---
_id: '5972'
author:
- first_name: Lina
  full_name: Döring, Lina
  id: '231689'
  last_name: Döring
  orcid: 0009-0000-3555-4183
- first_name: Sebastian
  full_name: Trojahn, Sebastian
  last_name: Trojahn
- first_name: Pascal
  full_name: Reusch, Pascal
  id: '223271'
  last_name: Reusch
citation:
  alphadin: '<span style="font-variant:small-caps;">Döring, Lina</span> ; <span style="font-variant:small-caps;">Trojahn,
    Sebastian</span> ; <span style="font-variant:small-caps;">Reusch, Pascal</span>:
    Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In: <span style="font-variant:small-caps;">Otto
    von Guericke University Library, Magdeburg, Germany</span> (Hrsg.): <i>18th International
    Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>.
    Bd. 18. Magdeburg : Otto von Guericke University Library, Magdeburg, Germany,
    2025'
  ama: 'Döring L, Trojahn S, Reusch P. Partial Twin – Pragmatic Digital Twin Adoption
    for SMEs. In: Otto von Guericke University Library, Magdeburg, Germany, ed. <i>18th
    International Doctoral Students Workshop on Logistics, Supply Chain and Production
    Management</i>. Vol 18. Magdeburg: Otto von Guericke University Library, Magdeburg,
    Germany; 2025. doi:<a href="https://doi.org/10.57720/5972">10.57720/5972</a>'
  apa: 'Döring, L., Trojahn, S., &#38; Reusch, P. (2025). Partial Twin – Pragmatic
    Digital Twin Adoption for SMEs. In Otto von Guericke University Library, Magdeburg,
    Germany (Ed.), <i>18th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management</i> (Vol. 18). Magdeburg: Otto von Guericke
    University Library, Magdeburg, Germany. <a href="https://doi.org/10.57720/5972">https://doi.org/10.57720/5972</a>'
  bibtex: '@inproceedings{Döring_Trojahn_Reusch_2025, place={Magdeburg}, title={Partial
    Twin – Pragmatic Digital Twin Adoption for SMEs}, volume={18}, DOI={<a href="https://doi.org/10.57720/5972">10.57720/5972</a>},
    booktitle={18th International Doctoral Students Workshop on Logistics, Supply
    Chain and Production Management}, publisher={Otto von Guericke University Library,
    Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal},
    editor={Otto von Guericke University Library, Magdeburg, GermanyEditor}, year={2025}
    }'
  chicago: 'Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Partial Twin – Pragmatic
    Digital Twin Adoption for SMEs.” In <i>18th International Doctoral Students Workshop
    on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke
    University Library, Magdeburg, Germany, Vol. 18. Magdeburg: Otto von Guericke
    University Library, Magdeburg, Germany, 2025. <a href="https://doi.org/10.57720/5972">https://doi.org/10.57720/5972</a>.'
  ieee: L. Döring, S. Trojahn, and P. Reusch, “Partial Twin – Pragmatic Digital Twin
    Adoption for SMEs,” in <i>18th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management</i>, Magdeburg, 2025, vol. 18.
  mla: Döring, Lina, et al. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.”
    <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and
    Production Management</i>, edited by Otto von Guericke University Library, Magdeburg,
    Germany, vol. 18, Otto von Guericke University Library, Magdeburg, Germany, 2025,
    doi:<a href="https://doi.org/10.57720/5972">10.57720/5972</a>.
  short: 'L. Döring, S. Trojahn, P. Reusch, in: Otto von Guericke University Library,
    Magdeburg, Germany (Ed.), 18th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management, Otto von Guericke University Library,
    Magdeburg, Germany, Magdeburg, 2025.'
conference:
  end_date: 2025-06-17
  location: Magdeburg
  name: International Doctoral Students Workshop on Logistics, Supply Chain and Production
    Management
  start_date: 2025-06-16
corporate_editor:
- Otto von Guericke University Library, Magdeburg, Germany
date_created: 2025-06-27T07:23:30Z
date_updated: 2026-03-17T15:29:25Z
department:
- _id: '103'
doi: 10.57720/5972
intvolume: '        18'
keyword:
- Digital Twin
- Small and medium sized companies
- SME
- production optimization
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://dx.doi.org/10.25673/119021
oa: '1'
place: Magdeburg
publication: 18th International Doctoral Students Workshop on Logistics, Supply Chain
  and Production Management
publication_status: published
publisher: Otto von Guericke University Library, Magdeburg, Germany
quality_controlled: '1'
related_material:
  link:
  - relation: contains
    url: https://opendata.uni-halle.de//handle/1981185920/120977
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    status: public
status: public
title: Partial Twin – Pragmatic Digital Twin Adoption for SMEs
tmp:
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  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
urn: urn:nbn:de:hbz:bi10-59727
user_id: '220548'
volume: 18
year: '2025'
...
---
_id: '6037'
author:
- first_name: Lina
  full_name: Döring, Lina
  id: '231689'
  last_name: Döring
  orcid: 0009-0000-3555-4183
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0000-3555-4183/work/187041485
- first_name: Sebastian
  full_name: Trojahn, Sebastian
  last_name: Trojahn
- first_name: Pascal
  full_name: Reusch, Pascal
  id: '223271'
  last_name: Reusch
citation:
  alphadin: '<span style="font-variant:small-caps;">Döring, Lina</span> ; <span style="font-variant:small-caps;">Trojahn,
    Sebastian</span> ; <span style="font-variant:small-caps;">Reusch, Pascal</span>:
    Partial Twin – Pragmatic Digital Twin Adoption for SMEs. In: <span style="font-variant:small-caps;">Otto
    von Guericke University Library, Magdeburg, Germany</span> (Hrsg.): <i>18th International
    Doctoral Students Workshop on Logistics, Supply Chain and Production Management</i>.
    Bd. 18. Magdeburg : Otto von Guericke University Library, Magdeburg, Germany,
    2025'
  ama: 'Döring L, Trojahn S, Reusch P. Partial Twin – Pragmatic Digital Twin Adoption
    for SMEs. In: Otto von Guericke University Library, Magdeburg, Germany, ed. <i>18th
    International Doctoral Students Workshop on Logistics, Supply Chain and Production
    Management</i>. Vol 18. Magdeburg: Otto von Guericke University Library, Magdeburg,
    Germany; 2025. doi:<a href="https://doi.org/10.57720/6037">10.57720/6037</a>'
  apa: 'Döring, L., Trojahn, S., &#38; Reusch, P. (2025). Partial Twin – Pragmatic
    Digital Twin Adoption for SMEs. In Otto von Guericke University Library, Magdeburg,
    Germany (Ed.), <i>18th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management</i> (Vol. 18). Magdeburg: Otto von Guericke
    University Library, Magdeburg, Germany. <a href="https://doi.org/10.57720/6037">https://doi.org/10.57720/6037</a>'
  bibtex: '@inproceedings{Döring_Trojahn_Reusch_2025, place={Magdeburg}, title={Partial
    Twin – Pragmatic Digital Twin Adoption for SMEs}, volume={18}, DOI={<a href="https://doi.org/10.57720/6037">10.57720/6037</a>},
    booktitle={18th International Doctoral Students Workshop on Logistics, Supply
    Chain and Production Management}, publisher={Otto von Guericke University Library,
    Magdeburg, Germany}, author={Döring, Lina and Trojahn, Sebastian and Reusch, Pascal},
    editor={Otto von Guericke University Library, Magdeburg, GermanyEditor}, year={2025}
    }'
  chicago: 'Döring, Lina, Sebastian Trojahn, and Pascal Reusch. “Partial Twin – Pragmatic
    Digital Twin Adoption for SMEs.” In <i>18th International Doctoral Students Workshop
    on Logistics, Supply Chain and Production Management</i>, edited by Otto von Guericke
    University Library, Magdeburg, Germany, Vol. 18. Magdeburg: Otto von Guericke
    University Library, Magdeburg, Germany, 2025. <a href="https://doi.org/10.57720/6037">https://doi.org/10.57720/6037</a>.'
  ieee: L. Döring, S. Trojahn, and P. Reusch, “Partial Twin – Pragmatic Digital Twin
    Adoption for SMEs,” in <i>18th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management</i>, Magdeburg, 2025, vol. 18.
  mla: Döring, Lina, et al. “Partial Twin – Pragmatic Digital Twin Adoption for SMEs.”
    <i>18th International Doctoral Students Workshop on Logistics, Supply Chain and
    Production Management</i>, edited by Otto von Guericke University Library, Magdeburg,
    Germany, vol. 18, Otto von Guericke University Library, Magdeburg, Germany, 2025,
    doi:<a href="https://doi.org/10.57720/6037">10.57720/6037</a>.
  short: 'L. Döring, S. Trojahn, P. Reusch, in: Otto von Guericke University Library,
    Magdeburg, Germany (Ed.), 18th International Doctoral Students Workshop on Logistics,
    Supply Chain and Production Management, Otto von Guericke University Library,
    Magdeburg, Germany, Magdeburg, 2025.'
conference:
  end_date: 2025-06-17
  location: Magdeburg
  name: International Doctoral Students Workshop on Logistics, Supply Chain and Production
    Management
  start_date: 2025-06-16
corporate_editor:
- Otto von Guericke University Library, Magdeburg, Germany
date_created: 2025-07-01T12:39:47Z
date_updated: 2026-03-17T15:29:25Z
department:
- _id: '103'
doi: 10.57720/6037
file:
- access_level: open_access
  content_type: application/pdf
  creator: kwerth
  date_created: 2025-07-01T13:09:34Z
  date_updated: 2025-07-01T13:09:34Z
  file_id: '6039'
  file_name: Secondary_Publication_Döring_2025_Partial_Twin.pdf
  file_size: 1894636
  relation: main_file
  success: 1
file_date_updated: 2025-07-01T13:09:34Z
has_accepted_license: '1'
intvolume: '        18'
keyword:
- Digital Twin
- Small and medium sized companies
- SME
- production optimization
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
place: Magdeburg
publication: 18th International Doctoral Students Workshop on Logistics, Supply Chain
  and Production Management
publication_status: published
publisher: Otto von Guericke University Library, Magdeburg, Germany
quality_controlled: '1'
related_material:
  link:
  - description: 'This contains the original article published by Otto von Guericke
      University Magdeburg. Available online: http://dx.doi.org/10.25673/119021'
    relation: confirmation
    url: http://dx.doi.org/10.25673/119021
  record:
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    status: public
status: public
title: Partial Twin – Pragmatic Digital Twin Adoption for SMEs
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
urn: urn:nbn:de:hbz:bi10-59727
user_id: '220548'
volume: 18
year: '2025'
...
---
_id: '5470'
author:
- first_name: Daniel
  full_name: Fischer, Daniel
  last_name: Fischer
- first_name: Hannah M.
  full_name: Hüsener, Hannah M.
  last_name: Hüsener
- first_name: Felix
  full_name: Grumbach, Felix
  id: '243801'
  last_name: Grumbach
  orcid: 0000-0001-6348-7897
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-6348-7897/work/177055139
- first_name: Lukas
  full_name: Vollenkemper, Lukas
  id: '245570'
  last_name: Vollenkemper
- first_name: Arthur
  full_name: Müller, Arthur
  last_name: Müller
- first_name: Pascal
  full_name: Reusch, Pascal
  id: '223271'
  last_name: Reusch
citation:
  alphadin: '<span style="font-variant:small-caps;">Fischer, Daniel</span> ; <span
    style="font-variant:small-caps;">Hüsener, Hannah M.</span> ; <span style="font-variant:small-caps;">Grumbach,
    Felix</span> ; <span style="font-variant:small-caps;">Vollenkemper, Lukas</span>
    ; <span style="font-variant:small-caps;">Müller, Arthur</span> ; <span style="font-variant:small-caps;">Reusch,
    Pascal</span>: Demystifying Reinforcement Learning in Production Scheduling via
    Explainable AI. In: <i>arXiv</i>, Cornell University (2024)'
  ama: Fischer D, Hüsener HM, Grumbach F, Vollenkemper L, Müller A, Reusch P. Demystifying
    Reinforcement Learning in Production Scheduling via Explainable AI. <i>arXiv</i>.
    2024. doi:<a href="https://doi.org/10.48550/ARXIV.2408.09841">10.48550/ARXIV.2408.09841</a>
  apa: Fischer, D., Hüsener, H. M., Grumbach, F., Vollenkemper, L., Müller, A., &#38;
    Reusch, P. (2024). Demystifying Reinforcement Learning in Production Scheduling
    via Explainable AI. <i>ArXiv</i>. <a href="https://doi.org/10.48550/ARXIV.2408.09841">https://doi.org/10.48550/ARXIV.2408.09841</a>
  bibtex: '@article{Fischer_Hüsener_Grumbach_Vollenkemper_Müller_Reusch_2024, title={Demystifying
    Reinforcement Learning in Production Scheduling via Explainable AI}, DOI={<a href="https://doi.org/10.48550/ARXIV.2408.09841">10.48550/ARXIV.2408.09841</a>},
    journal={arXiv}, publisher={Cornell University}, author={Fischer, Daniel and Hüsener,
    Hannah M. and Grumbach, Felix and Vollenkemper, Lukas and Müller, Arthur and Reusch,
    Pascal}, year={2024} }'
  chicago: Fischer, Daniel, Hannah M. Hüsener, Felix Grumbach, Lukas Vollenkemper,
    Arthur Müller, and Pascal Reusch. “Demystifying Reinforcement Learning in Production
    Scheduling via Explainable AI.” <i>ArXiv</i>, 2024. <a href="https://doi.org/10.48550/ARXIV.2408.09841">https://doi.org/10.48550/ARXIV.2408.09841</a>.
  ieee: D. Fischer, H. M. Hüsener, F. Grumbach, L. Vollenkemper, A. Müller, and P.
    Reusch, “Demystifying Reinforcement Learning in Production Scheduling via Explainable
    AI,” <i>arXiv</i>, 2024.
  mla: Fischer, Daniel, et al. “Demystifying Reinforcement Learning in Production
    Scheduling via Explainable AI.” <i>ArXiv</i>, Cornell University, 2024, doi:<a
    href="https://doi.org/10.48550/ARXIV.2408.09841">10.48550/ARXIV.2408.09841</a>.
  short: D. Fischer, H.M. Hüsener, F. Grumbach, L. Vollenkemper, A. Müller, P. Reusch,
    ArXiv (2024).
date_created: 2025-01-30T13:40:38Z
date_updated: 2026-03-17T15:29:18Z
doi: 10.48550/ARXIV.2408.09841
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2408.09841
oa: '1'
publication: arXiv
publication_status: published
publisher: Cornell University
status: public
title: Demystifying Reinforcement Learning in Production Scheduling via Explainable
  AI
type: journal_article
user_id: '220548'
year: '2024'
...
---
_id: '5472'
author:
- first_name: Lina
  full_name: Döring, Lina
  id: '231689'
  last_name: Döring
  orcid: 0009-0000-3555-4183
- first_name: Felix
  full_name: Grumbach, Felix
  id: '243801'
  last_name: Grumbach
  orcid: 0000-0001-6348-7897
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0001-6348-7897/work/177055069
- first_name: Pascal
  full_name: Reusch, Pascal
  id: '223271'
  last_name: Reusch
citation:
  alphadin: '<span style="font-variant:small-caps;">Döring, Lina</span> ; <span style="font-variant:small-caps;">Grumbach,
    Felix</span> ; <span style="font-variant:small-caps;">Reusch, Pascal</span>: Optimizing
    Sales Forecasts through Automated Integration of Market Indicators. In: <i>arXiv</i>,
    Cornell University (2024)'
  ama: Döring L, Grumbach F, Reusch P. Optimizing Sales Forecasts through Automated
    Integration of Market Indicators. <i>arXiv</i>. 2024. doi:<a href="https://doi.org/10.48550/ARXIV.2406.07564">10.48550/ARXIV.2406.07564</a>
  apa: Döring, L., Grumbach, F., &#38; Reusch, P. (2024). Optimizing Sales Forecasts
    through Automated Integration of Market Indicators. <i>ArXiv</i>. <a href="https://doi.org/10.48550/ARXIV.2406.07564">https://doi.org/10.48550/ARXIV.2406.07564</a>
  bibtex: '@article{Döring_Grumbach_Reusch_2024, title={Optimizing Sales Forecasts
    through Automated Integration of Market Indicators}, DOI={<a href="https://doi.org/10.48550/ARXIV.2406.07564">10.48550/ARXIV.2406.07564</a>},
    journal={arXiv}, publisher={Cornell University}, author={Döring, Lina and Grumbach,
    Felix and Reusch, Pascal}, year={2024} }'
  chicago: Döring, Lina, Felix Grumbach, and Pascal Reusch. “Optimizing Sales Forecasts
    through Automated Integration of Market Indicators.” <i>ArXiv</i>, 2024. <a href="https://doi.org/10.48550/ARXIV.2406.07564">https://doi.org/10.48550/ARXIV.2406.07564</a>.
  ieee: L. Döring, F. Grumbach, and P. Reusch, “Optimizing Sales Forecasts through
    Automated Integration of Market Indicators,” <i>arXiv</i>, 2024.
  mla: Döring, Lina, et al. “Optimizing Sales Forecasts through Automated Integration
    of Market Indicators.” <i>ArXiv</i>, Cornell University, 2024, doi:<a href="https://doi.org/10.48550/ARXIV.2406.07564">10.48550/ARXIV.2406.07564</a>.
  short: L. Döring, F. Grumbach, P. Reusch, ArXiv (2024).
date_created: 2025-01-30T13:41:54Z
date_updated: 2026-03-17T15:29:18Z
doi: 10.48550/ARXIV.2406.07564
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2406.07564
oa: '1'
publication: arXiv
publication_status: published
publisher: Cornell University
status: public
title: Optimizing Sales Forecasts through Automated Integration of Market Indicators
type: journal_article
user_id: '220548'
year: '2024'
...
