---
_id: '34197'
abstract:
- lang: eng
text: AbstractComprehensive data understanding
is a key success driver for data analytics projects. Knowing the characteristics
of the data helps a lot in selecting the appropriate data analysis techniques.
Especially in data-driven product planning, knowledge about the data is a necessary
prerequisite because data of the use phase is very heterogeneous. However, companies
often do not have the necessary know-how or time to build up solid data understanding
in connection with data analysis. In this paper, we develop a methodology to organize
and categorize and thus understand use phase data in a way that makes it accessible
to general data analytics workflows, following a design science research approach.
We first present a knowledge base that lists typical use phase data from a product
planning view. Second, we develop a taxonomy based on standard literature and
real data objects, which covers the diversity of the data considered. The taxonomy
provides 8 dimensions that support classification of use phase data and allows
to capture data characteristics from a data analytics view. Finally, we combine
both views by clustering the objects of the knowledge base according to the taxonomy.
Each of the resulting clusters covers a typical combination of analytics relevant
characteristics occurring in practice. By abstracting from the diversity of use
phase data into artifacts with manageable complexity, our approach provides guidance
to choose appropriate data analysis and AI techniques.
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: Maurice
full_name: Meyer, Maurice
last_name: Meyer
- first_name: Roman
full_name: Dumitrescu, Roman
last_name: Dumitrescu
citation:
ama: Panzner M, von Enzberg S, Meyer M, Dumitrescu R. Characterization of Usage
Data with the Help of Data Classifications. Journal of the Knowledge Economy.
Published online 2022. doi:10.1007/s13132-022-01081-z
apa: Panzner, M., von Enzberg, S., Meyer, M., & Dumitrescu, R. (2022). Characterization
of Usage Data with the Help of Data Classifications. Journal of the Knowledge
Economy. https://doi.org/10.1007/s13132-022-01081-z
bibtex: '@article{Panzner_von Enzberg_Meyer_Dumitrescu_2022, title={Characterization
of Usage Data with the Help of Data Classifications}, DOI={10.1007/s13132-022-01081-z},
journal={Journal of the Knowledge Economy}, publisher={Springer Science and Business
Media LLC}, author={Panzner, Melina and von Enzberg, Sebastian and Meyer, Maurice
and Dumitrescu, Roman}, year={2022} }'
chicago: Panzner, Melina, Sebastian von Enzberg, Maurice Meyer, and Roman Dumitrescu.
“Characterization of Usage Data with the Help of Data Classifications.” Journal
of the Knowledge Economy, 2022. https://doi.org/10.1007/s13132-022-01081-z.
ieee: 'M. Panzner, S. von Enzberg, M. Meyer, and R. Dumitrescu, “Characterization
of Usage Data with the Help of Data Classifications,” Journal of the Knowledge
Economy, 2022, doi: 10.1007/s13132-022-01081-z.'
mla: Panzner, Melina, et al. “Characterization of Usage Data with the Help of Data
Classifications.” Journal of the Knowledge Economy, Springer Science and
Business Media LLC, 2022, doi:10.1007/s13132-022-01081-z.
short: M. Panzner, S. von Enzberg, M. Meyer, R. Dumitrescu, Journal of the Knowledge
Economy (2022).
date_created: 2022-12-05T12:49:56Z
date_updated: 2022-12-05T12:51:03Z
department:
- _id: '563'
doi: 10.1007/s13132-022-01081-z
keyword:
- Economics and Econometrics
language:
- iso: eng
publication: Journal of the Knowledge Economy
publication_identifier:
issn:
- 1868-7865
- 1868-7873
publication_status: published
publisher: Springer Science and Business Media LLC
status: public
title: Characterization of Usage Data with the Help of Data Classifications
type: journal_article
user_id: '15782'
year: '2022'
...
---
_id: '34196'
abstract:
- lang: eng
text: Mounting sensors in disk stack separators is often a major challenge
due to the operating conditions. However, a process cannot be optimally monitored
without sensors. Virtual sensors can be a solution to calculate the sought parameters
from measurable values. We measured the vibrations of disk stack separators and
applied machine learning (ML) to detect whether the separator contains only water
or whether particles are also present. We combined seven ML classification algorithms
with three feature engineering strategies and evaluated our model successfully
on vibration data of an experimental disk stack separator. Our experimental results
demonstrate that random forest in combination with manual feature engineering
using domain specific knowledge about suitable features outperforms all other
models with an accuracy of 91.27 %.
author:
- first_name: Silke
full_name: Merkelbach, Silke
last_name: Merkelbach
- first_name: Lameya
full_name: Afroze, Lameya
last_name: Afroze
- first_name: Nils
full_name: Janssen, Nils
last_name: Janssen
- first_name: Sebastian
full_name: von Enzberg, Sebastian
last_name: von Enzberg
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Roman
full_name: Dumitrescu, Roman
last_name: Dumitrescu
citation:
ama: Merkelbach S, Afroze L, Janssen N, von Enzberg S, Kühn A, Dumitrescu R. Using
vibration data to classify conditions in disk stack separators. Vibroengineering
PROCEDIA. 2022;46:21-26. doi:10.21595/vp.2022.23000
apa: Merkelbach, S., Afroze, L., Janssen, N., von Enzberg, S., Kühn, A., & Dumitrescu,
R. (2022). Using vibration data to classify conditions in disk stack separators.
Vibroengineering PROCEDIA, 46, 21–26. https://doi.org/10.21595/vp.2022.23000
bibtex: '@article{Merkelbach_Afroze_Janssen_von Enzberg_Kühn_Dumitrescu_2022, title={Using
vibration data to classify conditions in disk stack separators}, volume={46},
DOI={10.21595/vp.2022.23000},
journal={Vibroengineering PROCEDIA}, publisher={JVE International Ltd.}, author={Merkelbach,
Silke and Afroze, Lameya and Janssen, Nils and von Enzberg, Sebastian and Kühn,
Arno and Dumitrescu, Roman}, year={2022}, pages={21–26} }'
chicago: 'Merkelbach, Silke, Lameya Afroze, Nils Janssen, Sebastian von Enzberg,
Arno Kühn, and Roman Dumitrescu. “Using Vibration Data to Classify Conditions
in Disk Stack Separators.” Vibroengineering PROCEDIA 46 (2022): 21–26.
https://doi.org/10.21595/vp.2022.23000.'
ieee: 'S. Merkelbach, L. Afroze, N. Janssen, S. von Enzberg, A. Kühn, and R. Dumitrescu,
“Using vibration data to classify conditions in disk stack separators,” Vibroengineering
PROCEDIA, vol. 46, pp. 21–26, 2022, doi: 10.21595/vp.2022.23000.'
mla: Merkelbach, Silke, et al. “Using Vibration Data to Classify Conditions in Disk
Stack Separators.” Vibroengineering PROCEDIA, vol. 46, JVE International
Ltd., 2022, pp. 21–26, doi:10.21595/vp.2022.23000.
short: S. Merkelbach, L. Afroze, N. Janssen, S. von Enzberg, A. Kühn, R. Dumitrescu,
Vibroengineering PROCEDIA 46 (2022) 21–26.
date_created: 2022-12-05T12:47:22Z
date_updated: 2022-12-05T12:51:08Z
department:
- _id: '563'
doi: 10.21595/vp.2022.23000
intvolume: ' 46'
keyword:
- General Medicine
language:
- iso: eng
page: 21-26
publication: Vibroengineering PROCEDIA
publication_identifier:
issn:
- 2345-0533
- 2538-8479
publication_status: published
publisher: JVE International Ltd.
status: public
title: Using vibration data to classify conditions in disk stack separators
type: journal_article
user_id: '15782'
volume: 46
year: '2022'
...
---
_id: '34195'
author:
- first_name: Daniela
full_name: Hobscheidt, Daniela
last_name: Hobscheidt
- first_name: Jörn Steffen
full_name: Menzefricke, Jörn Steffen
last_name: Menzefricke
- first_name: Stefan
full_name: Gabriel, Stefan
last_name: Gabriel
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Roman
full_name: Dumitrescu, Roman
last_name: Dumitrescu
citation:
ama: 'Hobscheidt D, Menzefricke JS, Gabriel S, Kühn A, Dumitrescu R. Soziotechnische
Herausforderungen bei der Einführung von RPA managen. In: Praxishandbuch Robotic
Process Automation (RPA). Springer Fachmedien Wiesbaden; 2022. doi:10.1007/978-3-658-38379-4_8'
apa: Hobscheidt, D., Menzefricke, J. S., Gabriel, S., Kühn, A., & Dumitrescu,
R. (2022). Soziotechnische Herausforderungen bei der Einführung von RPA managen.
In Praxishandbuch Robotic Process Automation (RPA). Springer Fachmedien
Wiesbaden. https://doi.org/10.1007/978-3-658-38379-4_8
bibtex: '@inbook{Hobscheidt_Menzefricke_Gabriel_Kühn_Dumitrescu_2022, place={Wiesbaden},
title={Soziotechnische Herausforderungen bei der Einführung von RPA managen},
DOI={10.1007/978-3-658-38379-4_8},
booktitle={Praxishandbuch Robotic Process Automation (RPA)}, publisher={Springer
Fachmedien Wiesbaden}, author={Hobscheidt, Daniela and Menzefricke, Jörn Steffen
and Gabriel, Stefan and Kühn, Arno and Dumitrescu, Roman}, year={2022} }'
chicago: 'Hobscheidt, Daniela, Jörn Steffen Menzefricke, Stefan Gabriel, Arno Kühn,
and Roman Dumitrescu. “Soziotechnische Herausforderungen Bei Der Einführung von
RPA Managen.” In Praxishandbuch Robotic Process Automation (RPA). Wiesbaden:
Springer Fachmedien Wiesbaden, 2022. https://doi.org/10.1007/978-3-658-38379-4_8.'
ieee: 'D. Hobscheidt, J. S. Menzefricke, S. Gabriel, A. Kühn, and R. Dumitrescu,
“Soziotechnische Herausforderungen bei der Einführung von RPA managen,” in Praxishandbuch
Robotic Process Automation (RPA), Wiesbaden: Springer Fachmedien Wiesbaden,
2022.'
mla: Hobscheidt, Daniela, et al. “Soziotechnische Herausforderungen Bei Der Einführung
von RPA Managen.” Praxishandbuch Robotic Process Automation (RPA), Springer
Fachmedien Wiesbaden, 2022, doi:10.1007/978-3-658-38379-4_8.
short: 'D. Hobscheidt, J.S. Menzefricke, S. Gabriel, A. Kühn, R. Dumitrescu, in:
Praxishandbuch Robotic Process Automation (RPA), Springer Fachmedien Wiesbaden,
Wiesbaden, 2022.'
date_created: 2022-12-05T12:46:56Z
date_updated: 2022-12-05T12:51:11Z
department:
- _id: '563'
doi: 10.1007/978-3-658-38379-4_8
language:
- iso: eng
place: Wiesbaden
publication: Praxishandbuch Robotic Process Automation (RPA)
publication_identifier:
isbn:
- '9783658383787'
- '9783658383794'
publication_status: published
publisher: Springer Fachmedien Wiesbaden
status: public
title: Soziotechnische Herausforderungen bei der Einführung von RPA managen
type: book_chapter
user_id: '15782'
year: '2022'
...
---
_id: '34193'
author:
- first_name: Michael
full_name: Bansmann, Michael
last_name: Bansmann
- first_name: Roman
full_name: Dumitrescu, Roman
last_name: Dumitrescu
- first_name: Christian
full_name: Fechtelpeter, Christian
last_name: Fechtelpeter
citation:
ama: 'Bansmann M, Dumitrescu R, Fechtelpeter C. Transfer von Arbeit 4.0-Anwendungsszenarien.
In: Gestaltung Digitalisierter Arbeitswelten. Springer Berlin Heidelberg;
2022. doi:10.1007/978-3-662-58014-1_3'
apa: Bansmann, M., Dumitrescu, R., & Fechtelpeter, C. (2022). Transfer von Arbeit
4.0-Anwendungsszenarien. In Gestaltung digitalisierter Arbeitswelten. Springer
Berlin Heidelberg. https://doi.org/10.1007/978-3-662-58014-1_3
bibtex: '@inbook{Bansmann_Dumitrescu_Fechtelpeter_2022, place={Berlin, Heidelberg},
title={Transfer von Arbeit 4.0-Anwendungsszenarien}, DOI={10.1007/978-3-662-58014-1_3},
booktitle={Gestaltung digitalisierter Arbeitswelten}, publisher={Springer Berlin
Heidelberg}, author={Bansmann, Michael and Dumitrescu, Roman and Fechtelpeter,
Christian}, year={2022} }'
chicago: 'Bansmann, Michael, Roman Dumitrescu, and Christian Fechtelpeter. “Transfer
von Arbeit 4.0-Anwendungsszenarien.” In Gestaltung Digitalisierter Arbeitswelten.
Berlin, Heidelberg: Springer Berlin Heidelberg, 2022. https://doi.org/10.1007/978-3-662-58014-1_3.'
ieee: 'M. Bansmann, R. Dumitrescu, and C. Fechtelpeter, “Transfer von Arbeit 4.0-Anwendungsszenarien,”
in Gestaltung digitalisierter Arbeitswelten, Berlin, Heidelberg: Springer
Berlin Heidelberg, 2022.'
mla: Bansmann, Michael, et al. “Transfer von Arbeit 4.0-Anwendungsszenarien.” Gestaltung
Digitalisierter Arbeitswelten, Springer Berlin Heidelberg, 2022, doi:10.1007/978-3-662-58014-1_3.
short: 'M. Bansmann, R. Dumitrescu, C. Fechtelpeter, in: Gestaltung Digitalisierter
Arbeitswelten, Springer Berlin Heidelberg, Berlin, Heidelberg, 2022.'
date_created: 2022-12-05T12:45:43Z
date_updated: 2022-12-05T12:51:19Z
department:
- _id: '563'
doi: 10.1007/978-3-662-58014-1_3
language:
- iso: eng
place: Berlin, Heidelberg
publication: Gestaltung digitalisierter Arbeitswelten
publication_identifier:
isbn:
- '9783662580134'
- '9783662580141'
issn:
- 2523-3637
- 2523-3645
publication_status: published
publisher: Springer Berlin Heidelberg
status: public
title: Transfer von Arbeit 4.0-Anwendungsszenarien
type: book_chapter
user_id: '15782'
year: '2022'
...
---
_id: '34194'
author:
- first_name: Jonathan
full_name: Brock, Jonathan
last_name: Brock
- first_name: Sebastian
full_name: von Enzberg, Sebastian
last_name: von Enzberg
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Roman
full_name: Dumitrescu, Roman
last_name: Dumitrescu
citation:
ama: 'Brock J, von Enzberg S, Kühn A, Dumitrescu R. Nutzung von Process Mining in
RPA-Projekten. In: Praxishandbuch Robotic Process Automation (RPA). Springer
Fachmedien Wiesbaden; 2022. doi:10.1007/978-3-658-38379-4_5'
apa: Brock, J., von Enzberg, S., Kühn, A., & Dumitrescu, R. (2022). Nutzung
von Process Mining in RPA-Projekten. In Praxishandbuch Robotic Process Automation
(RPA). Springer Fachmedien Wiesbaden. https://doi.org/10.1007/978-3-658-38379-4_5
bibtex: '@inbook{Brock_von Enzberg_Kühn_Dumitrescu_2022, place={Wiesbaden}, title={Nutzung
von Process Mining in RPA-Projekten}, DOI={10.1007/978-3-658-38379-4_5},
booktitle={Praxishandbuch Robotic Process Automation (RPA)}, publisher={Springer
Fachmedien Wiesbaden}, author={Brock, Jonathan and von Enzberg, Sebastian and
Kühn, Arno and Dumitrescu, Roman}, year={2022} }'
chicago: 'Brock, Jonathan, Sebastian von Enzberg, Arno Kühn, and Roman Dumitrescu.
“Nutzung von Process Mining in RPA-Projekten.” In Praxishandbuch Robotic Process
Automation (RPA). Wiesbaden: Springer Fachmedien Wiesbaden, 2022. https://doi.org/10.1007/978-3-658-38379-4_5.'
ieee: 'J. Brock, S. von Enzberg, A. Kühn, and R. Dumitrescu, “Nutzung von Process
Mining in RPA-Projekten,” in Praxishandbuch Robotic Process Automation (RPA),
Wiesbaden: Springer Fachmedien Wiesbaden, 2022.'
mla: Brock, Jonathan, et al. “Nutzung von Process Mining in RPA-Projekten.” Praxishandbuch
Robotic Process Automation (RPA), Springer Fachmedien Wiesbaden, 2022, doi:10.1007/978-3-658-38379-4_5.
short: 'J. Brock, S. von Enzberg, A. Kühn, R. Dumitrescu, in: Praxishandbuch Robotic
Process Automation (RPA), Springer Fachmedien Wiesbaden, Wiesbaden, 2022.'
date_created: 2022-12-05T12:46:26Z
date_updated: 2022-12-05T12:51:14Z
department:
- _id: '563'
doi: 10.1007/978-3-658-38379-4_5
language:
- iso: eng
place: Wiesbaden
publication: Praxishandbuch Robotic Process Automation (RPA)
publication_identifier:
isbn:
- '9783658383787'
- '9783658383794'
publication_status: published
publisher: Springer Fachmedien Wiesbaden
status: public
title: Nutzung von Process Mining in RPA-Projekten
type: book_chapter
user_id: '15782'
year: '2022'
...
---
_id: '27776'
article_number: '121329'
author:
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Anja
full_name: Rasor, Anja
id: '34415'
last_name: Rasor
- first_name: Jannik
full_name: Reinhold, Jannik
id: '33669'
last_name: Reinhold
- first_name: Jürgen
full_name: Gausemeier, Jürgen
id: '163'
last_name: Gausemeier
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
- first_name: Nadia
full_name: Chohan, Nadia
last_name: Chohan
- first_name: Maximilian
full_name: Frank, Maximilian
id: '38255'
last_name: Frank
citation:
ama: Koldewey C, Rasor A, Reinhold J, et al. Aligning strategic position, behavior,
and structure for smart service businesses in manufacturing. Technological
Forecasting and Social Change. Published online 2022. doi:10.1016/j.techfore.2021.121329
apa: Koldewey, C., Rasor, A., Reinhold, J., Gausemeier, J., Dumitrescu, R., Chohan,
N., & Frank, M. (2022). Aligning strategic position, behavior, and structure
for smart service businesses in manufacturing. Technological Forecasting and
Social Change, Article 121329. https://doi.org/10.1016/j.techfore.2021.121329
bibtex: '@article{Koldewey_Rasor_Reinhold_Gausemeier_Dumitrescu_Chohan_Frank_2022,
title={Aligning strategic position, behavior, and structure for smart service
businesses in manufacturing}, DOI={10.1016/j.techfore.2021.121329},
number={121329}, journal={Technological Forecasting and Social Change}, publisher={Elsevier},
author={Koldewey, Christian and Rasor, Anja and Reinhold, Jannik and Gausemeier,
Jürgen and Dumitrescu, Roman and Chohan, Nadia and Frank, Maximilian}, year={2022}
}'
chicago: Koldewey, Christian, Anja Rasor, Jannik Reinhold, Jürgen Gausemeier, Roman
Dumitrescu, Nadia Chohan, and Maximilian Frank. “Aligning Strategic Position,
Behavior, and Structure for Smart Service Businesses in Manufacturing.” Technological
Forecasting and Social Change, 2022. https://doi.org/10.1016/j.techfore.2021.121329.
ieee: 'C. Koldewey et al., “Aligning strategic position, behavior, and structure
for smart service businesses in manufacturing,” Technological Forecasting and
Social Change, Art. no. 121329, 2022, doi: 10.1016/j.techfore.2021.121329.'
mla: Koldewey, Christian, et al. “Aligning Strategic Position, Behavior, and Structure
for Smart Service Businesses in Manufacturing.” Technological Forecasting and
Social Change, 121329, Elsevier, 2022, doi:10.1016/j.techfore.2021.121329.
short: C. Koldewey, A. Rasor, J. Reinhold, J. Gausemeier, R. Dumitrescu, N. Chohan,
M. Frank, Technological Forecasting and Social Change (2022).
date_created: 2021-11-24T09:52:18Z
date_updated: 2022-01-25T08:52:39Z
department:
- _id: '563'
doi: 10.1016/j.techfore.2021.121329
language:
- iso: eng
publication: Technological Forecasting and Social Change
publication_identifier:
issn:
- 0040-1625
publication_status: published
publisher: Elsevier
status: public
title: Aligning strategic position, behavior, and structure for smart service businesses
in manufacturing
type: journal_article
user_id: '15782'
year: '2022'
...
---
_id: '33503'
author:
- first_name: Stefan
full_name: Gabriel, Stefan
last_name: Gabriel
- first_name: Theresa
full_name: Aring, Theresa
last_name: Aring
- first_name: Daniela
full_name: Hobscheidt, Daniela
last_name: Hobscheidt
- first_name: Arno
full_name: Kühn, Arno
last_name: Kühn
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Gabriel S, Aring T, Hobscheidt D, Kühn A, Dumitrescu R. Handlungsfelder für
die KI-Einführung in der Arbeitswelt produzierender Unternehmen. In: Gesellschaft
für Arbeitswissenschaft e.V., ed. Tagungsband Des 68. Frühjahrskongress Der
Gesellschaft Für Arbeitswissenschaft. GfA-Press; 2022.'
apa: Gabriel, S., Aring, T., Hobscheidt, D., Kühn, A., & Dumitrescu, R. (2022).
Handlungsfelder für die KI-Einführung in der Arbeitswelt produzierender Unternehmen.
In Gesellschaft für Arbeitswissenschaft e.V. (Ed.), Tagungsband des 68. Frühjahrskongress
der Gesellschaft für Arbeitswissenschaft. GfA-Press.
bibtex: '@inproceedings{Gabriel_Aring_Hobscheidt_Kühn_Dumitrescu_2022, place={Sankt
Augustin}, title={Handlungsfelder für die KI-Einführung in der Arbeitswelt produzierender
Unternehmen}, booktitle={Tagungsband des 68. Frühjahrskongress der Gesellschaft
für Arbeitswissenschaft}, publisher={GfA-Press}, author={Gabriel, Stefan and Aring,
Theresa and Hobscheidt, Daniela and Kühn, Arno and Dumitrescu, Roman}, editor={Gesellschaft
für Arbeitswissenschaft e.V.}, year={2022} }'
chicago: 'Gabriel, Stefan, Theresa Aring, Daniela Hobscheidt, Arno Kühn, and Roman
Dumitrescu. “Handlungsfelder Für Die KI-Einführung in Der Arbeitswelt Produzierender
Unternehmen.” In Tagungsband Des 68. Frühjahrskongress Der Gesellschaft Für
Arbeitswissenschaft, edited by Gesellschaft für Arbeitswissenschaft e.V. Sankt
Augustin: GfA-Press, 2022.'
ieee: S. Gabriel, T. Aring, D. Hobscheidt, A. Kühn, and R. Dumitrescu, “Handlungsfelder
für die KI-Einführung in der Arbeitswelt produzierender Unternehmen,” in Tagungsband
des 68. Frühjahrskongress der Gesellschaft für Arbeitswissenschaft, Magdeburg
02.03. - 04.03.2022, 2022.
mla: Gabriel, Stefan, et al. “Handlungsfelder Für Die KI-Einführung in Der Arbeitswelt
Produzierender Unternehmen.” Tagungsband Des 68. Frühjahrskongress Der Gesellschaft
Für Arbeitswissenschaft, edited by Gesellschaft für Arbeitswissenschaft e.V.,
GfA-Press, 2022.
short: 'S. Gabriel, T. Aring, D. Hobscheidt, A. Kühn, R. Dumitrescu, in: Gesellschaft
für Arbeitswissenschaft e.V. (Ed.), Tagungsband Des 68. Frühjahrskongress Der
Gesellschaft Für Arbeitswissenschaft, GfA-Press, Sankt Augustin, 2022.'
conference:
end_date: 2022-03.04
location: Magdeburg 02.03. - 04.03.2022
name: 68. Frühjahrskongress der Gesellschaft für Arbeitswissenschaft
start_date: 2022-03-02
corporate_editor:
- Gesellschaft für Arbeitswissenschaft e.V.
date_created: 2022-09-30T12:47:54Z
date_updated: 2022-09-30T12:48:29Z
department:
- _id: '563'
language:
- iso: eng
place: Sankt Augustin
publication: Tagungsband des 68. Frühjahrskongress der Gesellschaft für Arbeitswissenschaft
publisher: GfA-Press
status: public
title: Handlungsfelder für die KI-Einführung in der Arbeitswelt produzierender Unternehmen
type: conference
user_id: '15782'
year: '2022'
...
---
_id: '33505'
author:
- first_name: Harald
full_name: Anacker, Harald
last_name: Anacker
- first_name: Matthias
full_name: Günther, Matthias
last_name: Günther
- first_name: Fabian
full_name: Wyrwich, Fabian
last_name: Wyrwich
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Anacker H, Günther M, Wyrwich F, Dumitrescu R. Pattern based engineering of
System of Systems - a systematic literature review. In: 17th Annual System
of Systems Engineering Conference (SOSE). ; 2022:178-183. doi:10.1109/SOSE55472.2022.9812697'
apa: Anacker, H., Günther, M., Wyrwich, F., & Dumitrescu, R. (2022). Pattern
based engineering of System of Systems - a systematic literature review. 17th
Annual System of Systems Engineering Conference (SOSE), 178–183. https://doi.org/10.1109/SOSE55472.2022.9812697
bibtex: '@inproceedings{Anacker_Günther_Wyrwich_Dumitrescu_2022, title={Pattern
based engineering of System of Systems - a systematic literature review}, DOI={10.1109/SOSE55472.2022.9812697},
booktitle={17th Annual System of Systems Engineering Conference (SOSE)}, author={Anacker,
Harald and Günther, Matthias and Wyrwich, Fabian and Dumitrescu, Roman}, year={2022},
pages={178–183} }'
chicago: Anacker, Harald, Matthias Günther, Fabian Wyrwich, and Roman Dumitrescu.
“Pattern Based Engineering of System of Systems - a Systematic Literature Review.”
In 17th Annual System of Systems Engineering Conference (SOSE), 178–83,
2022. https://doi.org/10.1109/SOSE55472.2022.9812697.
ieee: 'H. Anacker, M. Günther, F. Wyrwich, and R. Dumitrescu, “Pattern based engineering
of System of Systems - a systematic literature review,” in 17th Annual System
of Systems Engineering Conference (SOSE), Rochester, NY, USA, 2022, pp. 178–183,
doi: 10.1109/SOSE55472.2022.9812697.'
mla: Anacker, Harald, et al. “Pattern Based Engineering of System of Systems - a
Systematic Literature Review.” 17th Annual System of Systems Engineering Conference
(SOSE), 2022, pp. 178–83, doi:10.1109/SOSE55472.2022.9812697.
short: 'H. Anacker, M. Günther, F. Wyrwich, R. Dumitrescu, in: 17th Annual System
of Systems Engineering Conference (SOSE), 2022, pp. 178–183.'
conference:
end_date: 2022-06-11
location: Rochester, NY, USA
name: IEEE International Conference on System of Systems Engineering (SoSE)
start_date: 2022-06-07
date_created: 2022-09-30T13:13:00Z
date_updated: 2022-09-30T13:13:05Z
department:
- _id: '563'
doi: 10.1109/SOSE55472.2022.9812697
language:
- iso: eng
page: 178-183
publication: 17th Annual System of Systems Engineering Conference (SOSE)
status: public
title: Pattern based engineering of System of Systems - a systematic literature review
type: conference
user_id: '15782'
year: '2022'
...
---
_id: '31188'
author:
- first_name: Harald
full_name: Anacker, Harald
last_name: Anacker
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
- first_name: Ulf
full_name: Könemann, Ulf
last_name: Könemann
- first_name: Daria
full_name: Wilke, Daria
last_name: Wilke
citation:
ama: 'Anacker H, Dumitrescu R, Könemann U, Wilke D. Identification of stakeholder-specific
Systems Engineering competencies for industry. In: Proceedings of the 16th
Annual IEEE International Systems Conference. ; 2022.'
apa: Anacker, H., Dumitrescu, R., Könemann, U., & Wilke, D. (2022). Identification
of stakeholder-specific Systems Engineering competencies for industry. Proceedings
of the 16th Annual IEEE International Systems Conference. IEEE SysCon 2022,
Montreal, Canada.
bibtex: '@inproceedings{Anacker_Dumitrescu_Könemann_Wilke_2022, title={Identification
of stakeholder-specific Systems Engineering competencies for industry}, booktitle={
Proceedings of the 16th Annual IEEE International Systems Conference}, author={Anacker,
Harald and Dumitrescu, Roman and Könemann, Ulf and Wilke, Daria}, year={2022}
}'
chicago: Anacker, Harald, Roman Dumitrescu, Ulf Könemann, and Daria Wilke. “Identification
of Stakeholder-Specific Systems Engineering Competencies for Industry.” In
Proceedings of the 16th Annual IEEE International Systems Conference, 2022.
ieee: H. Anacker, R. Dumitrescu, U. Könemann, and D. Wilke, “Identification of stakeholder-specific
Systems Engineering competencies for industry,” presented at the IEEE SysCon 2022,
Montreal, Canada, 2022.
mla: Anacker, Harald, et al. “Identification of Stakeholder-Specific Systems Engineering
Competencies for Industry.” Proceedings of the 16th Annual IEEE International
Systems Conference, 2022.
short: 'H. Anacker, R. Dumitrescu, U. Könemann, D. Wilke, in: Proceedings of the
16th Annual IEEE International Systems Conference, 2022.'
conference:
end_date: 2022-04-28
location: Montreal, Canada
name: IEEE SysCon 2022
start_date: 2022-04-25
date_created: 2022-05-11T10:04:18Z
date_updated: 2022-09-30T12:52:13Z
department:
- _id: '563'
language:
- iso: eng
publication: ' Proceedings of the 16th Annual IEEE International Systems Conference'
status: public
title: Identification of stakeholder-specific Systems Engineering competencies for
industry
type: conference
user_id: '15782'
year: '2022'
...
---
_id: '33553'
author:
- first_name: Stefan
full_name: Pfeifer, Stefan
last_name: Pfeifer
- first_name: Didem
full_name: Akgül, Didem
last_name: Akgül
- first_name: Silke
full_name: Röbenack, Silke
last_name: Röbenack
- first_name: Amelie
full_name: Tihlarik, Amelie
last_name: Tihlarik
- first_name: Bruno
full_name: Albert, Bruno
last_name: Albert
- first_name: Harald
full_name: Anacker, Harald
last_name: Anacker
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Pfeifer S, Akgül D, Röbenack S, et al. Design Decisions in the Architecture
Development of Advanced Systems: Towards traceable and sustainable Documentation
and Communication. In: Mortensen NH, Hansen CT, Deininger M, eds. DS 118: Proceedings
of NordDesign 2022. The Design Society; 2022. doi:10.35199/norddesign2022'
apa: 'Pfeifer, S., Akgül, D., Röbenack, S., Tihlarik, A., Albert, B., Anacker, H.,
& Dumitrescu, R. (2022). Design Decisions in the Architecture Development
of Advanced Systems: Towards traceable and sustainable Documentation and Communication.
In N. H. Mortensen, C. T. Hansen, & M. Deininger (Eds.), DS 118: Proceedings
of NordDesign 2022. The Design Society. https://doi.org/10.35199/norddesign2022'
bibtex: '@inproceedings{Pfeifer_Akgül_Röbenack_Tihlarik_Albert_Anacker_Dumitrescu_2022,
title={Design Decisions in the Architecture Development of Advanced Systems: Towards
traceable and sustainable Documentation and Communication}, DOI={10.35199/norddesign2022},
booktitle={DS 118: Proceedings of NordDesign 2022}, publisher={The Design Society},
author={Pfeifer, Stefan and Akgül, Didem and Röbenack, Silke and Tihlarik, Amelie
and Albert, Bruno and Anacker, Harald and Dumitrescu, Roman}, editor={Mortensen,
N.H. and Hansen, C.T. and Deininger, M.}, year={2022} }'
chicago: 'Pfeifer, Stefan, Didem Akgül, Silke Röbenack, Amelie Tihlarik, Bruno Albert,
Harald Anacker, and Roman Dumitrescu. “Design Decisions in the Architecture Development
of Advanced Systems: Towards Traceable and Sustainable Documentation and Communication.”
In DS 118: Proceedings of NordDesign 2022, edited by N.H. Mortensen, C.T.
Hansen, and M. Deininger. The Design Society, 2022. https://doi.org/10.35199/norddesign2022.'
ieee: 'S. Pfeifer et al., “Design Decisions in the Architecture Development
of Advanced Systems: Towards traceable and sustainable Documentation and Communication,”
in DS 118: Proceedings of NordDesign 2022, Copenhagen, Denmark, 2022, doi:
10.35199/norddesign2022.'
mla: 'Pfeifer, Stefan, et al. “Design Decisions in the Architecture Development
of Advanced Systems: Towards Traceable and Sustainable Documentation and Communication.”
DS 118: Proceedings of NordDesign 2022, edited by N.H. Mortensen et al.,
The Design Society, 2022, doi:10.35199/norddesign2022.'
short: 'S. Pfeifer, D. Akgül, S. Röbenack, A. Tihlarik, B. Albert, H. Anacker, R.
Dumitrescu, in: N.H. Mortensen, C.T. Hansen, M. Deininger (Eds.), DS 118: Proceedings
of NordDesign 2022, The Design Society, 2022.'
conference:
end_date: 2022-08-18
location: Copenhagen, Denmark
name: NordDesign 2022
start_date: 2022-08-16
date_created: 2022-10-07T10:22:11Z
date_updated: 2022-10-07T10:29:37Z
department:
- _id: '563'
doi: 10.35199/norddesign2022
editor:
- first_name: N.H.
full_name: Mortensen, N.H.
last_name: Mortensen
- first_name: C.T.
full_name: Hansen, C.T.
last_name: Hansen
- first_name: M.
full_name: Deininger, M.
last_name: Deininger
language:
- iso: eng
publication: 'DS 118: Proceedings of NordDesign 2022'
publication_identifier:
isbn:
- '9781912254170'
publication_status: published
publisher: The Design Society
status: public
title: 'Design Decisions in the Architecture Development of Advanced Systems: Towards
traceable and sustainable Documentation and Communication'
type: conference
user_id: '15782'
year: '2022'
...
---
_id: '33552'
author:
- first_name: Jan-Philipp
full_name: Disselkamp, Jan-Philipp
last_name: Disselkamp
- first_name: Tobias
full_name: Seidenberg, Tobias
last_name: Seidenberg
- first_name: Harald
full_name: Anacker, Harald
last_name: Anacker
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Disselkamp J-P, Seidenberg T, Anacker H, Dumitrescu R. Design of an optimised
value creation network for zero emission ferries. In: Proceedings of the IEEE.
; 2022.'
apa: Disselkamp, J.-P., Seidenberg, T., Anacker, H., & Dumitrescu, R. (2022).
Design of an optimised value creation network for zero emission ferries. Proceedings
of the IEEE. 28th IEEE ICE/ITMC & 31st IAMOT Conference IEEE , Nancy,
France.
bibtex: '@inproceedings{Disselkamp_Seidenberg_Anacker_Dumitrescu_2022, title={Design
of an optimised value creation network for zero emission ferries}, booktitle={Proceedings
of the IEEE}, author={Disselkamp, Jan-Philipp and Seidenberg, Tobias and Anacker,
Harald and Dumitrescu, Roman}, year={2022} }'
chicago: Disselkamp, Jan-Philipp, Tobias Seidenberg, Harald Anacker, and Roman Dumitrescu.
“Design of an Optimised Value Creation Network for Zero Emission Ferries.” In
Proceedings of the IEEE, 2022.
ieee: J.-P. Disselkamp, T. Seidenberg, H. Anacker, and R. Dumitrescu, “Design of
an optimised value creation network for zero emission ferries,” presented at the
28th IEEE ICE/ITMC & 31st IAMOT Conference IEEE , Nancy, France, 2022.
mla: Disselkamp, Jan-Philipp, et al. “Design of an Optimised Value Creation Network
for Zero Emission Ferries.” Proceedings of the IEEE, 2022.
short: 'J.-P. Disselkamp, T. Seidenberg, H. Anacker, R. Dumitrescu, in: Proceedings
of the IEEE, 2022.'
conference:
end_date: 2022-06-23
location: Nancy, France
name: '28th IEEE ICE/ITMC & 31st IAMOT Conference IEEE '
start_date: 2022-06-19
date_created: 2022-10-07T10:19:22Z
date_updated: 2022-10-07T10:20:24Z
department:
- _id: '563'
language:
- iso: eng
publication: Proceedings of the IEEE
status: public
title: Design of an optimised value creation network for zero emission ferries
type: conference
user_id: '15782'
year: '2022'
...
---
_id: '33556'
author:
- first_name: Daniel
full_name: Eckertz, Daniel
last_name: Eckertz
- first_name: Harald
full_name: Anacker, Harald
last_name: Anacker
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Eckertz D, Anacker H, Dumitrescu R. Knowledge-based Interactive Configuration
Tool for Industrial Augmented Reality Systems. In: Proceedings of the 5th International
Conference on Information and Computer Technologies (ICICT). IEEE; 2022. doi:10.1109/icict55905.2022.00021'
apa: Eckertz, D., Anacker, H., & Dumitrescu, R. (2022). Knowledge-based Interactive
Configuration Tool for Industrial Augmented Reality Systems. Proceedings of
the 5th International Conference on Information and Computer Technologies (ICICT).
5th International Conference on Information and Computer Technologies (ICICT),
New York City, NY, United States. https://doi.org/10.1109/icict55905.2022.00021
bibtex: '@inproceedings{Eckertz_Anacker_Dumitrescu_2022, title={Knowledge-based
Interactive Configuration Tool for Industrial Augmented Reality Systems}, DOI={10.1109/icict55905.2022.00021},
booktitle={Proceedings of the 5th International Conference on Information and
Computer Technologies (ICICT)}, publisher={IEEE}, author={Eckertz, Daniel and
Anacker, Harald and Dumitrescu, Roman}, year={2022} }'
chicago: Eckertz, Daniel, Harald Anacker, and Roman Dumitrescu. “Knowledge-Based
Interactive Configuration Tool for Industrial Augmented Reality Systems.” In Proceedings
of the 5th International Conference on Information and Computer Technologies (ICICT).
IEEE, 2022. https://doi.org/10.1109/icict55905.2022.00021.
ieee: 'D. Eckertz, H. Anacker, and R. Dumitrescu, “Knowledge-based Interactive Configuration
Tool for Industrial Augmented Reality Systems,” presented at the 5th International
Conference on Information and Computer Technologies (ICICT), New York City, NY,
United States, 2022, doi: 10.1109/icict55905.2022.00021.'
mla: Eckertz, Daniel, et al. “Knowledge-Based Interactive Configuration Tool for
Industrial Augmented Reality Systems.” Proceedings of the 5th International
Conference on Information and Computer Technologies (ICICT), IEEE, 2022, doi:10.1109/icict55905.2022.00021.
short: 'D. Eckertz, H. Anacker, R. Dumitrescu, in: Proceedings of the 5th International
Conference on Information and Computer Technologies (ICICT), IEEE, 2022.'
conference:
end_date: 2022-03-06
location: New York City, NY, United States
name: 5th International Conference on Information and Computer Technologies (ICICT)
start_date: 2022-03-04
date_created: 2022-10-07T11:11:26Z
date_updated: 2022-10-07T11:21:10Z
department:
- _id: '563'
doi: 10.1109/icict55905.2022.00021
language:
- iso: eng
publication: Proceedings of the 5th International Conference on Information and Computer
Technologies (ICICT)
publication_status: published
publisher: IEEE
status: public
title: Knowledge-based Interactive Configuration Tool for Industrial Augmented Reality
Systems
type: conference
user_id: '15782'
year: '2022'
...
---
_id: '33554'
author:
- first_name: Silke
full_name: Merkelbach, Silke
last_name: Merkelbach
- first_name: Sebastian
full_name: von Enzberg, Sebastian
last_name: von Enzberg
- first_name: Arno
full_name: Kuhn, Arno
last_name: Kuhn
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Merkelbach S, von Enzberg S, Kuhn A, Dumitrescu R. Towards a Process Model
to Enable Domain Experts to Become Citizen Data Scientists for Industrial Applications.
In: Proceedings of the IEEE. IEEE; 2022. doi:10.1109/icps51978.2022.9816871'
apa: Merkelbach, S., von Enzberg, S., Kuhn, A., & Dumitrescu, R. (2022). Towards
a Process Model to Enable Domain Experts to Become Citizen Data Scientists for
Industrial Applications. Proceedings of the IEEE. IEEE 5th International
Conference on Industrial Cyber-Physical Systems (ICPS). https://doi.org/10.1109/icps51978.2022.9816871
bibtex: '@inproceedings{Merkelbach_von Enzberg_Kuhn_Dumitrescu_2022, title={Towards
a Process Model to Enable Domain Experts to Become Citizen Data Scientists for
Industrial Applications}, DOI={10.1109/icps51978.2022.9816871},
booktitle={Proceedings of the IEEE}, publisher={IEEE}, author={Merkelbach, Silke
and von Enzberg, Sebastian and Kuhn, Arno and Dumitrescu, Roman}, year={2022}
}'
chicago: Merkelbach, Silke, Sebastian von Enzberg, Arno Kuhn, and Roman Dumitrescu.
“Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists
for Industrial Applications.” In Proceedings of the IEEE. IEEE, 2022. https://doi.org/10.1109/icps51978.2022.9816871.
ieee: 'S. Merkelbach, S. von Enzberg, A. Kuhn, and R. Dumitrescu, “Towards a Process
Model to Enable Domain Experts to Become Citizen Data Scientists for Industrial
Applications,” presented at the IEEE 5th International Conference on Industrial
Cyber-Physical Systems (ICPS), 2022, doi: 10.1109/icps51978.2022.9816871.'
mla: Merkelbach, Silke, et al. “Towards a Process Model to Enable Domain Experts
to Become Citizen Data Scientists for Industrial Applications.” Proceedings
of the IEEE, IEEE, 2022, doi:10.1109/icps51978.2022.9816871.
short: 'S. Merkelbach, S. von Enzberg, A. Kuhn, R. Dumitrescu, in: Proceedings of
the IEEE, IEEE, 2022.'
conference:
end_date: 2022-05-24
name: IEEE 5th International Conference on Industrial Cyber-Physical Systems (ICPS)
start_date: 2022-05-24
date_created: 2022-10-07T11:05:49Z
date_updated: 2022-10-07T11:21:47Z
department:
- _id: '563'
doi: 10.1109/icps51978.2022.9816871
language:
- iso: eng
publication: Proceedings of the IEEE
publication_status: published
publisher: IEEE
status: public
title: Towards a Process Model to Enable Domain Experts to Become Citizen Data Scientists
for Industrial Applications
type: conference
user_id: '15782'
year: '2022'
...
---
_id: '33557'
author:
- first_name: Daniel
full_name: Eckertz, Daniel
last_name: Eckertz
- first_name: Harald
full_name: Anacker, Harald
last_name: Anacker
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Eckertz D, Anacker H, Dumitrescu R. Systematics for the individual assessment
of augmented reality potentials to support product validation. In: Proceedings
of NordDesign 2022. The Design Society; 2022. doi:10.35199/norddesign2022.12'
apa: Eckertz, D., Anacker, H., & Dumitrescu, R. (2022). Systematics for the
individual assessment of augmented reality potentials to support product validation.
Proceedings of NordDesign 2022. https://doi.org/10.35199/norddesign2022.12
bibtex: '@inproceedings{Eckertz_Anacker_Dumitrescu_2022, title={Systematics for
the individual assessment of augmented reality potentials to support product validation},
DOI={10.35199/norddesign2022.12},
booktitle={Proceedings of NordDesign 2022}, publisher={The Design Society}, author={Eckertz,
Daniel and Anacker, Harald and Dumitrescu, Roman}, year={2022} }'
chicago: Eckertz, Daniel, Harald Anacker, and Roman Dumitrescu. “Systematics for
the Individual Assessment of Augmented Reality Potentials to Support Product Validation.”
In Proceedings of NordDesign 2022. The Design Society, 2022. https://doi.org/10.35199/norddesign2022.12.
ieee: 'D. Eckertz, H. Anacker, and R. Dumitrescu, “Systematics for the individual
assessment of augmented reality potentials to support product validation,” 2022,
doi: 10.35199/norddesign2022.12.'
mla: Eckertz, Daniel, et al. “Systematics for the Individual Assessment of Augmented
Reality Potentials to Support Product Validation.” Proceedings of NordDesign
2022, The Design Society, 2022, doi:10.35199/norddesign2022.12.
short: 'D. Eckertz, H. Anacker, R. Dumitrescu, in: Proceedings of NordDesign 2022,
The Design Society, 2022.'
conference:
end_date: 2022-08-18
start_date: 2022-08-16
date_created: 2022-10-07T11:19:28Z
date_updated: 2022-10-07T11:21:16Z
department:
- _id: '563'
doi: 10.35199/norddesign2022.12
language:
- iso: eng
publication: Proceedings of NordDesign 2022
publication_status: published
publisher: The Design Society
status: public
title: Systematics for the individual assessment of augmented reality potentials to
support product validation
type: conference
user_id: '15782'
year: '2022'
...
---
_id: '33558'
author:
- first_name: Daria
full_name: Wilke, Daria
last_name: Wilke
- first_name: Stefan
full_name: Pfeifer, Stefan
last_name: Pfeifer
- first_name: 'Rebecca '
full_name: 'Heitmann, Rebecca '
last_name: Heitmann
- first_name: 'Harald '
full_name: 'Anacker, Harald '
last_name: Anacker
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
- first_name: 'Volker '
full_name: 'Franke, Volker '
last_name: Franke
citation:
ama: 'Wilke D, Pfeifer S, Heitmann R, Anacker H, Dumitrescu R, Franke V. Implementation
of Systems Engineering: A maturity-based approach. In: Proceedings of the IEEE
ISSE .'
apa: 'Wilke, D., Pfeifer, S., Heitmann, R., Anacker, H., Dumitrescu, R., & Franke,
V. (n.d.). Implementation of Systems Engineering: A maturity-based approach. Proceedings
of the IEEE ISSE . 8th IEEE International Symposium on Systems Engineering,
Wien, Österreich.'
bibtex: '@inproceedings{Wilke_Pfeifer_Heitmann_Anacker_Dumitrescu_Franke, title={Implementation
of Systems Engineering: A maturity-based approach}, booktitle={Proceedings of
the IEEE ISSE }, author={Wilke, Daria and Pfeifer, Stefan and Heitmann, Rebecca and
Anacker, Harald and Dumitrescu, Roman and Franke, Volker } }'
chicago: 'Wilke, Daria, Stefan Pfeifer, Rebecca Heitmann, Harald Anacker, Roman
Dumitrescu, and Volker Franke. “Implementation of Systems Engineering: A Maturity-Based
Approach.” In Proceedings of the IEEE ISSE , n.d.'
ieee: 'D. Wilke, S. Pfeifer, R. Heitmann, H. Anacker, R. Dumitrescu, and V. Franke,
“Implementation of Systems Engineering: A maturity-based approach,” presented
at the 8th IEEE International Symposium on Systems Engineering, Wien, Österreich.'
mla: 'Wilke, Daria, et al. “Implementation of Systems Engineering: A Maturity-Based
Approach.” Proceedings of the IEEE ISSE .'
short: 'D. Wilke, S. Pfeifer, R. Heitmann, H. Anacker, R. Dumitrescu, V. Franke,
in: Proceedings of the IEEE ISSE , n.d.'
conference:
end_date: 2022-10-26
location: Wien, Österreich
name: 8th IEEE International Symposium on Systems Engineering
start_date: 2022-10-24
date_created: 2022-10-07T11:29:48Z
date_updated: 2022-10-07T11:29:53Z
department:
- _id: '563'
language:
- iso: eng
publication: 'Proceedings of the IEEE ISSE '
publication_status: accepted
status: public
title: 'Implementation of Systems Engineering: A maturity-based approach'
type: conference
user_id: '15782'
year: '2022'
...
---
_id: '33702'
abstract:
- lang: eng
text: Im Rahmen dieser Studie wird der Status Quo des KI-Einsatzes in der
industriellen Arbeitswelt in der Region OstWestfalenLippe erfasst und beschrieben.
Dadurch wird eine Grundlage geschaffen, um eine zielführende Unterstützung der
Gestaltung von durch Künstliche Intelligenz (KI) gestützter Arbeitsprozesse in
Unternehmen zu ermöglichen, indem beispielsweise bedarfsbezogene Maßnahmen entwickelt
und durchgeführt sowie weiterer Forschungsbedarf aufgezeigt wird. Die Befragung
wurde im Jahr 2021 von dem Kompetenzzentrum Arbeitswelt.Plus sowie dem Spitzencluster
it’s OWL initiiert. Dabei sind drei Zielgruppen – Unternehmensleitung, Personalabteilung
(HR) sowie Arbeitnehmer*innen – adressiert worden. Insgesamt nahmen 317 Personen
aus 89 verschiedenen Unternehmen bzw. Organisationen an der Befragung teil – zu
38 % Unternehmer*innen, zu 13 % Personaler*innen und zu 49 % Arbeitnehmer*innen.
Die meisten der Teilnehmenden stammten aus der Elektroindustrie, dem Maschinenbau
sowie dem Informations- und Kommunikationstechnologie (IKT)-Sektor. Die Befragungsergebnisse
zeigen, dass sich die meisten Unternehmen in der Anfangsphase der KI-Nutzung befinden.
Zwischen einzelnen Unternehmensbereichen und verschiedenen Branchen zeigen sich
gewisse Unterschiede in der Nutzungsphase. Die Befragten stehen aktuell vor der
Nutzung von vor allem teilautonomen KI-Systemen, die ausführende und analytische
menschliche Tätigkeitenbeispielsweise durch Informationsbereitstellungen unterstützen.
Wesentliche Ziele der KI-Nutzung sind die Effizienzsteigerung, Qualitätsverbesserung,
Entscheidungsoptimierung sowie Unterstützung der Arbeitnehmer*innen. Allerdings
werden in allen Unternehmen die fehlende Expertise sowie insgesamt die Komplexität
des Themenfelds als Hinderungsgründe identifiziert. In allen Unternehmen und
allen Unternehmensbereichen werden hohe Auswirkungen durch KI erwartet. Auf die
Arbeitsgestaltung werden insgesamt eher positive Auswirkungen erwartet. Die Befragten
schätzen die Bedeutung von KI, ihre Aufgeschlossenheit sowie ihr Vertrauen gegenüber
KI als insgesamt hoch ein, ihr Verständnis von KI dagegen eher als gering. Tendenziell
zeigt sich eine große Diskrepanz zwischen Selbst- und Fremdbild mit einer teils
deutlich negativeren Wahrnehmung anderer. Die Befragten erwarten außerdem steigende
Kompetenzanforderungen sowie einen hohen Weiterbildungsbedarf, insbesondere bezüglich
des grundlegenden Verständnisses über KI. In den wenigsten Unternehmen existiert
jedoch ein gezieltes Weiterbildungsangebot. Die Erkenntnisse aus der Befragung
fließen im Rahmen des Kompetenzzentrums Arbeitswelt.Plus in die gezielte Gestaltung
und Einführung KI-gestützter Arbeitsformen sowie bedarfsgerechter Unterstützungsangebote
ein. Die hohe Komplexität der KI-Einführung sowie die sowohl technischen als auch
mitarbeiterbezogenen Herausforderungen verdeutlichen den Bedarf für eine soziotechnische
Perspektive und ein systematisches Vorgehen bei der Gestaltung dieses vielschichtigen
Themenfelds.
author:
- first_name: Jörg
full_name: Papenkordt, Jörg
last_name: Papenkordt
- first_name: Stefan
full_name: Gabriel, Stefan
last_name: Gabriel
- first_name: Kirsten
full_name: Thommes, Kirsten
last_name: Thommes
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: Papenkordt J, Gabriel S, Thommes K, Dumitrescu R. Künstliche Intelligenz
in Der Industriellen Arbeitswelt - Studie Zum Status Quo in Der Region OstWestfalenLippe.
Kompetenzzentrum Arbeitswelt.Plus; 2022. doi:10.55594/tmao3234
apa: Papenkordt, J., Gabriel, S., Thommes, K., & Dumitrescu, R. (2022). Künstliche
Intelligenz in der industriellen Arbeitswelt - Studie zum Status Quo in der Region
OstWestfalenLippe. Kompetenzzentrum Arbeitswelt.Plus. https://doi.org/10.55594/tmao3234
bibtex: '@book{Papenkordt_Gabriel_Thommes_Dumitrescu_2022, title={Künstliche Intelligenz
in der industriellen Arbeitswelt - Studie zum Status Quo in der Region OstWestfalenLippe},
DOI={10.55594/tmao3234}, publisher={Kompetenzzentrum
Arbeitswelt.Plus}, author={Papenkordt, Jörg and Gabriel, Stefan and Thommes, Kirsten
and Dumitrescu, Roman}, year={2022} }'
chicago: Papenkordt, Jörg, Stefan Gabriel, Kirsten Thommes, and Roman Dumitrescu.
Künstliche Intelligenz in Der Industriellen Arbeitswelt - Studie Zum Status
Quo in Der Region OstWestfalenLippe. Kompetenzzentrum Arbeitswelt.Plus, 2022.
https://doi.org/10.55594/tmao3234.
ieee: J. Papenkordt, S. Gabriel, K. Thommes, and R. Dumitrescu, Künstliche Intelligenz
in der industriellen Arbeitswelt - Studie zum Status Quo in der Region OstWestfalenLippe.
Kompetenzzentrum Arbeitswelt.Plus, 2022.
mla: Papenkordt, Jörg, et al. Künstliche Intelligenz in Der Industriellen Arbeitswelt
- Studie Zum Status Quo in Der Region OstWestfalenLippe. Kompetenzzentrum
Arbeitswelt.Plus, 2022, doi:10.55594/tmao3234.
short: J. Papenkordt, S. Gabriel, K. Thommes, R. Dumitrescu, Künstliche Intelligenz
in Der Industriellen Arbeitswelt - Studie Zum Status Quo in Der Region OstWestfalenLippe,
Kompetenzzentrum Arbeitswelt.Plus, 2022.
date_created: 2022-10-12T11:22:01Z
date_updated: 2022-10-12T11:25:48Z
department:
- _id: '563'
doi: 10.55594/tmao3234
language:
- iso: eng
publication_status: published
publisher: Kompetenzzentrum Arbeitswelt.Plus
status: public
title: Künstliche Intelligenz in der industriellen Arbeitswelt - Studie zum Status
Quo in der Region OstWestfalenLippe
type: report
user_id: '15782'
year: '2022'
...
---
_id: '33701'
abstract:
- lang: eng
text: "Abstract\r\n Künstliche Intelligenz
bietet großes Potenzial im Engineering. Der Einsatz gestattet insbesondere für
Wissensarbeiter eine effiziente Arbeitsteilung, in der beispielsweise fehleranfällige
und repetitive Aktivitäten unterstützt werden. Eine erfolgreiche Einführung bedarf
einer vorangehenden Analyse von nutzenstiftenden Einsatzpotenzialen, bei der alle
Anwendenden frühzeitig einbezogen werden. Der folgende Beitrag verdeutlicht dieses
Vorgehen anhand eines realen Beispiels im Sondermaschinenbau."
alternative_title:
- Menschorientiere Analyse von Potenzialen am Beispiel vom Sondermaschinenbau
author:
- first_name: Aschot
full_name: Kharatyan, Aschot
last_name: Kharatyan
- first_name: Lynn
full_name: Humpert, Lynn
last_name: Humpert
- first_name: Harald
full_name: Anacker, Harald
last_name: Anacker
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
- first_name: Moritz
full_name: Wäschle, Moritz
last_name: Wäschle
- first_name: Albert
full_name: Albers, Albert
last_name: Albers
- first_name: Sarah
full_name: Horstmeyer, Sarah
last_name: Horstmeyer
citation:
ama: Kharatyan A, Humpert L, Anacker H, et al. Künstliche Intelligenz im Engineering.
Zeitschrift für wirtschaftlichen Fabrikbetrieb. 2022;117(6):427-431. doi:10.1515/zwf-2022-1074
apa: Kharatyan, A., Humpert, L., Anacker, H., Dumitrescu, R., Wäschle, M., Albers,
A., & Horstmeyer, S. (2022). Künstliche Intelligenz im Engineering. Zeitschrift
Für Wirtschaftlichen Fabrikbetrieb, 117(6), 427–431. https://doi.org/10.1515/zwf-2022-1074
bibtex: '@article{Kharatyan_Humpert_Anacker_Dumitrescu_Wäschle_Albers_Horstmeyer_2022,
title={Künstliche Intelligenz im Engineering}, volume={117}, DOI={10.1515/zwf-2022-1074},
number={6}, journal={Zeitschrift für wirtschaftlichen Fabrikbetrieb}, publisher={Walter
de Gruyter GmbH}, author={Kharatyan, Aschot and Humpert, Lynn and Anacker, Harald
and Dumitrescu, Roman and Wäschle, Moritz and Albers, Albert and Horstmeyer, Sarah},
year={2022}, pages={427–431} }'
chicago: 'Kharatyan, Aschot, Lynn Humpert, Harald Anacker, Roman Dumitrescu, Moritz
Wäschle, Albert Albers, and Sarah Horstmeyer. “Künstliche Intelligenz Im Engineering.”
Zeitschrift Für Wirtschaftlichen Fabrikbetrieb 117, no. 6 (2022): 427–31.
https://doi.org/10.1515/zwf-2022-1074.'
ieee: 'A. Kharatyan et al., “Künstliche Intelligenz im Engineering,” Zeitschrift
für wirtschaftlichen Fabrikbetrieb, vol. 117, no. 6, pp. 427–431, 2022, doi:
10.1515/zwf-2022-1074.'
mla: Kharatyan, Aschot, et al. “Künstliche Intelligenz Im Engineering.” Zeitschrift
Für Wirtschaftlichen Fabrikbetrieb, vol. 117, no. 6, Walter de Gruyter GmbH,
2022, pp. 427–31, doi:10.1515/zwf-2022-1074.
short: A. Kharatyan, L. Humpert, H. Anacker, R. Dumitrescu, M. Wäschle, A. Albers,
S. Horstmeyer, Zeitschrift Für Wirtschaftlichen Fabrikbetrieb 117 (2022) 427–431.
date_created: 2022-10-12T11:16:34Z
date_updated: 2022-10-12T11:23:58Z
department:
- _id: '563'
doi: 10.1515/zwf-2022-1074
intvolume: ' 117'
issue: '6'
keyword:
- Management Science and Operations Research
- Strategy and Management
- General Engineering
language:
- iso: eng
page: 427-431
publication: Zeitschrift für wirtschaftlichen Fabrikbetrieb
publication_identifier:
issn:
- 2511-0896
- 0947-0085
publication_status: published
publisher: Walter de Gruyter GmbH
status: public
title: Künstliche Intelligenz im Engineering
type: journal_article
user_id: '15782'
volume: 117
year: '2022'
...
---
_id: '33705'
abstract:
- lang: eng
text: AbstractThe ongoing digitalization of products
offers product managers new potentials to plan future product generations based
on data from the use phase instead of assumptions. However, product managers often
face difficulties in identifying promising opportunities for analyzing use phase
data. In this paper, we propose a method for planning the analysis of use phase
data in product planning. It leads product managers from the identification of
promising investigation needs to the derivation of specific use cases. The application
of the method is shown using the example of a manufacturing company.
author:
- first_name: Maurice
full_name: Meyer, Maurice
id: '77201'
last_name: Meyer
orcid: 0000-0003-0606-7321
- 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: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: Meyer M, Wiederkehr I, Koldewey C, Dumitrescu R. Planning the Analysis of Use
Phase Data in Product Planning. Proceedings of the Design Society. 2022;2:753-762.
doi:10.1017/pds.2022.77
apa: Meyer, M., Wiederkehr, I., Koldewey, C., & Dumitrescu, R. (2022). Planning
the Analysis of Use Phase Data in Product Planning. Proceedings of the Design
Society, 2, 753–762. https://doi.org/10.1017/pds.2022.77
bibtex: '@article{Meyer_Wiederkehr_Koldewey_Dumitrescu_2022, title={Planning the
Analysis of Use Phase Data in Product Planning}, volume={2}, DOI={10.1017/pds.2022.77},
journal={Proceedings of the Design Society}, publisher={Cambridge University Press
(CUP)}, author={Meyer, Maurice and Wiederkehr, Ingrid and Koldewey, Christian
and Dumitrescu, Roman}, year={2022}, pages={753–762} }'
chicago: 'Meyer, Maurice, Ingrid Wiederkehr, Christian Koldewey, and Roman Dumitrescu.
“Planning the Analysis of Use Phase Data in Product Planning.” Proceedings
of the Design Society 2 (2022): 753–62. https://doi.org/10.1017/pds.2022.77.'
ieee: 'M. Meyer, I. Wiederkehr, C. Koldewey, and R. Dumitrescu, “Planning the Analysis
of Use Phase Data in Product Planning,” Proceedings of the Design Society,
vol. 2, pp. 753–762, 2022, doi: 10.1017/pds.2022.77.'
mla: Meyer, Maurice, et al. “Planning the Analysis of Use Phase Data in Product
Planning.” Proceedings of the Design Society, vol. 2, Cambridge University
Press (CUP), 2022, pp. 753–62, doi:10.1017/pds.2022.77.
short: M. Meyer, I. Wiederkehr, C. Koldewey, R. Dumitrescu, Proceedings of the Design
Society 2 (2022) 753–762.
date_created: 2022-10-13T07:46:43Z
date_updated: 2022-10-13T07:52:40Z
department:
- _id: '563'
doi: 10.1017/pds.2022.77
intvolume: ' 2'
language:
- iso: eng
page: 753-762
publication: Proceedings of the Design Society
publication_identifier:
issn:
- 2732-527X
publication_status: published
publisher: Cambridge University Press (CUP)
status: public
title: Planning the Analysis of Use Phase Data in Product Planning
type: journal_article
user_id: '77201'
volume: 2
year: '2022'
...
---
_id: '33708'
abstract:
- lang: eng
text: The megatrend digitalization turns mechatronic products into continuous collectors
and generators of use phase data. By analyzing this data, manufacturers can uncover
valuable insights about the products and the users. Especially in product planning,
these insights could be used to plan promising future product generations. The
systematic exploitation of data analytics results, however, represents a serious
challenge, as research on the topic is still scarce. In this paper, we present
13 design principles for exploiting data analytics results in product planning.
The results are based on a systematic literature review and a workshop with a
research consortium. The evaluation of the design principles is demonstrated with
a real case of a manufacturing company. The identified design principles represent
a first contribution to a still scarcely explored research field.
author:
- first_name: Maurice
full_name: Meyer, Maurice
id: '77201'
last_name: Meyer
orcid: 0000-0003-0606-7321
- first_name: Timm
full_name: Fichtler, Timm
id: '66731'
last_name: Fichtler
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: 'Meyer M, Fichtler T, Koldewey C, Dumitrescu R. How can Data Analytics Results
be Exploited in the Early Phase of Product Development? 13 Design Principles for
Data-Driven Product Planning. In: AMCIS 2022 Proceedings. ; 2022.'
apa: Meyer, M., Fichtler, T., Koldewey, C., & Dumitrescu, R. (2022). How can
Data Analytics Results be Exploited in the Early Phase of Product Development?
13 Design Principles for Data-Driven Product Planning. AMCIS 2022 Proceedings.
AMCIS 2022, Minneapolis.
bibtex: '@inproceedings{Meyer_Fichtler_Koldewey_Dumitrescu_2022, place={Minneapolis},
title={How can Data Analytics Results be Exploited in the Early Phase of Product
Development? 13 Design Principles for Data-Driven Product Planning}, booktitle={
AMCIS 2022 Proceedings}, author={Meyer, Maurice and Fichtler, Timm and Koldewey,
Christian and Dumitrescu, Roman}, year={2022} }'
chicago: Meyer, Maurice, Timm Fichtler, Christian Koldewey, and Roman Dumitrescu.
“How Can Data Analytics Results Be Exploited in the Early Phase of Product Development?
13 Design Principles for Data-Driven Product Planning.” In AMCIS 2022 Proceedings.
Minneapolis, 2022.
ieee: M. Meyer, T. Fichtler, C. Koldewey, and R. Dumitrescu, “How can Data Analytics
Results be Exploited in the Early Phase of Product Development? 13 Design Principles
for Data-Driven Product Planning,” presented at the AMCIS 2022, Minneapolis, 2022.
mla: Meyer, Maurice, et al. “How Can Data Analytics Results Be Exploited in the
Early Phase of Product Development? 13 Design Principles for Data-Driven Product
Planning.” AMCIS 2022 Proceedings, 2022.
short: 'M. Meyer, T. Fichtler, C. Koldewey, R. Dumitrescu, in: AMCIS 2022 Proceedings,
Minneapolis, 2022.'
conference:
location: Minneapolis
name: AMCIS 2022
date_created: 2022-10-13T07:51:09Z
date_updated: 2022-10-13T07:51:15Z
department:
- _id: '563'
language:
- iso: eng
place: Minneapolis
publication: ' AMCIS 2022 Proceedings'
publication_status: published
status: public
title: How can Data Analytics Results be Exploited in the Early Phase of Product Development?
13 Design Principles for Data-Driven Product Planning
type: conference
user_id: '77201'
year: '2022'
...
---
_id: '33707'
author:
- first_name: Maurice
full_name: Meyer, Maurice
id: '77201'
last_name: Meyer
orcid: 0000-0003-0606-7321
- first_name: Melina
full_name: Panzner, Melina
id: '72658'
last_name: Panzner
- first_name: Christian
full_name: Koldewey, Christian
id: '43136'
last_name: Koldewey
orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
full_name: Dumitrescu, Roman
id: '16190'
last_name: Dumitrescu
citation:
ama: Meyer M, Panzner M, Koldewey C, Dumitrescu R. 17 Use Cases for Analyzing Use
Phase Data in Product Planning of Manufacturing Companies. Procedia CIRP.
2022;107:1053-1058. doi:10.1016/j.procir.2022.05.107
apa: Meyer, M., Panzner, M., Koldewey, C., & Dumitrescu, R. (2022). 17 Use Cases
for Analyzing Use Phase Data in Product Planning of Manufacturing Companies. Procedia
CIRP, 107, 1053–1058. https://doi.org/10.1016/j.procir.2022.05.107
bibtex: '@article{Meyer_Panzner_Koldewey_Dumitrescu_2022, title={17 Use Cases for
Analyzing Use Phase Data in Product Planning of Manufacturing Companies}, volume={107},
DOI={10.1016/j.procir.2022.05.107},
journal={Procedia CIRP}, publisher={Elsevier BV}, author={Meyer, Maurice and Panzner,
Melina and Koldewey, Christian and Dumitrescu, Roman}, year={2022}, pages={1053–1058}
}'
chicago: 'Meyer, Maurice, Melina Panzner, Christian Koldewey, and Roman Dumitrescu.
“17 Use Cases for Analyzing Use Phase Data in Product Planning of Manufacturing
Companies.” Procedia CIRP 107 (2022): 1053–58. https://doi.org/10.1016/j.procir.2022.05.107.'
ieee: 'M. Meyer, M. Panzner, C. Koldewey, and R. Dumitrescu, “17 Use Cases for Analyzing
Use Phase Data in Product Planning of Manufacturing Companies,” Procedia CIRP,
vol. 107, pp. 1053–1058, 2022, doi: 10.1016/j.procir.2022.05.107.'
mla: Meyer, Maurice, et al. “17 Use Cases for Analyzing Use Phase Data in Product
Planning of Manufacturing Companies.” Procedia CIRP, vol. 107, Elsevier
BV, 2022, pp. 1053–58, doi:10.1016/j.procir.2022.05.107.
short: M. Meyer, M. Panzner, C. Koldewey, R. Dumitrescu, Procedia CIRP 107 (2022)
1053–1058.
date_created: 2022-10-13T07:48:02Z
date_updated: 2022-10-13T07:53:45Z
department:
- _id: '563'
doi: 10.1016/j.procir.2022.05.107
intvolume: ' 107'
keyword:
- General Medicine
language:
- iso: eng
page: 1053-1058
publication: Procedia CIRP
publication_identifier:
issn:
- 2212-8271
publication_status: published
publisher: Elsevier BV
status: public
title: 17 Use Cases for Analyzing Use Phase Data in Product Planning of Manufacturing
Companies
type: journal_article
user_id: '77201'
volume: 107
year: '2022'
...