---
_id: '59478'
author:
- first_name: Iris
full_name: Gräßler, Iris
id: '47565'
last_name: Gräßler
orcid: 0000-0001-5765-971X
- first_name: Sven
full_name: Rarbach, Sven
id: '67999'
last_name: Rarbach
- first_name: Jens
full_name: Pottebaum, Jens
id: '405'
last_name: Pottebaum
orcid: http://orcid.org/0000-0001-8778-2989
citation:
ama: Gräßler I, Rarbach S, Pottebaum J. Data Quality in the Engineering of Circular
Products - Decision support for circular value creation through data ecosystems.
Industry 40 Science. 2025;2025(2). doi:10.30844/i4se.25.2.12
apa: Gräßler, I., Rarbach, S., & Pottebaum, J. (2025). Data Quality in the Engineering
of Circular Products - Decision support for circular value creation through data
ecosystems. Industry 4.0 Science, 2025(2). https://doi.org/10.30844/i4se.25.2.12
bibtex: '@article{Gräßler_Rarbach_Pottebaum_2025, title={Data Quality in the Engineering
of Circular Products - Decision support for circular value creation through data
ecosystems}, volume={2025}, DOI={10.30844/i4se.25.2.12},
number={2}, journal={Industry 4.0 Science}, publisher={GITO mbH Verlag}, author={Gräßler,
Iris and Rarbach, Sven and Pottebaum, Jens}, year={2025} }'
chicago: Gräßler, Iris, Sven Rarbach, and Jens Pottebaum. “Data Quality in the Engineering
of Circular Products - Decision Support for Circular Value Creation through Data
Ecosystems.” Industry 4.0 Science 2025, no. 2 (2025). https://doi.org/10.30844/i4se.25.2.12.
ieee: 'I. Gräßler, S. Rarbach, and J. Pottebaum, “Data Quality in the Engineering
of Circular Products - Decision support for circular value creation through data
ecosystems,” Industry 4.0 Science, vol. 2025, no. 2, 2025, doi: 10.30844/i4se.25.2.12.'
mla: Gräßler, Iris, et al. “Data Quality in the Engineering of Circular Products
- Decision Support for Circular Value Creation through Data Ecosystems.” Industry
4.0 Science, vol. 2025, no. 2, GITO mbH Verlag, 2025, doi:10.30844/i4se.25.2.12.
short: I. Gräßler, S. Rarbach, J. Pottebaum, Industry 4.0 Science 2025 (2025).
date_created: 2025-04-10T08:03:11Z
date_updated: 2025-04-10T08:04:33Z
department:
- _id: '152'
doi: 10.30844/i4se.25.2.12
intvolume: ' 2025'
issue: '2'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://doi.org/10.30844/I4SE.25.2.12
oa: '1'
publication: Industry 4.0 Science
publication_identifier:
issn:
- 2942-6170
publication_status: published
publisher: GITO mbH Verlag
quality_controlled: '1'
status: public
title: Data Quality in the Engineering of Circular Products - Decision support for
circular value creation through data ecosystems
type: journal_article
user_id: '67999'
volume: 2025
year: '2025'
...
---
_id: '58650'
abstract:
- lang: eng
text: 'Technical systems are characterized by increasing interdisciplinarity, complexity
and networking. A product and its corresponding production systems require interdisciplinary
multi-objective optimization. Sustainability and recyclability demands increase
said complexity. The efficiency of previously established engineering methods
is reaching its limits, which can only be overcome by systematic integration of
extreme data. The aim of "hybrid decision support" is as follows: Data science
and artificial intelligence should be used to supplement human capabilities in
conjunction with existing heuristics, methods, modeling and simulation to increase
the efficiency of product creation.'
alternative_title:
- Hybride Entscheidungsunterstützung in der Produktentstehung - Mit Data Science und
Künstlicher Intelligenz die Leistungsfähigkeit erhöhen
article_type: original
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: Rainer
full_name: Stark, Rainer
last_name: Stark
- first_name: Klaus-Dieter
full_name: Thoben, Klaus-Dieter
last_name: Thoben
- first_name: Petra
full_name: Wiederkehr, Petra
last_name: Wiederkehr
citation:
ama: Gräßler I, Pottebaum J, Nyhuis P, Stark R, Thoben K-D, Wiederkehr P. Hybrid
Decision Support in Product Creation - Improving performance with data science
and artificial intelligence. Industry 40 Science. 2025;2025(1). doi:10.30844/i4sd.25.1.18
apa: Gräßler, I., Pottebaum, J., Nyhuis, P., Stark, R., Thoben, K.-D., & Wiederkehr,
P. (2025). Hybrid Decision Support in Product Creation - Improving performance
with data science and artificial intelligence. Industry 4.0 Science, 2025(1).
https://doi.org/10.30844/i4sd.25.1.18
bibtex: '@article{Gräßler_Pottebaum_Nyhuis_Stark_Thoben_Wiederkehr_2025, title={Hybrid
Decision Support in Product Creation - Improving performance with data science
and artificial intelligence}, volume={2025}, DOI={10.30844/i4sd.25.1.18},
number={1}, journal={Industry 4.0 Science}, publisher={GITO mbH Verlag}, author={Gräßler,
Iris and Pottebaum, Jens and Nyhuis, Peter and Stark, Rainer and Thoben, Klaus-Dieter
and Wiederkehr, Petra}, year={2025} }'
chicago: Gräßler, Iris, Jens Pottebaum, Peter Nyhuis, Rainer Stark, Klaus-Dieter
Thoben, and Petra Wiederkehr. “Hybrid Decision Support in Product Creation - Improving
Performance with Data Science and Artificial Intelligence.” Industry 4.0 Science
2025, no. 1 (2025). https://doi.org/10.30844/i4sd.25.1.18.
ieee: 'I. Gräßler, J. Pottebaum, P. Nyhuis, R. Stark, K.-D. Thoben, and P. Wiederkehr,
“Hybrid Decision Support in Product Creation - Improving performance with data
science and artificial intelligence,” Industry 4.0 Science, vol. 2025,
no. 1, 2025, doi: 10.30844/i4sd.25.1.18.'
mla: Gräßler, Iris, et al. “Hybrid Decision Support in Product Creation - Improving
Performance with Data Science and Artificial Intelligence.” Industry 4.0 Science,
vol. 2025, no. 1, GITO mbH Verlag, 2025, doi:10.30844/i4sd.25.1.18.
short: I. Gräßler, J. Pottebaum, P. Nyhuis, R. Stark, K.-D. Thoben, P. Wiederkehr,
Industry 4.0 Science 2025 (2025).
date_created: 2025-02-15T09:31:30Z
date_updated: 2025-02-15T09:40:52Z
department:
- _id: '152'
doi: 10.30844/i4sd.25.1.18
intvolume: ' 2025'
issue: '1'
keyword:
- AI
- artificial intelligence
- Data Science
- decision support
- extreme data
- Künstliche Intelligenz
- product creation
- product development
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: Industry 4.0 Science
publication_identifier:
issn:
- 2942-6170
publication_status: published
publisher: GITO mbH Verlag
quality_controlled: '1'
status: public
title: Hybrid Decision Support in Product Creation - Improving performance with data
science and artificial intelligence
type: journal_article
user_id: '405'
volume: 2025
year: '2025'
...
---
_id: '60940'
author:
- first_name: Iris
full_name: Gräßler, Iris
id: '47565'
last_name: Gräßler
orcid: 0000-0001-5765-971X
- first_name: Sven
full_name: Rarbach, Sven
id: '67999'
last_name: Rarbach
- first_name: Benedikt
full_name: Grewe, Benedikt
id: '52359'
last_name: Grewe
citation:
ama: Gräßler I, Rarbach S, Grewe B. Strategic Product Planning Model – Digital twins
for circular products and production processes. Industry 40 Science. 2025;2025(3).
doi:10.30844/i4se.25.3.24
apa: Gräßler, I., Rarbach, S., & Grewe, B. (2025). Strategic Product Planning
Model – Digital twins for circular products and production processes. Industry
4.0 Science, 2025(3). https://doi.org/10.30844/i4se.25.3.24
bibtex: '@article{Gräßler_Rarbach_Grewe_2025, title={Strategic Product Planning
Model – Digital twins for circular products and production processes}, volume={2025},
DOI={10.30844/i4se.25.3.24},
number={3}, journal={Industry 4.0 Science}, publisher={GITO mbH Verlag}, author={Gräßler,
Iris and Rarbach, Sven and Grewe, Benedikt}, year={2025} }'
chicago: Gräßler, Iris, Sven Rarbach, and Benedikt Grewe. “Strategic Product Planning
Model – Digital Twins for Circular Products and Production Processes.” Industry
4.0 Science 2025, no. 3 (2025). https://doi.org/10.30844/i4se.25.3.24.
ieee: 'I. Gräßler, S. Rarbach, and B. Grewe, “Strategic Product Planning Model –
Digital twins for circular products and production processes,” Industry 4.0
Science, vol. 2025, no. 3, 2025, doi: 10.30844/i4se.25.3.24.'
mla: Gräßler, Iris, et al. “Strategic Product Planning Model – Digital Twins for
Circular Products and Production Processes.” Industry 4.0 Science, vol.
2025, no. 3, GITO mbH Verlag, 2025, doi:10.30844/i4se.25.3.24.
short: I. Gräßler, S. Rarbach, B. Grewe, Industry 4.0 Science 2025 (2025).
date_created: 2025-08-18T10:01:42Z
date_updated: 2025-11-11T06:10:38Z
department:
- _id: '152'
doi: 10.30844/i4se.25.3.24
intvolume: ' 2025'
issue: '3'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://doi.org/10.30844/I4SD.25.3.24
oa: '1'
publication: Industry 4.0 Science
publication_identifier:
issn:
- 2942-6170
publication_status: published
publisher: GITO mbH Verlag
quality_controlled: '1'
status: public
title: Strategic Product Planning Model – Digital twins for circular products and
production processes
type: journal_article
user_id: '52359'
volume: 2025
year: '2025'
...