---
_id: '58425'
abstract:
- lang: eng
text: Prescriptive analytics plays an important role in decision making
in smart factories by utilizing the available data to gain actionable insights.
The planning, integration and development of such use cases still poses manifold
challenges. Use cases are still being implemented as standalone versions; the
existing IT-infrastructure is not fit for integrative bidirectional decision communication,
and implementations only reach low technical readiness levels. We propose a reference
architecture for the integration of prescriptive analytics use cases in smart
factories. The method for the empirically grounded development of reference architectures
by Galster and Avgeriou serves as a blueprint. Through the development and validation
of a specific IoT-Factory use case, we demonstrate the efficacy of the proposed
reference architecture. We expand the given reference architecture for one use
case to the integration of a smart factory and its application to multiple use
cases. Moreover, we identify the interdependency among multiple use cases within
dynamic environments. Our prescriptive reference architecture provides a structured
way to improve operational efficiency and optimize resource allocation.
article_number: '2663'
author:
- first_name: Julian
full_name: Weller, Julian
last_name: Weller
- first_name: Nico
full_name: Migenda, Nico
last_name: Migenda
- first_name: Yash
full_name: Naik, Yash
last_name: Naik
- first_name: Tim
full_name: Heuwinkel, Tim
last_name: Heuwinkel
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Martin
full_name: Kohlhase, Martin
last_name: Kohlhase
- first_name: Wolfram
full_name: Schenck, Wolfram
last_name: Schenck
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: Weller J, Migenda N, Naik Y, et al. Reference Architecture for the Integration
of Prescriptive Analytics Use Cases in Smart Factories. Mathematics. 2024;12(17).
doi:10.3390/math12172663
apa: Weller, J., Migenda, N., Naik, Y., Heuwinkel, T., Kühn, A., Kohlhase, M., Schenck,
W., & Dumitrescu, R. (2024). Reference Architecture for the Integration of
Prescriptive Analytics Use Cases in Smart Factories. Mathematics, 12(17),
Article 2663. https://doi.org/10.3390/math12172663
bibtex: '@article{Weller_Migenda_Naik_Heuwinkel_Kühn_Kohlhase_Schenck_Dumitrescu_2024,
title={Reference Architecture for the Integration of Prescriptive Analytics Use
Cases in Smart Factories}, volume={12}, DOI={10.3390/math12172663},
number={172663}, journal={Mathematics}, publisher={MDPI AG}, author={Weller, Julian
and Migenda, Nico and Naik, Yash and Heuwinkel, Tim and Kühn, Arno and Kohlhase,
Martin and Schenck, Wolfram and Dumitrescu, Roman}, year={2024} }'
chicago: Weller, Julian, Nico Migenda, Yash Naik, Tim Heuwinkel, Arno Kühn, Martin
Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Reference Architecture for the
Integration of Prescriptive Analytics Use Cases in Smart Factories.” Mathematics
12, no. 17 (2024). https://doi.org/10.3390/math12172663.
ieee: 'J. Weller et al., “Reference Architecture for the Integration of Prescriptive
Analytics Use Cases in Smart Factories,” Mathematics, vol. 12, no. 17,
Art. no. 2663, 2024, doi: 10.3390/math12172663.'
mla: Weller, Julian, et al. “Reference Architecture for the Integration of Prescriptive
Analytics Use Cases in Smart Factories.” Mathematics, vol. 12, no. 17,
2663, MDPI AG, 2024, doi:10.3390/math12172663.
short: J. Weller, N. Migenda, Y. Naik, T. Heuwinkel, A. Kühn, M. Kohlhase, W. Schenck,
R. Dumitrescu, Mathematics 12 (2024).
date_created: 2025-01-30T13:31:28Z
date_updated: 2025-01-30T13:39:50Z
department:
- _id: '563'
doi: 10.3390/math12172663
intvolume: ' 12'
issue: '17'
language:
- iso: eng
publication: Mathematics
publication_identifier:
issn:
- 2227-7390
publication_status: published
publisher: MDPI AG
status: public
title: Reference Architecture for the Integration of Prescriptive Analytics Use Cases
in Smart Factories
type: journal_article
user_id: '15782'
volume: 12
year: '2024'
...
---
_id: '58421'
author:
- first_name: Sebastian
full_name: von Enzberg, Sebastian
last_name: von Enzberg
- first_name: Julian
full_name: Weller, Julian
last_name: Weller
- first_name: Jonathan
full_name: Brock, Jonathan
last_name: Brock
- first_name: Silke
full_name: Merkelbach, Silke
last_name: Merkelbach
- first_name: Melina
full_name: Panzner, Melina
last_name: Panzner
- first_name: Jonas
full_name: Lick, Jonas
last_name: Lick
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'von Enzberg S, Weller J, Brock J, et al. On the Current State of Industrial
Data Science: Challenges, Best Practices, and Future Directions. Procedia CIRP.
2024;130:1454-1461. doi:10.1016/j.procir.2024.10.266'
apa: 'von Enzberg, S., Weller, J., Brock, J., Merkelbach, S., Panzner, M., Lick,
J., Kühn, A., & Dumitrescu, R. (2024). On the Current State of Industrial
Data Science: Challenges, Best Practices, and Future Directions. Procedia CIRP,
130, 1454–1461. https://doi.org/10.1016/j.procir.2024.10.266'
bibtex: '@article{von Enzberg_Weller_Brock_Merkelbach_Panzner_Lick_Kühn_Dumitrescu_2024,
title={On the Current State of Industrial Data Science: Challenges, Best Practices,
and Future Directions}, volume={130}, DOI={10.1016/j.procir.2024.10.266},
journal={Procedia CIRP}, publisher={Elsevier BV}, author={von Enzberg, Sebastian
and Weller, Julian and Brock, Jonathan and Merkelbach, Silke and Panzner, Melina
and Lick, Jonas and Kühn, Arno and Dumitrescu, Roman}, year={2024}, pages={1454–1461}
}'
chicago: 'Enzberg, Sebastian von, Julian Weller, Jonathan Brock, Silke Merkelbach,
Melina Panzner, Jonas Lick, Arno Kühn, and Roman Dumitrescu. “On the Current State
of Industrial Data Science: Challenges, Best Practices, and Future Directions.”
Procedia CIRP 130 (2024): 1454–61. https://doi.org/10.1016/j.procir.2024.10.266.'
ieee: 'S. von Enzberg et al., “On the Current State of Industrial Data Science:
Challenges, Best Practices, and Future Directions,” Procedia CIRP, vol.
130, pp. 1454–1461, 2024, doi: 10.1016/j.procir.2024.10.266.'
mla: 'von Enzberg, Sebastian, et al. “On the Current State of Industrial Data Science:
Challenges, Best Practices, and Future Directions.” Procedia CIRP, vol.
130, Elsevier BV, 2024, pp. 1454–61, doi:10.1016/j.procir.2024.10.266.'
short: S. von Enzberg, J. Weller, J. Brock, S. Merkelbach, M. Panzner, J. Lick,
A. Kühn, R. Dumitrescu, Procedia CIRP 130 (2024) 1454–1461.
date_created: 2025-01-30T13:01:25Z
date_updated: 2025-01-30T13:01:49Z
department:
- _id: '563'
doi: 10.1016/j.procir.2024.10.266
intvolume: ' 130'
language:
- iso: eng
page: 1454-1461
publication: Procedia CIRP
publication_identifier:
issn:
- 2212-8271
publication_status: published
publisher: Elsevier BV
status: public
title: 'On the Current State of Industrial Data Science: Challenges, Best Practices,
and Future Directions'
type: journal_article
user_id: '15782'
volume: 130
year: '2024'
...
---
_id: '58422'
author:
- first_name: Julian
full_name: Weller, Julian
last_name: Weller
- first_name: Nico
full_name: Migenda, Nico
last_name: Migenda
- first_name: Sebastian von
full_name: Enzberg, Sebastian von
last_name: Enzberg
- first_name: Martin
full_name: Kohlhase, Martin
last_name: Kohlhase
- first_name: Wolfram
full_name: Schenck, Wolfram
last_name: Schenck
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: Weller J, Migenda N, Enzberg S von, Kohlhase M, Schenck W, Dumitrescu R. Design
decisions for integrating Prescriptive Analytics Use Cases into Smart Factories.
Procedia CIRP. 2024;128:424-429. doi:10.1016/j.procir.2024.03.022
apa: Weller, J., Migenda, N., Enzberg, S. von, Kohlhase, M., Schenck, W., &
Dumitrescu, R. (2024). Design decisions for integrating Prescriptive Analytics
Use Cases into Smart Factories. Procedia CIRP, 128, 424–429. https://doi.org/10.1016/j.procir.2024.03.022
bibtex: '@article{Weller_Migenda_Enzberg_Kohlhase_Schenck_Dumitrescu_2024, title={Design
decisions for integrating Prescriptive Analytics Use Cases into Smart Factories},
volume={128}, DOI={10.1016/j.procir.2024.03.022},
journal={Procedia CIRP}, publisher={Elsevier BV}, author={Weller, Julian and Migenda,
Nico and Enzberg, Sebastian von and Kohlhase, Martin and Schenck, Wolfram and
Dumitrescu, Roman}, year={2024}, pages={424–429} }'
chicago: 'Weller, Julian, Nico Migenda, Sebastian von Enzberg, Martin Kohlhase,
Wolfram Schenck, and Roman Dumitrescu. “Design Decisions for Integrating Prescriptive
Analytics Use Cases into Smart Factories.” Procedia CIRP 128 (2024): 424–29.
https://doi.org/10.1016/j.procir.2024.03.022.'
ieee: 'J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, and R. Dumitrescu,
“Design decisions for integrating Prescriptive Analytics Use Cases into Smart
Factories,” Procedia CIRP, vol. 128, pp. 424–429, 2024, doi: 10.1016/j.procir.2024.03.022.'
mla: Weller, Julian, et al. “Design Decisions for Integrating Prescriptive Analytics
Use Cases into Smart Factories.” Procedia CIRP, vol. 128, Elsevier BV,
2024, pp. 424–29, doi:10.1016/j.procir.2024.03.022.
short: J. Weller, N. Migenda, S. von Enzberg, M. Kohlhase, W. Schenck, R. Dumitrescu,
Procedia CIRP 128 (2024) 424–429.
date_created: 2025-01-30T13:24:32Z
date_updated: 2025-01-30T13:24:49Z
department:
- _id: '563'
doi: 10.1016/j.procir.2024.03.022
intvolume: ' 128'
language:
- iso: eng
page: 424-429
publication: Procedia CIRP
publication_identifier:
issn:
- 2212-8271
publication_status: published
publisher: Elsevier BV
status: public
title: Design decisions for integrating Prescriptive Analytics Use Cases into Smart
Factories
type: journal_article
user_id: '15782'
volume: 128
year: '2024'
...
---
_id: '58420'
author:
- first_name: Stefan
full_name: Hartmann, Stefan
last_name: Hartmann
- first_name: Jonathan
full_name: Brock, Jonathan
last_name: Brock
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Hartmann S, Brock J, Kühn A, Dumitrescu R. Applying Artificial Intelligence
in the Smart Factory: Lessons Learned from real-world use cases. Procedia CIRP.
2024;130:100-105. doi:10.1016/j.procir.2024.10.062'
apa: 'Hartmann, S., Brock, J., Kühn, A., & Dumitrescu, R. (2024). Applying Artificial
Intelligence in the Smart Factory: Lessons Learned from real-world use cases.
Procedia CIRP, 130, 100–105. https://doi.org/10.1016/j.procir.2024.10.062'
bibtex: '@article{Hartmann_Brock_Kühn_Dumitrescu_2024, title={Applying Artificial
Intelligence in the Smart Factory: Lessons Learned from real-world use cases},
volume={130}, DOI={10.1016/j.procir.2024.10.062},
journal={Procedia CIRP}, publisher={Elsevier BV}, author={Hartmann, Stefan and
Brock, Jonathan and Kühn, Arno and Dumitrescu, Roman}, year={2024}, pages={100–105}
}'
chicago: 'Hartmann, Stefan, Jonathan Brock, Arno Kühn, and Roman Dumitrescu. “Applying
Artificial Intelligence in the Smart Factory: Lessons Learned from Real-World
Use Cases.” Procedia CIRP 130 (2024): 100–105. https://doi.org/10.1016/j.procir.2024.10.062.'
ieee: 'S. Hartmann, J. Brock, A. Kühn, and R. Dumitrescu, “Applying Artificial Intelligence
in the Smart Factory: Lessons Learned from real-world use cases,” Procedia
CIRP, vol. 130, pp. 100–105, 2024, doi: 10.1016/j.procir.2024.10.062.'
mla: 'Hartmann, Stefan, et al. “Applying Artificial Intelligence in the Smart Factory:
Lessons Learned from Real-World Use Cases.” Procedia CIRP, vol. 130, Elsevier
BV, 2024, pp. 100–05, doi:10.1016/j.procir.2024.10.062.'
short: S. Hartmann, J. Brock, A. Kühn, R. Dumitrescu, Procedia CIRP 130 (2024) 100–105.
date_created: 2025-01-30T13:00:18Z
date_updated: 2025-01-30T13:00:44Z
department:
- _id: '563'
doi: 10.1016/j.procir.2024.10.062
intvolume: ' 130'
language:
- iso: eng
page: 100-105
publication: Procedia CIRP
publication_identifier:
issn:
- 2212-8271
publication_status: published
publisher: Elsevier BV
status: public
title: 'Applying Artificial Intelligence in the Smart Factory: Lessons Learned from
real-world use cases'
type: journal_article
user_id: '15782'
volume: 130
year: '2024'
...
---
_id: '58423'
author:
- first_name: Julian
full_name: Weller, Julian
last_name: Weller
- first_name: Nico
full_name: Migenda, Nico
last_name: Migenda
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Weller J, Migenda N, Kühn A, Dumitrescu R. Prescriptive Analytics Data Canvas:
Strategic Planning For Prescriptive Analytics In Smart Factories. In: LibreCat
University; 2024. doi:10.15488/17721'
apa: 'Weller, J., Migenda, N., Kühn, A., & Dumitrescu, R. (2024). Prescriptive
Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart
Factories. CPSL - Conference on Production Systems and Logistics 2024 , Hawaii,
Honululu. https://doi.org/10.15488/17721'
bibtex: '@inproceedings{Weller_Migenda_Kühn_Dumitrescu_2024, title={Prescriptive
Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart
Factories}, DOI={10.15488/17721},
publisher={LibreCat University}, author={Weller, Julian and Migenda, Nico and
Kühn, Arno and Dumitrescu, Roman}, year={2024} }'
chicago: 'Weller, Julian, Nico Migenda, Arno Kühn, and Roman Dumitrescu. “Prescriptive
Analytics Data Canvas: Strategic Planning For Prescriptive Analytics In Smart
Factories.” LibreCat University, 2024. https://doi.org/10.15488/17721.'
ieee: 'J. Weller, N. Migenda, A. Kühn, and R. Dumitrescu, “Prescriptive Analytics
Data Canvas: Strategic Planning For Prescriptive Analytics In Smart Factories,”
presented at the CPSL - Conference on Production Systems and Logistics 2024 ,
Hawaii, Honululu, 2024, doi: 10.15488/17721.'
mla: 'Weller, Julian, et al. Prescriptive Analytics Data Canvas: Strategic Planning
For Prescriptive Analytics In Smart Factories. LibreCat University, 2024,
doi:10.15488/17721.'
short: 'J. Weller, N. Migenda, A. Kühn, R. Dumitrescu, in: LibreCat University,
2024.'
conference:
end_date: 2024-07-12
location: Hawaii, Honululu
name: 'CPSL - Conference on Production Systems and Logistics 2024 '
start_date: 2024-07-09
date_created: 2025-01-30T13:25:26Z
date_updated: 2025-01-30T13:40:01Z
department:
- _id: '563'
doi: 10.15488/17721
language:
- iso: eng
publisher: LibreCat University
status: public
title: 'Prescriptive Analytics Data Canvas: Strategic Planning For Prescriptive Analytics
In Smart Factories'
type: conference
user_id: '15782'
year: '2024'
...
---
_id: '58431'
author:
- first_name: Silke
full_name: Merkelbach , Silke
last_name: 'Merkelbach '
- first_name: 'Alexander '
full_name: 'Diedrich , Alexander '
last_name: 'Diedrich '
- first_name: 'Anna '
full_name: 'Sztyber-Betley, Anna '
last_name: Sztyber-Betley
- first_name: 'Louise '
full_name: 'Travé-Massuyès, Louise '
last_name: Travé-Massuyès
- first_name: 'Elodie '
full_name: 'Chanthery , Elodie '
last_name: 'Chanthery '
- first_name: 'Oliver '
full_name: 'Niggemann , Oliver '
last_name: 'Niggemann '
- first_name: 'Roman '
full_name: 'Dumitrescu , Roman '
last_name: 'Dumitrescu '
citation:
ama: 'Merkelbach S, Diedrich A, Sztyber-Betley A, et al. Using Multi-Modal LLMs
to Create Models for Fault Diagnosis. In: Open Access Series in Informatics
(OASIcs). Vol 125. ; 2024:31:1-31:15.'
apa: Merkelbach , S., Diedrich , A., Sztyber-Betley, A., Travé-Massuyès, L., Chanthery
, E., Niggemann , O., & Dumitrescu , R. (2024). Using Multi-Modal LLMs to
Create Models for Fault Diagnosis. Open Access Series in Informatics (OASIcs),
125, 31:1-31:15.
bibtex: '@inproceedings{Merkelbach _Diedrich _Sztyber-Betley_Travé-Massuyès_Chanthery
_Niggemann _Dumitrescu _2024, title={Using Multi-Modal LLMs to Create Models for
Fault Diagnosis}, volume={125}, booktitle={Open Access Series in Informatics (OASIcs)},
author={Merkelbach , Silke and Diedrich , Alexander and Sztyber-Betley, Anna and
Travé-Massuyès, Louise and Chanthery , Elodie and Niggemann , Oliver and Dumitrescu
, Roman }, year={2024}, pages={31:1-31:15} }'
chicago: Merkelbach , Silke, Alexander Diedrich , Anna Sztyber-Betley, Louise Travé-Massuyès,
Elodie Chanthery , Oliver Niggemann , and Roman Dumitrescu . “Using Multi-Modal
LLMs to Create Models for Fault Diagnosis.” In Open Access Series in Informatics
(OASIcs), 125:31:1-31:15, 2024.
ieee: S. Merkelbach et al., “Using Multi-Modal LLMs to Create Models for
Fault Diagnosis,” in Open Access Series in Informatics (OASIcs), Schloss
Dagstuhl – Leibniz-Zentrum für Informatik (2024), 2024, vol. 125, p. 31:1-31:15.
mla: Merkelbach , Silke, et al. “Using Multi-Modal LLMs to Create Models for Fault
Diagnosis.” Open Access Series in Informatics (OASIcs), vol. 125, 2024,
p. 31:1-31:15.
short: 'S. Merkelbach , A. Diedrich , A. Sztyber-Betley, L. Travé-Massuyès, E. Chanthery
, O. Niggemann , R. Dumitrescu , in: Open Access Series in Informatics (OASIcs),
2024, p. 31:1-31:15.'
conference:
location: Schloss Dagstuhl – Leibniz-Zentrum für Informatik (2024)
name: ' 35th International Conference on Principles of Diagnosis and Resilient Systems
(DX 2024) '
date_created: 2025-01-30T13:39:43Z
date_updated: 2025-01-30T13:39:46Z
department:
- _id: '563'
intvolume: ' 125'
language:
- iso: eng
page: 31:1-31:15
publication: Open Access Series in Informatics (OASIcs)
status: public
title: Using Multi-Modal LLMs to Create Models for Fault Diagnosis
type: conference
user_id: '15782'
volume: 125
year: '2024'
...
---
_id: '58424'
author:
- first_name: Marvin
full_name: Niederhaus, Marvin
last_name: Niederhaus
- first_name: Nico
full_name: Migenda, Nico
last_name: Migenda
- first_name: Julian
full_name: Weller, Julian
last_name: Weller
- first_name: Wolfram
full_name: Schenck, Wolfram
last_name: Schenck
- first_name: Martin
full_name: Kohlhase, Martin
last_name: Kohlhase
citation:
ama: 'Niederhaus M, Migenda N, Weller J, Schenck W, Kohlhase M. Technical Readiness
of Prescriptive Analytics Platforms: A Survey. In: 2024 35th Conference of
Open Innovations Association (FRUCT). IEEE; 2024. doi:10.23919/fruct61870.2024.10516367'
apa: 'Niederhaus, M., Migenda, N., Weller, J., Schenck, W., & Kohlhase, M. (2024).
Technical Readiness of Prescriptive Analytics Platforms: A Survey. 2024 35th
Conference of Open Innovations Association (FRUCT). https://doi.org/10.23919/fruct61870.2024.10516367'
bibtex: '@inproceedings{Niederhaus_Migenda_Weller_Schenck_Kohlhase_2024, title={Technical
Readiness of Prescriptive Analytics Platforms: A Survey}, DOI={10.23919/fruct61870.2024.10516367},
booktitle={2024 35th Conference of Open Innovations Association (FRUCT)}, publisher={IEEE},
author={Niederhaus, Marvin and Migenda, Nico and Weller, Julian and Schenck, Wolfram
and Kohlhase, Martin}, year={2024} }'
chicago: 'Niederhaus, Marvin, Nico Migenda, Julian Weller, Wolfram Schenck, and
Martin Kohlhase. “Technical Readiness of Prescriptive Analytics Platforms: A Survey.”
In 2024 35th Conference of Open Innovations Association (FRUCT). IEEE,
2024. https://doi.org/10.23919/fruct61870.2024.10516367.'
ieee: 'M. Niederhaus, N. Migenda, J. Weller, W. Schenck, and M. Kohlhase, “Technical
Readiness of Prescriptive Analytics Platforms: A Survey,” 2024, doi: 10.23919/fruct61870.2024.10516367.'
mla: 'Niederhaus, Marvin, et al. “Technical Readiness of Prescriptive Analytics
Platforms: A Survey.” 2024 35th Conference of Open Innovations Association
(FRUCT), IEEE, 2024, doi:10.23919/fruct61870.2024.10516367.'
short: 'M. Niederhaus, N. Migenda, J. Weller, W. Schenck, M. Kohlhase, in: 2024
35th Conference of Open Innovations Association (FRUCT), IEEE, 2024.'
date_created: 2025-01-30T13:30:02Z
date_updated: 2025-01-30T13:39:56Z
department:
- _id: '563'
doi: 10.23919/fruct61870.2024.10516367
publication: 2024 35th Conference of Open Innovations Association (FRUCT)
publication_status: published
publisher: IEEE
status: public
title: 'Technical Readiness of Prescriptive Analytics Platforms: A Survey'
type: conference
user_id: '15782'
year: '2024'
...
---
_id: '58435'
author:
- first_name: Daria
full_name: Wilke, Daria
last_name: Wilke
- first_name: Johanna
full_name: Mansheim, Johanna
last_name: Mansheim
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: Wilke D, Mansheim J, Dumitrescu R. Challenges and Research Needs in the Offer
Phase of Special Purpose Machinery and Plant Engineering – A Qualitative Study
with Industry Experts. IEEE Engineering Management Review. Published online
2024:1-14. doi:10.1109/emr.2024.3503994
apa: Wilke, D., Mansheim, J., & Dumitrescu, R. (2024). Challenges and Research
Needs in the Offer Phase of Special Purpose Machinery and Plant Engineering –
A Qualitative Study with Industry Experts. IEEE Engineering Management Review,
1–14. https://doi.org/10.1109/emr.2024.3503994
bibtex: '@article{Wilke_Mansheim_Dumitrescu_2024, title={Challenges and Research
Needs in the Offer Phase of Special Purpose Machinery and Plant Engineering –
A Qualitative Study with Industry Experts}, DOI={10.1109/emr.2024.3503994},
journal={IEEE Engineering Management Review}, publisher={Institute of Electrical
and Electronics Engineers (IEEE)}, author={Wilke, Daria and Mansheim, Johanna
and Dumitrescu, Roman}, year={2024}, pages={1–14} }'
chicago: Wilke, Daria, Johanna Mansheim, and Roman Dumitrescu. “Challenges and Research
Needs in the Offer Phase of Special Purpose Machinery and Plant Engineering –
A Qualitative Study with Industry Experts.” IEEE Engineering Management Review,
2024, 1–14. https://doi.org/10.1109/emr.2024.3503994.
ieee: 'D. Wilke, J. Mansheim, and R. Dumitrescu, “Challenges and Research Needs
in the Offer Phase of Special Purpose Machinery and Plant Engineering – A Qualitative
Study with Industry Experts,” IEEE Engineering Management Review, pp. 1–14,
2024, doi: 10.1109/emr.2024.3503994.'
mla: Wilke, Daria, et al. “Challenges and Research Needs in the Offer Phase of Special
Purpose Machinery and Plant Engineering – A Qualitative Study with Industry Experts.”
IEEE Engineering Management Review, Institute of Electrical and Electronics
Engineers (IEEE), 2024, pp. 1–14, doi:10.1109/emr.2024.3503994.
short: D. Wilke, J. Mansheim, R. Dumitrescu, IEEE Engineering Management Review
(2024) 1–14.
date_created: 2025-01-30T13:46:24Z
date_updated: 2025-01-30T13:50:00Z
department:
- _id: '563'
doi: 10.1109/emr.2024.3503994
language:
- iso: eng
page: 1-14
publication: IEEE Engineering Management Review
publication_identifier:
issn:
- 0360-8581
- 1937-4178
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: Challenges and Research Needs in the Offer Phase of Special Purpose Machinery
and Plant Engineering – A Qualitative Study with Industry Experts
type: journal_article
user_id: '15782'
year: '2024'
...
---
_id: '58432'
author:
- first_name: Silke
full_name: Merkelbach, Silke
last_name: Merkelbach
- first_name: Tim
full_name: Heuwinkel, Tim
last_name: Heuwinkel
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Merkelbach S, Heuwinkel T, Dumitrescu R. PID-Gen: Towards an Algorithm for
the Generation of Random P&IDs. In: 2024 IEEE 29th International Conference
on Emerging Technologies and Factory Automation (ETFA). IEEE; 2024. doi:10.1109/etfa61755.2024.10710643'
apa: 'Merkelbach, S., Heuwinkel, T., & Dumitrescu, R. (2024). PID-Gen: Towards
an Algorithm for the Generation of Random P&IDs. 2024 IEEE 29th International
Conference on Emerging Technologies and Factory Automation (ETFA). https://doi.org/10.1109/etfa61755.2024.10710643'
bibtex: '@inproceedings{Merkelbach_Heuwinkel_Dumitrescu_2024, title={PID-Gen: Towards
an Algorithm for the Generation of Random P&IDs}, DOI={10.1109/etfa61755.2024.10710643},
booktitle={2024 IEEE 29th International Conference on Emerging Technologies and
Factory Automation (ETFA)}, publisher={IEEE}, author={Merkelbach, Silke and Heuwinkel,
Tim and Dumitrescu, Roman}, year={2024} }'
chicago: 'Merkelbach, Silke, Tim Heuwinkel, and Roman Dumitrescu. “PID-Gen: Towards
an Algorithm for the Generation of Random P&IDs.” In 2024 IEEE 29th
International Conference on Emerging Technologies and Factory Automation (ETFA).
IEEE, 2024. https://doi.org/10.1109/etfa61755.2024.10710643.'
ieee: 'S. Merkelbach, T. Heuwinkel, and R. Dumitrescu, “PID-Gen: Towards an Algorithm
for the Generation of Random P&IDs,” 2024, doi: 10.1109/etfa61755.2024.10710643.'
mla: 'Merkelbach, Silke, et al. “PID-Gen: Towards an Algorithm for the Generation
of Random P&IDs.” 2024 IEEE 29th International Conference on Emerging
Technologies and Factory Automation (ETFA), IEEE, 2024, doi:10.1109/etfa61755.2024.10710643.'
short: 'S. Merkelbach, T. Heuwinkel, R. Dumitrescu, in: 2024 IEEE 29th International
Conference on Emerging Technologies and Factory Automation (ETFA), IEEE, 2024.'
date_created: 2025-01-30T13:41:14Z
date_updated: 2025-01-30T13:41:29Z
department:
- _id: '563'
doi: 10.1109/etfa61755.2024.10710643
language:
- iso: eng
publication: 2024 IEEE 29th International Conference on Emerging Technologies and
Factory Automation (ETFA)
publication_status: published
publisher: IEEE
status: public
title: 'PID-Gen: Towards an Algorithm for the Generation of Random P&IDs'
type: conference
user_id: '15782'
year: '2024'
...
---
_id: '58436'
author:
- first_name: Lynn
full_name: Humpert, Lynn
last_name: Humpert
- first_name: Daria
full_name: Wilke, Daria
last_name: Wilke
- first_name: Denis
full_name: Tissen, Denis
id: '44458'
last_name: Tissen
- first_name: Johannes
full_name: Rummney, Johannes
last_name: Rummney
- first_name: Harald
full_name: Anacker, Harald
last_name: Anacker
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Humpert L, Wilke D, Tissen D, Rummney J, Anacker H, Dumitrescu R. Investigation
of validation methods for system design in the B2B sector. In: 2024 IEEE International
Systems Conference (SysCon). IEEE; 2024. doi:10.1109/syscon61195.2024.10553571'
apa: Humpert, L., Wilke, D., Tissen, D., Rummney, J., Anacker, H., & Dumitrescu,
R. (2024). Investigation of validation methods for system design in the B2B sector.
2024 IEEE International Systems Conference (SysCon). https://doi.org/10.1109/syscon61195.2024.10553571
bibtex: '@inproceedings{Humpert_Wilke_Tissen_Rummney_Anacker_Dumitrescu_2024, title={Investigation
of validation methods for system design in the B2B sector}, DOI={10.1109/syscon61195.2024.10553571},
booktitle={2024 IEEE International Systems Conference (SysCon)}, publisher={IEEE},
author={Humpert, Lynn and Wilke, Daria and Tissen, Denis and Rummney, Johannes
and Anacker, Harald and Dumitrescu, Roman}, year={2024} }'
chicago: Humpert, Lynn, Daria Wilke, Denis Tissen, Johannes Rummney, Harald Anacker,
and Roman Dumitrescu. “Investigation of Validation Methods for System Design in
the B2B Sector.” In 2024 IEEE International Systems Conference (SysCon).
IEEE, 2024. https://doi.org/10.1109/syscon61195.2024.10553571.
ieee: 'L. Humpert, D. Wilke, D. Tissen, J. Rummney, H. Anacker, and R. Dumitrescu,
“Investigation of validation methods for system design in the B2B sector,” 2024,
doi: 10.1109/syscon61195.2024.10553571.'
mla: Humpert, Lynn, et al. “Investigation of Validation Methods for System Design
in the B2B Sector.” 2024 IEEE International Systems Conference (SysCon),
IEEE, 2024, doi:10.1109/syscon61195.2024.10553571.
short: 'L. Humpert, D. Wilke, D. Tissen, J. Rummney, H. Anacker, R. Dumitrescu,
in: 2024 IEEE International Systems Conference (SysCon), IEEE, 2024.'
date_created: 2025-01-30T13:49:17Z
date_updated: 2025-01-30T13:49:57Z
department:
- _id: '563'
doi: 10.1109/syscon61195.2024.10553571
language:
- iso: eng
publication: 2024 IEEE International Systems Conference (SysCon)
publication_status: published
publisher: IEEE
status: public
title: Investigation of validation methods for system design in the B2B sector
type: conference
user_id: '15782'
year: '2024'
...
---
_id: '58434'
author:
- first_name: Daria
full_name: Wilke, Daria
last_name: Wilke
- first_name: Lynn
full_name: Humpert, Lynn
last_name: Humpert
- first_name: Pragita
full_name: Suwal, Pragita
last_name: Suwal
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Wilke D, Humpert L, Suwal P, Dumitrescu R. Framework for the Selection of
Systems Engineering Modelling Languages and Methods for Special Purpose Machinery.
In: Proceedings of NordDesign 2024. The Design Society; 2024. doi:10.35199/norddesign2024.59'
apa: Wilke, D., Humpert, L., Suwal, P., & Dumitrescu, R. (2024). Framework for
the Selection of Systems Engineering Modelling Languages and Methods for Special
Purpose Machinery. Proceedings of NordDesign 2024. https://doi.org/10.35199/norddesign2024.59
bibtex: '@inproceedings{Wilke_Humpert_Suwal_Dumitrescu_2024, title={Framework for
the Selection of Systems Engineering Modelling Languages and Methods for Special
Purpose Machinery}, DOI={10.35199/norddesign2024.59},
booktitle={Proceedings of NordDesign 2024}, publisher={The Design Society}, author={Wilke,
Daria and Humpert, Lynn and Suwal, Pragita and Dumitrescu, Roman}, year={2024}
}'
chicago: Wilke, Daria, Lynn Humpert, Pragita Suwal, and Roman Dumitrescu. “Framework
for the Selection of Systems Engineering Modelling Languages and Methods for Special
Purpose Machinery.” In Proceedings of NordDesign 2024. The Design Society,
2024. https://doi.org/10.35199/norddesign2024.59.
ieee: 'D. Wilke, L. Humpert, P. Suwal, and R. Dumitrescu, “Framework for the Selection
of Systems Engineering Modelling Languages and Methods for Special Purpose Machinery,”
2024, doi: 10.35199/norddesign2024.59.'
mla: Wilke, Daria, et al. “Framework for the Selection of Systems Engineering Modelling
Languages and Methods for Special Purpose Machinery.” Proceedings of NordDesign
2024, The Design Society, 2024, doi:10.35199/norddesign2024.59.
short: 'D. Wilke, L. Humpert, P. Suwal, R. Dumitrescu, in: Proceedings of NordDesign
2024, The Design Society, 2024.'
date_created: 2025-01-30T13:44:48Z
date_updated: 2025-01-30T13:45:08Z
department:
- _id: '563'
doi: 10.35199/norddesign2024.59
language:
- iso: eng
publication: Proceedings of NordDesign 2024
publication_status: published
publisher: The Design Society
status: public
title: Framework for the Selection of Systems Engineering Modelling Languages and
Methods for Special Purpose Machinery
type: conference
user_id: '15782'
year: '2024'
...
---
_id: '58433'
author:
- first_name: Fabian
full_name: Hanke, Fabian
last_name: Hanke
- first_name: Karan
full_name: Moallim, Karan
last_name: Moallim
- first_name: Ruslan
full_name: Bernijazov, Ruslan
last_name: Bernijazov
- first_name: Riza
full_name: Demir, Riza
last_name: Demir
- first_name: Jorg
full_name: Brunnhausser, Jorg
last_name: Brunnhausser
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
- first_name: Kai
full_name: Lindow, Kai
last_name: Lindow
citation:
ama: 'Hanke F, Moallim K, Bernijazov R, et al. Intelligent Part Comparison in Computer
Aided Design. In: Proceedings of NordDesign 2024. The Design Society; 2024.
doi:10.35199/norddesign2024.16'
apa: Hanke, F., Moallim, K., Bernijazov, R., Demir, R., Brunnhausser, J., Dumitrescu,
R., & Lindow, K. (2024). Intelligent Part Comparison in Computer Aided Design.
Proceedings of NordDesign 2024. https://doi.org/10.35199/norddesign2024.16
bibtex: '@inproceedings{Hanke_Moallim_Bernijazov_Demir_Brunnhausser_Dumitrescu_Lindow_2024,
title={Intelligent Part Comparison in Computer Aided Design}, DOI={10.35199/norddesign2024.16},
booktitle={Proceedings of NordDesign 2024}, publisher={The Design Society}, author={Hanke,
Fabian and Moallim, Karan and Bernijazov, Ruslan and Demir, Riza and Brunnhausser,
Jorg and Dumitrescu, Roman and Lindow, Kai}, year={2024} }'
chicago: Hanke, Fabian, Karan Moallim, Ruslan Bernijazov, Riza Demir, Jorg Brunnhausser,
Roman Dumitrescu, and Kai Lindow. “Intelligent Part Comparison in Computer Aided
Design.” In Proceedings of NordDesign 2024. The Design Society, 2024. https://doi.org/10.35199/norddesign2024.16.
ieee: 'F. Hanke et al., “Intelligent Part Comparison in Computer Aided Design,”
2024, doi: 10.35199/norddesign2024.16.'
mla: Hanke, Fabian, et al. “Intelligent Part Comparison in Computer Aided Design.”
Proceedings of NordDesign 2024, The Design Society, 2024, doi:10.35199/norddesign2024.16.
short: 'F. Hanke, K. Moallim, R. Bernijazov, R. Demir, J. Brunnhausser, R. Dumitrescu,
K. Lindow, in: Proceedings of NordDesign 2024, The Design Society, 2024.'
date_created: 2025-01-30T13:42:41Z
date_updated: 2025-01-30T13:43:05Z
department:
- _id: '563'
doi: 10.35199/norddesign2024.16
language:
- iso: eng
publication: Proceedings of NordDesign 2024
publication_status: published
publisher: The Design Society
status: public
title: Intelligent Part Comparison in Computer Aided Design
type: conference
user_id: '15782'
year: '2024'
...
---
_id: '58445'
author:
- first_name: 'Fabian '
full_name: 'Wyrwich, Fabian '
last_name: Wyrwich
- first_name: 'Christian '
full_name: 'Tschirner, Christian '
last_name: Tschirner
- first_name: 'Tinus '
full_name: 'Bohnenkamp, Tinus '
last_name: Bohnenkamp
- first_name: 'Aschot '
full_name: 'Hovemann, Aschot '
last_name: Hovemann
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Wyrwich F, Tschirner C, Bohnenkamp T, Hovemann A, Dumitrescu R. Anwendung
und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse
einer Industrie-Studie. In: Tag des Systems Engineering 2024. ; 2024.'
apa: Wyrwich, F., Tschirner, C., Bohnenkamp, T., Hovemann, A., & Dumitrescu,
R. (2024). Anwendung und Integration des Application Lifecycle Managements im
Produktlebenszyklus-Ergebnisse einer Industrie-Studie. Tag des Systems Engineering
2024. Tag des Systems Engineering 2024, Leipzig.
bibtex: '@inproceedings{Wyrwich_Tschirner_Bohnenkamp_Hovemann_Dumitrescu_2024, title={Anwendung
und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse
einer Industrie-Studie}, booktitle={Tag des Systems Engineering 2024}, author={Wyrwich,
Fabian and Tschirner, Christian and Bohnenkamp, Tinus and Hovemann, Aschot and
Dumitrescu, Roman}, year={2024} }'
chicago: Wyrwich, Fabian , Christian Tschirner, Tinus Bohnenkamp, Aschot Hovemann,
and Roman Dumitrescu. “Anwendung und Integration des Application Lifecycle Managements
im Produktlebenszyklus-Ergebnisse einer Industrie-Studie.” In Tag des Systems
Engineering 2024, 2024.
ieee: F. Wyrwich, C. Tschirner, T. Bohnenkamp, A. Hovemann, and R. Dumitrescu, “Anwendung
und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse
einer Industrie-Studie,” presented at the Tag des Systems Engineering 2024, Leipzig,
2024.
mla: Wyrwich, Fabian, et al. “Anwendung und Integration des Application Lifecycle
Managements im Produktlebenszyklus-Ergebnisse einer Industrie-Studie.” Tag
des Systems Engineering 2024, 2024.
short: 'F. Wyrwich, C. Tschirner, T. Bohnenkamp, A. Hovemann, R. Dumitrescu, in:
Tag des Systems Engineering 2024, 2024.'
conference:
end_date: 2024-11-15
location: Leipzig
name: Tag des Systems Engineering 2024
start_date: 2024-11-13
date_created: 2025-01-30T14:39:48Z
date_updated: 2025-01-30T14:39:51Z
department:
- _id: '563'
language:
- iso: ger
publication: Tag des Systems Engineering 2024
status: public
title: Anwendung und Integration des Application Lifecycle Managements im Produktlebenszyklus-Ergebnisse
einer Industrie-Studie
type: conference
user_id: '15782'
year: '2024'
...
---
_id: '58443'
author:
- first_name: 'Daria '
full_name: 'Wilke, Daria '
last_name: Wilke
- first_name: Eva-Maria
full_name: Grote, Eva-Maria
last_name: Grote
- first_name: 'Anja '
full_name: 'Schierbaum, Anja '
last_name: Schierbaum
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Wilke D, Grote E-M, Schierbaum A, Dumitrescu R. Messbare Erfolgskriterien
von Systems Engineering. In: Tag des Systems Engineering 2024. ; 2024.'
apa: Wilke, D., Grote, E.-M., Schierbaum, A., & Dumitrescu, R. (2024). Messbare
Erfolgskriterien von Systems Engineering. Tag des Systems Engineering 2024.
Tag des Systems Engineering 2024, Leipzig.
bibtex: '@inproceedings{Wilke_Grote_Schierbaum_Dumitrescu_2024, title={Messbare
Erfolgskriterien von Systems Engineering}, booktitle={Tag des Systems Engineering
2024}, author={Wilke, Daria and Grote, Eva-Maria and Schierbaum, Anja and Dumitrescu,
Roman}, year={2024} }'
chicago: Wilke, Daria , Eva-Maria Grote, Anja Schierbaum, and Roman Dumitrescu.
“Messbare Erfolgskriterien von Systems Engineering.” In Tag des Systems Engineering
2024, 2024.
ieee: D. Wilke, E.-M. Grote, A. Schierbaum, and R. Dumitrescu, “Messbare Erfolgskriterien
von Systems Engineering,” presented at the Tag des Systems Engineering 2024, Leipzig,
2024.
mla: Wilke, Daria, et al. “Messbare Erfolgskriterien von Systems Engineering.” Tag
des Systems Engineering 2024, 2024.
short: 'D. Wilke, E.-M. Grote, A. Schierbaum, R. Dumitrescu, in: Tag des Systems
Engineering 2024, 2024.'
conference:
end_date: 2024-11-15
location: Leipzig
name: Tag des Systems Engineering 2024
start_date: 2024-11-13
date_created: 2025-01-30T14:37:26Z
date_updated: 2025-01-30T14:37:29Z
department:
- _id: '563'
language:
- iso: ger
publication: Tag des Systems Engineering 2024
status: public
title: Messbare Erfolgskriterien von Systems Engineering
type: conference
user_id: '15782'
year: '2024'
...
---
_id: '58467'
abstract:
- lang: eng
text: 'AbstractTraditional work models often need
more flexibility and time autonomy for employees, especially in manufacturing.
Quantitative approaches and Artificial Intelligence (AI) applications offer the
potential to improve work design. However, current research does not entirely
focus on human-centric criteria that enable time autonomy. This paper addresses
this gap by developing a set of criteria to evaluate intelligent personnel planning
approaches based on their ability to enhance time autonomy for employees. Existing
quantitative approaches are not sufficient to fully integrate the developed criteria.Consequently,
a novel model approach is proposed in an attempt to bridge the gap between current
practices and the newly developed criteria. This two-stage planning approach fosters
democratization of time autonomy on the shopfloor, moving beyond traditional top-down
scheduling. The paper concludes by outlining the implementation process and discusses
future developments with respect to AI for this model approach.Practical
Relevance: In order to make working conditions on the shopfloor
in high-wage countries more attractive, an alternative organization of shift work
is needed. Intelligent planning approaches that combine traditional operations
research methods with artificial intelligence approaches can democratize shift
organization regarding time autonomy. Planning that takes both employee and employer
preferences into account in a balanced way will strengthen the long-term competitiveness
of manufacturing companies in high-wage countries and counteract the shortage
of skilled labor.'
author:
- first_name: Benedikt
full_name: Latos, Benedikt
last_name: Latos
- first_name: Armin
full_name: Buckhorst, Armin
last_name: Buckhorst
- first_name: Peyman
full_name: Kalantar, Peyman
last_name: Kalantar
- first_name: Dominik
full_name: Bentler, Dominik
last_name: Bentler
- first_name: Stefan
full_name: Gabriel, Stefan
last_name: Gabriel
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
- first_name: Michael
full_name: Minge, Michael
last_name: Minge
- first_name: Barbara
full_name: Steinmann, Barbara
last_name: Steinmann
- first_name: Nadine
full_name: Guhr, Nadine
last_name: Guhr
citation:
ama: 'Latos B, Buckhorst A, Kalantar P, et al. Time autonomy in personnel planning:
Requirements and solution approaches in the context of intelligent scheduling
from a holistic organizational perspective Zeitautonomie in der Personaleinsatzplanung:
Anforderungen und Lösungsansätze im Rahmen einer intelligenten Planung aus ganzheitlicher
organisationaler Perspektive. Zeitschrift für Arbeitswissenschaft. 2024;78(3):277-298.
doi:10.1007/s41449-024-00432-7'
apa: 'Latos, B., Buckhorst, A., Kalantar, P., Bentler, D., Gabriel, S., Dumitrescu,
R., Minge, M., Steinmann, B., & Guhr, N. (2024). Time autonomy in personnel
planning: Requirements and solution approaches in the context of intelligent scheduling
from a holistic organizational perspective Zeitautonomie in der Personaleinsatzplanung:
Anforderungen und Lösungsansätze im Rahmen einer intelligenten Planung aus ganzheitlicher
organisationaler Perspektive. Zeitschrift Für Arbeitswissenschaft, 78(3),
277–298. https://doi.org/10.1007/s41449-024-00432-7'
bibtex: '@article{Latos_Buckhorst_Kalantar_Bentler_Gabriel_Dumitrescu_Minge_Steinmann_Guhr_2024,
title={Time autonomy in personnel planning: Requirements and solution approaches
in the context of intelligent scheduling from a holistic organizational perspective
Zeitautonomie in der Personaleinsatzplanung: Anforderungen und Lösungsansätze
im Rahmen einer intelligenten Planung aus ganzheitlicher organisationaler Perspektive},
volume={78}, DOI={10.1007/s41449-024-00432-7},
number={3}, journal={Zeitschrift für Arbeitswissenschaft}, publisher={Springer
Science and Business Media LLC}, author={Latos, Benedikt and Buckhorst, Armin
and Kalantar, Peyman and Bentler, Dominik and Gabriel, Stefan and Dumitrescu,
Roman and Minge, Michael and Steinmann, Barbara and Guhr, Nadine}, year={2024},
pages={277–298} }'
chicago: 'Latos, Benedikt, Armin Buckhorst, Peyman Kalantar, Dominik Bentler, Stefan
Gabriel, Roman Dumitrescu, Michael Minge, Barbara Steinmann, and Nadine Guhr.
“Time Autonomy in Personnel Planning: Requirements and Solution Approaches in
the Context of Intelligent Scheduling from a Holistic Organizational Perspective
Zeitautonomie in Der Personaleinsatzplanung: Anforderungen Und Lösungsansätze
Im Rahmen Einer Intelligenten Planung Aus Ganzheitlicher Organisationaler Perspektive.”
Zeitschrift Für Arbeitswissenschaft 78, no. 3 (2024): 277–98. https://doi.org/10.1007/s41449-024-00432-7.'
ieee: 'B. Latos et al., “Time autonomy in personnel planning: Requirements
and solution approaches in the context of intelligent scheduling from a holistic
organizational perspective Zeitautonomie in der Personaleinsatzplanung: Anforderungen
und Lösungsansätze im Rahmen einer intelligenten Planung aus ganzheitlicher organisationaler
Perspektive,” Zeitschrift für Arbeitswissenschaft, vol. 78, no. 3, pp.
277–298, 2024, doi: 10.1007/s41449-024-00432-7.'
mla: 'Latos, Benedikt, et al. “Time Autonomy in Personnel Planning: Requirements
and Solution Approaches in the Context of Intelligent Scheduling from a Holistic
Organizational Perspective Zeitautonomie in Der Personaleinsatzplanung: Anforderungen
Und Lösungsansätze Im Rahmen Einer Intelligenten Planung Aus Ganzheitlicher Organisationaler
Perspektive.” Zeitschrift Für Arbeitswissenschaft, vol. 78, no. 3, Springer
Science and Business Media LLC, 2024, pp. 277–98, doi:10.1007/s41449-024-00432-7.'
short: B. Latos, A. Buckhorst, P. Kalantar, D. Bentler, S. Gabriel, R. Dumitrescu,
M. Minge, B. Steinmann, N. Guhr, Zeitschrift Für Arbeitswissenschaft 78 (2024)
277–298.
date_created: 2025-01-31T13:17:10Z
date_updated: 2025-01-31T13:17:32Z
department:
- _id: '563'
doi: 10.1007/s41449-024-00432-7
intvolume: ' 78'
issue: '3'
language:
- iso: eng
page: 277-298
publication: Zeitschrift für Arbeitswissenschaft
publication_identifier:
issn:
- 0340-2444
- 2366-4681
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: 'Time autonomy in personnel planning: Requirements and solution approaches
in the context of intelligent scheduling from a holistic organizational perspective
Zeitautonomie in der Personaleinsatzplanung: Anforderungen und Lösungsansätze im
Rahmen einer intelligenten Planung aus ganzheitlicher organisationaler Perspektive'
type: journal_article
user_id: '15782'
volume: 78
year: '2024'
...
---
_id: '58468'
abstract:
- lang: eng
text: AbstractSystems Engineering is developing
differently in each sector and region. In German industry, especially in mechanical
and plant engineering, Systems Engineering is of major importance. The introduction
of Systems Engineering raises the question of which roles and competencies are
required. This article examines the evolution of roles in Systems Engineering
from a German perspective. Based on a literature review, the evolution of the
identified Systems Engineering roles over time is shown, starting with the seminal
publication by Sheard in 1996. It points out that only minimal adjustments and
occasional role renaming have occurred. However, the review shows a common understanding
of essential areas of responsibility within the SE and changes over time. The
next step is to examine the current understanding of Systems Engineering roles
in the industry. A quantitative analysis of job postings in Germany reveals a
diverse interpretation of the term 'Systems Engineer; more than half of the positions
cannot be categorized according to the INCOSE definitions. The job postings are
used to determine which tasks are associated with the job, how often they occur,
and in what combination. The primary responsibilities of systems engineers include
creating and managing requirements, architecture processes, validation, and verification
processes, and coordinating with customers and stakeholders. Finally, three representative
companies from the mechanical and plant engineering sector were selected to analyze
existing roles and tasks. From this, a common understanding of tasks and responsibilities
is combined and organized into clusters. These are used by the companies to locate
and thus derive their roles. The result is in an integrative approach that enables
companies, especially in the midsize and medium sectors, to design the introduction
in line with stakeholder demands. In summary, the industry's ongoing adaptation
necessitates the evolution of Systems Engineering roles and competencies for successful
and sustainable development and implementation of systems.
author:
- first_name: Lydia
full_name: Kaiser, Lydia
last_name: Kaiser
- first_name: Daria
full_name: Wilke, Daria
last_name: Wilke
- first_name: Felix
full_name: Förster, Felix
last_name: Förster
- first_name: Ingmarie
full_name: Köhler, Ingmarie
last_name: Köhler
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: Kaiser L, Wilke D, Förster F, Köhler I, Dumitrescu R. Evolving Roles in Systems
Engineering —‐ Insights from Germany’s Mechanical and Plant Engineering Sector.
INCOSE International Symposium. 2024;34(1):1413-1428. doi:10.1002/iis2.13216
apa: Kaiser, L., Wilke, D., Förster, F., Köhler, I., & Dumitrescu, R. (2024).
Evolving Roles in Systems Engineering —‐ Insights from Germany’s Mechanical and
Plant Engineering Sector. INCOSE International Symposium, 34(1),
1413–1428. https://doi.org/10.1002/iis2.13216
bibtex: '@article{Kaiser_Wilke_Förster_Köhler_Dumitrescu_2024, title={Evolving Roles
in Systems Engineering —‐ Insights from Germany’s Mechanical and Plant Engineering
Sector}, volume={34}, DOI={10.1002/iis2.13216},
number={1}, journal={INCOSE International Symposium}, publisher={Wiley}, author={Kaiser,
Lydia and Wilke, Daria and Förster, Felix and Köhler, Ingmarie and Dumitrescu,
Roman}, year={2024}, pages={1413–1428} }'
chicago: 'Kaiser, Lydia, Daria Wilke, Felix Förster, Ingmarie Köhler, and Roman
Dumitrescu. “Evolving Roles in Systems Engineering —‐ Insights from Germany’s
Mechanical and Plant Engineering Sector.” INCOSE International Symposium
34, no. 1 (2024): 1413–28. https://doi.org/10.1002/iis2.13216.'
ieee: 'L. Kaiser, D. Wilke, F. Förster, I. Köhler, and R. Dumitrescu, “Evolving
Roles in Systems Engineering —‐ Insights from Germany’s Mechanical and Plant Engineering
Sector,” INCOSE International Symposium, vol. 34, no. 1, pp. 1413–1428,
2024, doi: 10.1002/iis2.13216.'
mla: Kaiser, Lydia, et al. “Evolving Roles in Systems Engineering —‐ Insights from
Germany’s Mechanical and Plant Engineering Sector.” INCOSE International Symposium,
vol. 34, no. 1, Wiley, 2024, pp. 1413–28, doi:10.1002/iis2.13216.
short: L. Kaiser, D. Wilke, F. Förster, I. Köhler, R. Dumitrescu, INCOSE International
Symposium 34 (2024) 1413–1428.
date_created: 2025-01-31T13:19:03Z
date_updated: 2025-01-31T13:19:24Z
department:
- _id: '563'
doi: 10.1002/iis2.13216
intvolume: ' 34'
issue: '1'
language:
- iso: eng
page: 1413-1428
publication: INCOSE International Symposium
publication_identifier:
issn:
- 2334-5837
- 2334-5837
publication_status: published
publisher: Wiley
status: public
title: Evolving Roles in Systems Engineering —‐ Insights from Germany's Mechanical
and Plant Engineering Sector
type: journal_article
user_id: '15782'
volume: 34
year: '2024'
...
---
_id: '58466'
author:
- first_name: Elias G.
full_name: Carayannis, Elias G.
last_name: Carayannis
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
- first_name: Tommy
full_name: Falkowski, Tommy
last_name: Falkowski
- first_name: Nikos-Rigert
full_name: Zota, Nikos-Rigert
last_name: Zota
citation:
ama: Carayannis EG, Dumitrescu R, Falkowski T, Zota N-R. Empowering SMEs “Harnessing
the Potential of Gen AI for Resilience and Competitiveness.” IEEE Transactions
on Engineering Management. 2024;71:14754-14774. doi:10.1109/tem.2024.3456820
apa: Carayannis, E. G., Dumitrescu, R., Falkowski, T., & Zota, N.-R. (2024).
Empowering SMEs “Harnessing the Potential of Gen AI for Resilience and Competitiveness.”
IEEE Transactions on Engineering Management, 71, 14754–14774. https://doi.org/10.1109/tem.2024.3456820
bibtex: '@article{Carayannis_Dumitrescu_Falkowski_Zota_2024, title={Empowering SMEs
“Harnessing the Potential of Gen AI for Resilience and Competitiveness”}, volume={71},
DOI={10.1109/tem.2024.3456820},
journal={IEEE Transactions on Engineering Management}, publisher={Institute of
Electrical and Electronics Engineers (IEEE)}, author={Carayannis, Elias G. and
Dumitrescu, Roman and Falkowski, Tommy and Zota, Nikos-Rigert}, year={2024}, pages={14754–14774}
}'
chicago: 'Carayannis, Elias G., Roman Dumitrescu, Tommy Falkowski, and Nikos-Rigert
Zota. “Empowering SMEs ‘Harnessing the Potential of Gen AI for Resilience and
Competitiveness.’” IEEE Transactions on Engineering Management 71 (2024):
14754–74. https://doi.org/10.1109/tem.2024.3456820.'
ieee: 'E. G. Carayannis, R. Dumitrescu, T. Falkowski, and N.-R. Zota, “Empowering
SMEs ‘Harnessing the Potential of Gen AI for Resilience and Competitiveness,’”
IEEE Transactions on Engineering Management, vol. 71, pp. 14754–14774,
2024, doi: 10.1109/tem.2024.3456820.'
mla: Carayannis, Elias G., et al. “Empowering SMEs ‘Harnessing the Potential of
Gen AI for Resilience and Competitiveness.’” IEEE Transactions on Engineering
Management, vol. 71, Institute of Electrical and Electronics Engineers (IEEE),
2024, pp. 14754–74, doi:10.1109/tem.2024.3456820.
short: E.G. Carayannis, R. Dumitrescu, T. Falkowski, N.-R. Zota, IEEE Transactions
on Engineering Management 71 (2024) 14754–14774.
date_created: 2025-01-31T13:15:58Z
date_updated: 2025-01-31T13:16:15Z
department:
- _id: '563'
doi: 10.1109/tem.2024.3456820
intvolume: ' 71'
language:
- iso: eng
page: 14754-14774
publication: IEEE Transactions on Engineering Management
publication_identifier:
issn:
- 0018-9391
- 1558-0040
publication_status: published
publisher: Institute of Electrical and Electronics Engineers (IEEE)
status: public
title: Empowering SMEs “Harnessing the Potential of Gen AI for Resilience and Competitiveness”
type: journal_article
user_id: '15782'
volume: 71
year: '2024'
...
---
_id: '58474'
abstract:
- lang: eng
text: "Abstract\r\n\t The application of data
analytics to product usage data has the potential to enhance engineering and decision-making
in product planning. To achieve this effectively for cyber-physical systems (CPS),
it is necessary to possess specialized expertise in technical products, innovation
processes, and data analytics. An understanding of the process from domain knowledge
to data analysis is of critical importance for the successful completion of projects,
even for those without expertise in these areas. In this paper, we set out the
foundation for a toolbox for data analytics, which will enable the creation of
domain-specific pipelines for product planning. The toolbox includes a morphological
box that covers the necessary pipeline components, based on a thorough analysis
of literature and practitioner surveys. This comprehensive overview is unique.
The toolbox based on it promises to support and enable domain experts and citizen
data scientists, enhancing efficiency in product design, speeding up time to market,
and shortening innovation cycles."
article_number: e18
author:
- first_name: Melina
full_name: Panzner, Melina
last_name: Panzner
- first_name: Sebastian
full_name: von Enzberg, Sebastian
last_name: von Enzberg
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Panzner M, von Enzberg S, Dumitrescu R. Developing a data analytics toolbox
for data-driven product planning: a review and survey methodology. Artificial
Intelligence for Engineering Design, Analysis and Manufacturing. 2024;38.
doi:10.1017/s0890060424000209'
apa: 'Panzner, M., von Enzberg, S., & Dumitrescu, R. (2024). Developing a data
analytics toolbox for data-driven product planning: a review and survey methodology.
Artificial Intelligence for Engineering Design, Analysis and Manufacturing,
38, Article e18. https://doi.org/10.1017/s0890060424000209'
bibtex: '@article{Panzner_von Enzberg_Dumitrescu_2024, title={Developing a data
analytics toolbox for data-driven product planning: a review and survey methodology},
volume={38}, DOI={10.1017/s0890060424000209},
number={e18}, journal={Artificial Intelligence for Engineering Design, Analysis
and Manufacturing}, publisher={Cambridge University Press (CUP)}, author={Panzner,
Melina and von Enzberg, Sebastian and Dumitrescu, Roman}, year={2024} }'
chicago: 'Panzner, Melina, Sebastian von Enzberg, and Roman Dumitrescu. “Developing
a Data Analytics Toolbox for Data-Driven Product Planning: A Review and Survey
Methodology.” Artificial Intelligence for Engineering Design, Analysis and
Manufacturing 38 (2024). https://doi.org/10.1017/s0890060424000209.'
ieee: 'M. Panzner, S. von Enzberg, and R. Dumitrescu, “Developing a data analytics
toolbox for data-driven product planning: a review and survey methodology,” Artificial
Intelligence for Engineering Design, Analysis and Manufacturing, vol. 38,
Art. no. e18, 2024, doi: 10.1017/s0890060424000209.'
mla: 'Panzner, Melina, et al. “Developing a Data Analytics Toolbox for Data-Driven
Product Planning: A Review and Survey Methodology.” Artificial Intelligence
for Engineering Design, Analysis and Manufacturing, vol. 38, e18, Cambridge
University Press (CUP), 2024, doi:10.1017/s0890060424000209.'
short: M. Panzner, S. von Enzberg, R. Dumitrescu, Artificial Intelligence for Engineering
Design, Analysis and Manufacturing 38 (2024).
date_created: 2025-01-31T14:24:26Z
date_updated: 2025-01-31T14:24:45Z
department:
- _id: '563'
doi: 10.1017/s0890060424000209
intvolume: ' 38'
language:
- iso: eng
publication: Artificial Intelligence for Engineering Design, Analysis and Manufacturing
publication_identifier:
issn:
- 0890-0604
- 1469-1760
publication_status: published
publisher: Cambridge University Press (CUP)
status: public
title: 'Developing a data analytics toolbox for data-driven product planning: a review
and survey methodology'
type: journal_article
user_id: '15782'
volume: 38
year: '2024'
...
---
_id: '58475'
author:
- first_name: Michael
full_name: Schlegel, Michael
last_name: Schlegel
- first_name: Markus
full_name: Just, Markus
last_name: Just
- first_name: Felix
full_name: Pfaff, Felix
last_name: Pfaff
- first_name: Ingrid
full_name: Wiederkehr, Ingrid
id: '38169'
last_name: Wiederkehr
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Christoph
full_name: Kempf, Christoph
last_name: Kempf
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
- first_name: Albert
full_name: Albers, Albert
last_name: Albers
citation:
ama: 'Schlegel M, Just M, Pfaff F, et al. Future Robust Product Portfolio Development:
Modelling Innovation Potentials in Product Portfolios. Procedia CIRP. 2024;128:555-560.
doi:10.1016/j.procir.2024.03.036'
apa: 'Schlegel, M., Just, M., Pfaff, F., Wiederkehr, I., Koldewey, C., Kempf, C.,
Dumitrescu, R., & Albers, A. (2024). Future Robust Product Portfolio Development:
Modelling Innovation Potentials in Product Portfolios. Procedia CIRP, 128,
555–560. https://doi.org/10.1016/j.procir.2024.03.036'
bibtex: '@article{Schlegel_Just_Pfaff_Wiederkehr_Koldewey_Kempf_Dumitrescu_Albers_2024,
title={Future Robust Product Portfolio Development: Modelling Innovation Potentials
in Product Portfolios}, volume={128}, DOI={10.1016/j.procir.2024.03.036},
journal={Procedia CIRP}, publisher={Elsevier BV}, author={Schlegel, Michael and
Just, Markus and Pfaff, Felix and Wiederkehr, Ingrid and Koldewey, Christian and
Kempf, Christoph and Dumitrescu, Roman and Albers, Albert}, year={2024}, pages={555–560}
}'
chicago: 'Schlegel, Michael, Markus Just, Felix Pfaff, Ingrid Wiederkehr, Christian
Koldewey, Christoph Kempf, Roman Dumitrescu, and Albert Albers. “Future Robust
Product Portfolio Development: Modelling Innovation Potentials in Product Portfolios.”
Procedia CIRP 128 (2024): 555–60. https://doi.org/10.1016/j.procir.2024.03.036.'
ieee: 'M. Schlegel et al., “Future Robust Product Portfolio Development:
Modelling Innovation Potentials in Product Portfolios,” Procedia CIRP,
vol. 128, pp. 555–560, 2024, doi: 10.1016/j.procir.2024.03.036.'
mla: 'Schlegel, Michael, et al. “Future Robust Product Portfolio Development: Modelling
Innovation Potentials in Product Portfolios.” Procedia CIRP, vol. 128,
Elsevier BV, 2024, pp. 555–60, doi:10.1016/j.procir.2024.03.036.'
short: M. Schlegel, M. Just, F. Pfaff, I. Wiederkehr, C. Koldewey, C. Kempf, R.
Dumitrescu, A. Albers, Procedia CIRP 128 (2024) 555–560.
date_created: 2025-01-31T14:27:43Z
date_updated: 2025-01-31T14:28:08Z
department:
- _id: '563'
doi: 10.1016/j.procir.2024.03.036
intvolume: ' 128'
language:
- iso: eng
page: 555-560
publication: Procedia CIRP
publication_identifier:
issn:
- 2212-8271
publication_status: published
publisher: Elsevier BV
status: public
title: 'Future Robust Product Portfolio Development: Modelling Innovation Potentials
in Product Portfolios'
type: journal_article
user_id: '15782'
volume: 128
year: '2024'
...
---
_id: '58469'
author:
- first_name: Nick
full_name: Schreiner, Nick
last_name: Schreiner
- first_name: FM
full_name: de Oliveira, FM
last_name: de Oliveira
- first_name: Malte
full_name: Trienens, Malte
last_name: Trienens
- first_name: Christian
full_name: Kürpick, Christian
last_name: Kürpick
- first_name: Laban
full_name: Asmar, Laban
last_name: Asmar
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Schreiner N, de Oliveira F, Trienens M, et al. Corporate Emission Profiles:
Analyzing the 160 largest German Companies. In: Proceedings R&D Management
Conference. LibreCat University; 2024. doi:10.24406/PUBLICA-3609'
apa: 'Schreiner, N., de Oliveira, F., Trienens, M., Kürpick, C., Asmar, L., Kühn,
A., & Dumitrescu, R. (2024). Corporate Emission Profiles: Analyzing the 160
largest German Companies. Proceedings R&D Management Conference. R&D
Management Conference 2024. https://doi.org/10.24406/PUBLICA-3609'
bibtex: '@inproceedings{Schreiner_de Oliveira_Trienens_Kürpick_Asmar_Kühn_Dumitrescu_2024,
title={Corporate Emission Profiles: Analyzing the 160 largest German Companies},
DOI={10.24406/PUBLICA-3609},
booktitle={Proceedings R&D Management Conference}, publisher={LibreCat University},
author={Schreiner, Nick and de Oliveira, FM and Trienens, Malte and Kürpick, Christian
and Asmar, Laban and Kühn, Arno and Dumitrescu, Roman}, year={2024} }'
chicago: 'Schreiner, Nick, FM de Oliveira, Malte Trienens, Christian Kürpick, Laban
Asmar, Arno Kühn, and Roman Dumitrescu. “Corporate Emission Profiles: Analyzing
the 160 Largest German Companies.” In Proceedings R&D Management Conference.
LibreCat University, 2024. https://doi.org/10.24406/PUBLICA-3609.'
ieee: 'N. Schreiner et al., “Corporate Emission Profiles: Analyzing the 160
largest German Companies,” presented at the R&D Management Conference 2024,
2024, doi: 10.24406/PUBLICA-3609.'
mla: 'Schreiner, Nick, et al. “Corporate Emission Profiles: Analyzing the 160 Largest
German Companies.” Proceedings R&D Management Conference, LibreCat
University, 2024, doi:10.24406/PUBLICA-3609.'
short: 'N. Schreiner, F. de Oliveira, M. Trienens, C. Kürpick, L. Asmar, A. Kühn,
R. Dumitrescu, in: Proceedings R&D Management Conference, LibreCat University,
2024.'
conference:
name: R&D Management Conference 2024
date_created: 2025-01-31T13:24:03Z
date_updated: 2025-01-31T13:27:26Z
department:
- _id: '563'
doi: 10.24406/PUBLICA-3609
language:
- iso: eng
publication: Proceedings R&D Management Conference
publisher: LibreCat University
status: public
title: 'Corporate Emission Profiles: Analyzing the 160 largest German Companies'
type: conference
user_id: '15782'
year: '2024'
...