---
_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. 1st International Symposium on Hybrid Intelligence in
Product and Production Engineering. Universitätsbibliothek; 2026. doi:10.17619/UNIPB/1-2640'
apa: Gräßler, I., Hesse, T., & Pottebaum, J. (2026). Enabling extreme data by
using DS/AI approaches. In I. Graessler (Ed.), 1st International Symposium
on Hybrid Intelligence in Product and Production Engineering. Universitätsbibliothek.
https://doi.org/10.17619/UNIPB/1-2640
bibtex: '@inproceedings{Gräßler_Hesse_Pottebaum_2026, place={Paderborn}, title={Enabling
extreme data by using DS/AI approaches}, DOI={10.17619/UNIPB/1-2640},
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 1st International Symposium on Hybrid Intelligence
in Product and Production Engineering, edited by Iris Graessler. Paderborn:
Universitätsbibliothek, 2026. https://doi.org/10.17619/UNIPB/1-2640.'
ieee: 'I. Gräßler, T. Hesse, and J. Pottebaum, “Enabling extreme data by using DS/AI
approaches,” in 1st International Symposium on Hybrid Intelligence in Product
and Production Engineering, Paderborn, 2026, doi: 10.17619/UNIPB/1-2640.'
mla: Gräßler, I., et al. “Enabling Extreme Data by Using DS/AI Approaches.” 1st
International Symposium on Hybrid Intelligence in Product and Production Engineering,
edited by Iris Graessler, Universitätsbibliothek, 2026, doi:10.17619/UNIPB/1-2640.
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:
end_date: 2026-03-26
location: Paderborn
start_date: 2026-03-24
date_created: 2026-08-07T11:59:52Z
date_updated: 2026-10-16T10:01:18Z
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: '67567'
abstract:
- lang: eng
text: This research article addresses the critical gap in describing human capabilities
for assembly, disassembly and reassembly processes in production systems at a
granular level. As circular economy principles become essential in manufacturing,
understanding production-centered capabilityr equirements is increasingly vital.
While most metadata models focus on technical resources, existing human capability
models either focus narrowly on human-robot collaboration or lack integration
across diverse capability dimensions. This study conducts a systematic literature
review following the PRISMA scheme, examining different scientific databases to
develop a comprehensive, production-centered metadata model. The resulting model
formalizes three fundamental classes as well as two supplemental classes for describing
human resources while incorporating knowledge and possible legal requirements
essential for production environments. The present article proposes a holistic
integration of capabilities from a human factor perspective, with the objective
of facilitating data science and artificial intelligence approaches to inform
decisions in the product creation process. The developed metadata model provides
the foundation for decision support systems that match human capabilities to specific
production tasks and requirements, advancing circular manufacturing practices
and sustainable production system design.
author:
- first_name: Tim
full_name: Meinecke, Tim
last_name: Meinecke
- first_name: Thomas
full_name: Hesse, Thomas
id: '76202'
last_name: Hesse
- first_name: Iris
full_name: Gräßler, Iris
id: '47565'
last_name: Gräßler
orcid: 0000-0001-5765-971X
- first_name: Matthias
full_name: Schmidt, Matthias
last_name: Schmidt
citation:
ama: 'Meinecke T, Hesse T, Gräßler I, Schmidt M. Literature analysis and development
of a metadata model for human capability description in production. In: Meinecke tim,
ed. 1st International Symposium on Hybrid Intelligence in Product and Production
Engineering. Universitätsbibliothek; 2026. doi:10.17619/UNIPB/1-2645'
apa: Meinecke, T., Hesse, T., Gräßler, I., & Schmidt, M. (2026). Literature
analysis and development of a metadata model for human capability description
in production. In tim Meinecke (Ed.), 1st International Symposium on Hybrid
Intelligence in Product and Production Engineering. Universitätsbibliothek.
https://doi.org/10.17619/UNIPB/1-2645
bibtex: '@inproceedings{Meinecke_Hesse_Gräßler_Schmidt_2026, place={Paderborn},
title={Literature analysis and development of a metadata model for human capability
description in production}, DOI={10.17619/UNIPB/1-2645},
booktitle={1st International Symposium on Hybrid Intelligence in Product and Production
Engineering}, publisher={Universitätsbibliothek}, author={Meinecke, Tim and Hesse,
Thomas and Gräßler, Iris and Schmidt, Matthias}, editor={Meinecke, tim}, year={2026}
}'
chicago: 'Meinecke, Tim, Thomas Hesse, Iris Gräßler, and Matthias Schmidt. “Literature
Analysis and Development of a Metadata Model for Human Capability Description
in Production.” In 1st International Symposium on Hybrid Intelligence in Product
and Production Engineering, edited by tim Meinecke. Paderborn: Universitätsbibliothek,
2026. https://doi.org/10.17619/UNIPB/1-2645.'
ieee: 'T. Meinecke, T. Hesse, I. Gräßler, and M. Schmidt, “Literature analysis and
development of a metadata model for human capability description in production,”
in 1st International Symposium on Hybrid Intelligence in Product and Production
Engineering, Paderborn, 2026, doi: 10.17619/UNIPB/1-2645.'
mla: Meinecke, Tim, et al. “Literature Analysis and Development of a Metadata Model
for Human Capability Description in Production.” 1st International Symposium
on Hybrid Intelligence in Product and Production Engineering, edited by tim
Meinecke, Universitätsbibliothek, 2026, doi:10.17619/UNIPB/1-2645.
short: 'T. Meinecke, T. Hesse, I. Gräßler, M. Schmidt, in: tim Meinecke (Ed.),
1st International Symposium on Hybrid Intelligence in Product and Production Engineering,
Universitätsbibliothek, Paderborn, 2026.'
conference:
end_date: 2026-03-26
location: Paderborn
start_date: 2026-03-24
date_created: 2026-10-16T09:56:52Z
date_updated: 2026-10-16T10:01:22Z
doi: 10.17619/UNIPB/1-2645
editor:
- first_name: tim
full_name: Meinecke, tim
last_name: Meinecke
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: Literature analysis and development of a metadata model for human capability
description in production
type: conference
user_id: '76202'
year: '2026'
...
---
_id: '67568'
abstract:
- lang: eng
text: Kreislaufgerechte Produkte müssen de- und remontierbar entwickelt werden.
Der Beitrag stellt ein semantisches Modell vor, welches die Fähigkeiten von Menschen
und technischen Hilfsmitteln für Montage-, Demontage- und Remontage-Prozesse unter
Berücksichtigung des Produkts und der Prozessabläufe repräsentiert. Wechselwirkungen
werden durch eine Simulationsstudie nachgewiesen. Das Modell dient dazu, das Produkt
gezielt auf Fähigkeiten auszulegen und so Materialzirkularität zu fördern.
alternative_title:
- Modell zur frühzeitigen Berücksichtigung benötigter Fähigkeiten für Remontage-orientierte
Demontage- und Inspektionsprozesse
author:
- first_name: Iris
full_name: Gräßler, Iris
id: '47565'
last_name: Gräßler
orcid: 0000-0001-5765-971X
- first_name: Thomas
full_name: Hesse, Thomas
id: '76202'
last_name: Hesse
- first_name: Felix
full_name: Vollenkemper, Felix
id: '74028'
last_name: Vollenkemper
- 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, Vollenkemper F, Pottebaum J. Fähigkeitsgerechte Auslegung
kreislaufgerechter Produkte. Zeitschrift für wirtschaftlichen Fabrikbetrieb.
2026;121(9):582-586. doi:10.1515/zwf-2026-1120
apa: Gräßler, I., Hesse, T., Vollenkemper, F., & Pottebaum, J. (2026). Fähigkeitsgerechte
Auslegung kreislaufgerechter Produkte. Zeitschrift Für Wirtschaftlichen Fabrikbetrieb,
121(9), 582–586. https://doi.org/10.1515/zwf-2026-1120
bibtex: '@article{Gräßler_Hesse_Vollenkemper_Pottebaum_2026, title={Fähigkeitsgerechte
Auslegung kreislaufgerechter Produkte}, volume={121}, DOI={10.1515/zwf-2026-1120},
number={9}, journal={Zeitschrift für wirtschaftlichen Fabrikbetrieb}, publisher={Walter
de Gruyter GmbH}, author={Gräßler, Iris and Hesse, Thomas and Vollenkemper, Felix
and Pottebaum, Jens}, year={2026}, pages={582–586} }'
chicago: 'Gräßler, Iris, Thomas Hesse, Felix Vollenkemper, and Jens Pottebaum. “Fähigkeitsgerechte
Auslegung Kreislaufgerechter Produkte.” Zeitschrift Für Wirtschaftlichen Fabrikbetrieb
121, no. 9 (2026): 582–86. https://doi.org/10.1515/zwf-2026-1120.'
ieee: 'I. Gräßler, T. Hesse, F. Vollenkemper, and J. Pottebaum, “Fähigkeitsgerechte
Auslegung kreislaufgerechter Produkte,” Zeitschrift für wirtschaftlichen Fabrikbetrieb,
vol. 121, no. 9, pp. 582–586, 2026, doi: 10.1515/zwf-2026-1120.'
mla: Gräßler, Iris, et al. “Fähigkeitsgerechte Auslegung Kreislaufgerechter Produkte.”
Zeitschrift Für Wirtschaftlichen Fabrikbetrieb, vol. 121, no. 9, Walter
de Gruyter GmbH, 2026, pp. 582–86, doi:10.1515/zwf-2026-1120.
short: I. Gräßler, T. Hesse, F. Vollenkemper, J. Pottebaum, Zeitschrift Für Wirtschaftlichen
Fabrikbetrieb 121 (2026) 582–586.
date_created: 2026-10-16T09:58:25Z
date_updated: 2026-10-16T10:02:52Z
department:
- _id: '152'
doi: 10.1515/zwf-2026-1120
intvolume: ' 121'
issue: '9'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://www.degruyterbrill.com/de/document/doi/10.1515/zwf-2026-1120/html
oa: '1'
page: 582-586
publication: Zeitschrift für wirtschaftlichen Fabrikbetrieb
publication_identifier:
issn:
- 2511-0896
- 0947-0085
publication_status: published
publisher: Walter de Gruyter GmbH
quality_controlled: '1'
status: public
title: Fähigkeitsgerechte Auslegung kreislaufgerechter Produkte
type: journal_article
user_id: '74028'
volume: 121
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. Stuttgarter Symposium Für Produktentwicklung (SSP)
2025. Fraunhofer IAO; 2025:509-518.'
apa: 'Gräßler, I., Pottebaum, J., Nyhuis, P., Schmidt, M., Grewe, B., Vollenkemper,
F., Hesse, T., & 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, & O. Riedel (Eds.), Stuttgarter Symposium für Produktentwicklung
(SSP) 2025 (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 Stuttgarter
Symposium Für Produktentwicklung (SSP) 2025, edited by Katharina Hölzle, Matthias
Kreimeyer, Daniel Roth, Thomas Maier, and Oliver Riedel, 509–18. Fraunhofer IAO,
2025.'
ieee: 'I. Gräßler 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 Stuttgarter Symposium für Produktentwicklung
(SSP) 2025, 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.” Stuttgarter Symposium Für Produktentwicklung
(SSP) 2025, 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'
...