---
_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. <i>Industry 40 Science</i>. 2025;2025(1). doi:<a
    href="https://doi.org/10.30844/i4sd.25.1.18">10.30844/i4sd.25.1.18</a>
  apa: Gräßler, I., Pottebaum, J., Nyhuis, P., Stark, R., Thoben, K.-D., &#38; Wiederkehr,
    P. (2025). Hybrid Decision Support in Product Creation - Improving performance
    with data science and artificial intelligence. <i>Industry 4.0 Science</i>, <i>2025</i>(1).
    <a href="https://doi.org/10.30844/i4sd.25.1.18">https://doi.org/10.30844/i4sd.25.1.18</a>
  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={<a href="https://doi.org/10.30844/i4sd.25.1.18">10.30844/i4sd.25.1.18</a>},
    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.” <i>Industry 4.0 Science</i>
    2025, no. 1 (2025). <a href="https://doi.org/10.30844/i4sd.25.1.18">https://doi.org/10.30844/i4sd.25.1.18</a>.
  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,” <i>Industry 4.0 Science</i>, vol. 2025,
    no. 1, 2025, doi: <a href="https://doi.org/10.30844/i4sd.25.1.18">10.30844/i4sd.25.1.18</a>.'
  mla: Gräßler, Iris, et al. “Hybrid Decision Support in Product Creation - Improving
    Performance with Data Science and Artificial Intelligence.” <i>Industry 4.0 Science</i>,
    vol. 2025, no. 1, GITO mbH Verlag, 2025, doi:<a href="https://doi.org/10.30844/i4sd.25.1.18">10.30844/i4sd.25.1.18</a>.
  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: '23779'
abstract:
- lang: ger
  text: "Produktentstehung (PE) bezieht sich auf den Prozess der Planung und Entwicklung
    eines Produkts sowie der damit verbundenen Dienstleistungen von der ersten Idee
    bis zur Herstellung und zum Vertrieb. Während dieses Prozesses gibt es zahlreiche
    Aufgaben, die von menschlichem Fachwissen abhängen und typischerweise von erfahrenen
    Experten übernommen werden. Da sich das Feld der Künstlichen Intelligenz (KI)
    immer weiterentwickelt und seinen Weg in den Fertigungssektor findet, gibt es
    viele Möglichkeiten für eine Anwendung von KI, um bei der Lösung der oben genannten
    Aufgaben zu helfen. In diesem Paper geben wir einen umfassenden Überblick über
    den aktuellen Stand der Technik des Einsatzes von KI in der PE. \r\nIm Detail
    analysieren wir 40 bestehende Surveys zu KI in der PE und 94 Case Studies, um
    herauszufinden, welche Bereiche der PE von der aktuellen Forschung in diesem Bereich
    vorrangig adressiert werden, wie ausgereift die diskutierten KI-Methoden sind
    und inwieweit datenzentrierte Ansätze in der aktuellen Forschung genutzt werden."
- lang: eng
  text: "Product Creation (PC) refers to the process of planning and developing a
    product as well as related services from the initial idea until manufacturing
    and distribution. Throughout this process, there are numerous tasks that depend
    on human expertise and are typically undertaken by experienced practitioners.
    As the field of Artificial Intelligence (AI) continues to evolve and finds its
    way into the manufacturing sector, there exist many possibilities for an application
    of AI in order to assist in solving aforementioned tasks. In this work, we provide
    a comprehensive overview of the current state of the art of the use of AI in PC.
    \r\nIn detail, we analyze 40 existing surveys on AI in PC and 94 case studies
    in order to find out which areas of PC are primarily addressed by current research
    in this field, how mature the discussed AI methods are, and to which extent data-centric
    approaches are utilized in current research."
author:
- first_name: Ruslan
  full_name: Bernijazov, Ruslan
  last_name: Bernijazov
- first_name: Alexander
  full_name: Dicks, Alexander
  last_name: Dicks
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
- first_name: Marc
  full_name: Foullois, Marc
  last_name: Foullois
- first_name: Jonas Manuel
  full_name: Hanselle, Jonas Manuel
  id: '43980'
  last_name: Hanselle
  orcid: 0000-0002-1231-4985
- first_name: Eyke
  full_name: Hüllermeier, Eyke
  id: '48129'
  last_name: Hüllermeier
- first_name: Gökce
  full_name: Karakaya, Gökce
  last_name: Karakaya
- first_name: Patrick
  full_name: Ködding, Patrick
  id: '45402'
  last_name: Ködding
- first_name: Volker
  full_name: Lohweg, Volker
  last_name: Lohweg
- first_name: Manuel
  full_name: Malatyali, Manuel
  id: '41265'
  last_name: Malatyali
- first_name: Friedhelm
  full_name: Meyer auf der Heide, Friedhelm
  id: '15523'
  last_name: Meyer auf der Heide
- first_name: Melina
  full_name: Panzner, Melina
  last_name: Panzner
- first_name: Christian
  full_name: Soltenborn, Christian
  id: '1737'
  last_name: Soltenborn
  orcid: 0000-0002-0342-8227
citation:
  ama: 'Bernijazov R, Dicks A, Dumitrescu R, et al. A Meta-Review on Artificial Intelligence
    in Product Creation. In: <i>Proceedings of the 30th International Joint Conference
    on Artificial Intelligence (IJCAI-21)</i>. ; 2021.'
  apa: Bernijazov, R., Dicks, A., Dumitrescu, R., Foullois, M., Hanselle, J. M., Hüllermeier,
    E., Karakaya, G., Ködding, P., Lohweg, V., Malatyali, M., Meyer auf der Heide,
    F., Panzner, M., &#38; Soltenborn, C. (2021). A Meta-Review on Artificial Intelligence
    in Product Creation. <i>Proceedings of the 30th International Joint Conference
    on Artificial Intelligence (IJCAI-21)</i>. 30th International Joint Conference
    on Artificial Intelligence (IJCAI 2021) - Workshop “AI and Product Design,” Montreal,
    Kanada.
  bibtex: '@inproceedings{Bernijazov_Dicks_Dumitrescu_Foullois_Hanselle_Hüllermeier_Karakaya_Ködding_Lohweg_Malatyali_et
    al._2021, title={A Meta-Review on Artificial Intelligence in Product Creation},
    booktitle={Proceedings of the 30th International Joint Conference on Artificial
    Intelligence (IJCAI-21)}, author={Bernijazov, Ruslan and Dicks, Alexander and
    Dumitrescu, Roman and Foullois, Marc and Hanselle, Jonas Manuel and Hüllermeier,
    Eyke and Karakaya, Gökce and Ködding, Patrick and Lohweg, Volker and Malatyali,
    Manuel and et al.}, year={2021} }'
  chicago: Bernijazov, Ruslan, Alexander Dicks, Roman Dumitrescu, Marc Foullois, Jonas
    Manuel Hanselle, Eyke Hüllermeier, Gökce Karakaya, et al. “A Meta-Review on Artificial
    Intelligence in Product Creation.” In <i>Proceedings of the 30th International
    Joint Conference on Artificial Intelligence (IJCAI-21)</i>, 2021.
  ieee: R. Bernijazov <i>et al.</i>, “A Meta-Review on Artificial Intelligence in Product
    Creation,” presented at the 30th International Joint Conference on Artificial
    Intelligence (IJCAI 2021) - Workshop “AI and Product Design,” Montreal, Kanada,
    2021.
  mla: Bernijazov, Ruslan, et al. “A Meta-Review on Artificial Intelligence in Product
    Creation.” <i>Proceedings of the 30th International Joint Conference on Artificial
    Intelligence (IJCAI-21)</i>, 2021.
  short: 'R. Bernijazov, A. Dicks, R. Dumitrescu, M. Foullois, J.M. Hanselle, E. Hüllermeier,
    G. Karakaya, P. Ködding, V. Lohweg, M. Malatyali, F. Meyer auf der Heide, M. Panzner,
    C. Soltenborn, in: Proceedings of the 30th International Joint Conference on Artificial
    Intelligence (IJCAI-21), 2021.'
conference:
  end_date: 2021-08-26
  location: Montreal, Kanada
  name: 30th International Joint Conference on Artificial Intelligence (IJCAI 2021)
    - Workshop "AI and Product Design"
  start_date: 2021-08-19
date_created: 2021-09-06T08:23:45Z
date_updated: 2022-01-06T06:55:59Z
department:
- _id: '63'
- _id: '563'
- _id: '355'
- _id: '241'
keyword:
- Artificial Intelligence Product Creation Literature Review
language:
- iso: eng
main_file_link:
- url: https://www.hsu-hh.de/imb/wp-content/uploads/sites/677/2021/08/A-Meta-Review-on-Artificial-Intelligence-in-Product-Creation.pdf
publication: Proceedings of the 30th International Joint Conference on Artificial
  Intelligence (IJCAI-21)
publication_status: epub_ahead
quality_controlled: '1'
status: public
title: A Meta-Review on Artificial Intelligence in Product Creation
type: conference
user_id: '15415'
year: '2021'
...