001-8778-2989
- first_name: Peter
  full_name: Nyhuis, Peter
  last_name: Nyhuis
- first_name: Matthias
  full_name: Schmidt, Matthias
  last_name: Schmidt
- first_name: Benedikt
  full_name: Grewe, Benedikt
  id: '52359'
  last_name: Grewe
- first_name: Felix
  full_name: Vollenkemper, Felix
  id: '74028'
  last_name: Vollenkemper
- first_name: Thomas
  full_name: Hesse, Thomas
  id: '76202'
  last_name: Hesse
- first_name: Tim
  full_name: Meinecke, Tim
  last_name: Meinecke
citation:
  ama: 'Gräßler I, Pottebaum J, Nyhuis P, et al. Evolving Design for Assembly, Disassembly
    and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision
    Support as an enabler for circular products. In: Hölzle K, Kreimeyer M, Roth D,
    Maier T, Riedel O, eds. <i>Stuttgarter Symposium Für Produktentwicklung (SSP)
    2025</i>. Fraunhofer IAO; 2025:509-518.'
  apa: 'Gräßler, I., Pottebaum, J., Nyhuis, P., Schmidt, M., Grewe, B., Vollenkemper,
    F., Hesse, T., &#38; Meinecke, T. (2025). Evolving Design for Assembly, Disassembly
    and Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision
    Support as an enabler for circular products. In K. Hölzle, M. Kreimeyer, D. Roth,
    T. Maier, &#38; O. Riedel (Eds.), <i>Stuttgarter Symposium für Produktentwicklung
    (SSP) 2025</i> (pp. 509–518). Fraunhofer IAO.'
  bibtex: '@inproceedings{Gräßler_Pottebaum_Nyhuis_Schmidt_Grewe_Vollenkemper_Hesse_Meinecke_2025,
    title={Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm:
    Design-for-Capabilities with Hybrid Decision Support as an enabler for circular
    products}, booktitle={Stuttgarter Symposium für Produktentwicklung (SSP) 2025},
    publisher={Fraunhofer IAO}, author={Gräßler, Iris and Pottebaum, Jens and Nyhuis,
    Peter and Schmidt, Matthias and Grewe, Benedikt and Vollenkemper, Felix and Hesse,
    Thomas and Meinecke, Tim}, editor={Hölzle, Katharina and Kreimeyer, Matthias and
    Roth, Daniel and Maier, Thomas and Riedel, Oliver}, year={2025}, pages={509–518}
    }'
  chicago: 'Gräßler, Iris, Jens Pottebaum, Peter Nyhuis, Matthias Schmidt, Benedikt
    Grewe, Felix Vollenkemper, Thomas Hesse, and Tim Meinecke. “Evolving Design for
    Assembly, Disassembly and Reassembly into a New Paradigm: Design-for-Capabilities
    with Hybrid Decision Support as an Enabler for Circular Products.” In <i>Stuttgarter
    Symposium Für Produktentwicklung (SSP) 2025</i>, edited by Katharina Hölzle, Matthias
    Kreimeyer, Daniel Roth, Thomas Maier, and Oliver Riedel, 509–18. Fraunhofer IAO,
    2025.'
  ieee: 'I. Gräßler <i>et al.</i>, “Evolving Design for Assembly, Disassembly and
    Reassembly into a new paradigm: Design-for-Capabilities with Hybrid Decision Support
    as an enabler for circular products,” in <i>Stuttgarter Symposium für Produktentwicklung
    (SSP) 2025</i>, Stuttgart, 2025, pp. 509–518.'
  mla: 'Gräßler, Iris, et al. “Evolving Design for Assembly, Disassembly and Reassembly
    into a New Paradigm: Design-for-Capabilities with Hybrid Decision Support as an
    Enabler for Circular Products.” <i>Stuttgarter Symposium Für Produktentwicklung
    (SSP) 2025</i>, edited by Katharina Hölzle et al., Fraunhofer IAO, 2025, pp. 509–18.'
  short: 'I. Gräßler, J. Pottebaum, P. Nyhuis, M. Schmidt, B. Grewe, F. Vollenkemper,
    T. Hesse, T. Meinecke, in: K. Hölzle, M. Kreimeyer, D. Roth, T. Maier, O. Riedel
    (Eds.), Stuttgarter Symposium Für Produktentwicklung (SSP) 2025, Fraunhofer IAO,
    2025, pp. 509–518.'
conference:
  end_date: 2025-05-22
  location: Stuttgart
  name: Stuttgarter Symposium für Produktentwicklung
  start_date: 2025-05-21
date_created: 2025-05-22T07:47:40Z
date_updated: 2025-11-11T06:11:36Z
department:
- _id: '152'
editor:
- first_name: Katharina
  full_name: Hölzle, Katharina
  last_name: Hölzle
- first_name: Matthias
  full_name: Kreimeyer, Matthias
  last_name: Kreimeyer
- first_name: Daniel
  full_name: Roth, Daniel
  last_name: Roth
- first_name: Thomas
  full_name: Maier, Thomas
  last_name: Maier
- first_name: Oliver
  full_name: Riedel, Oliver
  last_name: Riedel
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://elib.uni-stuttgart.de/items/82c396f0-b5ef-42ca-b9c3-28e9d301568d
oa: '1'
page: 509-518
publication: Stuttgarter Symposium für Produktentwicklung (SSP) 2025
publication_status: published
publisher: Fraunhofer IAO
quality_controlled: '1'
status: public
title: 'Evolving Design for Assembly, Disassembly and Reassembly into a new paradigm:
  Design-for-Capabilities with Hybrid Decision Support as an enabler for circular
  products'
type: conference
user_id: '52359'
year: '2025'
...