---
_id: '4915'
author:
- first_name: Julian
  full_name: Weller, Julian
  last_name: Weller
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-7223-1735/work/167154965
- first_name: Rui
  full_name: Liu, Rui
  last_name: Liu
- first_name: Arthur
  full_name: Wegel, Arthur
  last_name: Wegel
- first_name: Sebastian
  full_name: von Enzberg, Sebastian
  last_name: von Enzberg
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0002-9374-0720/work/167154956
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0003-3300-2048/work/167154958
- first_name: Roman
  full_name: Dumitrescu, Roman
  last_name: Dumitrescu
citation:
  alphadin: '<span style="font-variant:small-caps;">Weller, Julian</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Liu,
    Rui</span> ; <span style="font-variant:small-caps;">Wegel, Arthur</span> ; <span
    style="font-variant:small-caps;">von Enzberg, Sebastian</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Dumitrescu, Roman</span>: Towards a Systematic
    Approach for Prescriptive Analytics Use Cases in Smart Factories. In: <span style="font-variant:small-caps;">Niggemann,
    O.</span> ; <span style="font-variant:small-caps;">Beyerer, J.</span> ; <span
    style="font-variant:small-caps;">Krantz, M.</span> ; <span style="font-variant:small-caps;">Kühnert,
    C.</span> (Hrsg.): <i>Machine Learning for Cyber-Physical Systems. Selected papers
    from the International Conference ML4CPS 2023</i>, <i>Technologien für die intelligente
    Automation</i>. Bd. 18. Cham : Springer Nature Switzerland, 2024, S. 89–100'
  ama: 'Weller J, Migenda N, Liu R, et al. Towards a Systematic Approach for Prescriptive
    Analytics Use Cases in Smart Factories. In: Niggemann O, Beyerer J, Krantz M,
    Kühnert C, eds. <i>Machine Learning for Cyber-Physical Systems. Selected Papers
    from the International Conference ML4CPS 2023</i>. Vol 18. Technologien für die
    intelligente Automation. Cham: Springer Nature Switzerland; 2024:89-100. doi:<a
    href="https://doi.org/10.1007/978-3-031-47062-2_9">10.1007/978-3-031-47062-2_9</a>'
  apa: 'Weller, J., Migenda, N., Liu, R., Wegel, A., von Enzberg, S., Kohlhase, M.,
    … Dumitrescu, R. (2024). Towards a Systematic Approach for Prescriptive Analytics
    Use Cases in Smart Factories. In O. Niggemann, J. Beyerer, M. Krantz, &#38; C.
    Kühnert (Eds.), <i>Machine Learning for Cyber-Physical Systems. Selected papers
    from the International Conference ML4CPS 2023</i> (Vol. 18, pp. 89–100). Cham:
    Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-47062-2_9">https://doi.org/10.1007/978-3-031-47062-2_9</a>'
  bibtex: '@inbook{Weller_Migenda_Liu_Wegel_von Enzberg_Kohlhase_Schenck_Dumitrescu_2024,
    place={Cham}, series={Technologien für die intelligente Automation}, title={Towards
    a Systematic Approach for Prescriptive Analytics Use Cases in Smart Factories},
    volume={18}, DOI={<a href="https://doi.org/10.1007/978-3-031-47062-2_9">10.1007/978-3-031-47062-2_9</a>},
    booktitle={Machine Learning for Cyber-Physical Systems. Selected papers from the
    International Conference ML4CPS 2023}, publisher={Springer Nature Switzerland},
    author={Weller, Julian and Migenda, Nico and Liu, Rui and Wegel, Arthur and von
    Enzberg, Sebastian and Kohlhase, Martin and Schenck, Wolfram and Dumitrescu, Roman},
    editor={Niggemann, Oliver and Beyerer, Jürgen and Krantz, Maria and Kühnert, ChristianEditors},
    year={2024}, pages={89–100}, collection={Technologien für die intelligente Automation}
    }'
  chicago: 'Weller, Julian, Nico Migenda, Rui Liu, Arthur Wegel, Sebastian von Enzberg,
    Martin Kohlhase, Wolfram Schenck, and Roman Dumitrescu. “Towards a Systematic
    Approach for Prescriptive Analytics Use Cases in Smart Factories.” In <i>Machine
    Learning for Cyber-Physical Systems. Selected Papers from the International Conference
    ML4CPS 2023</i>, edited by Oliver Niggemann, Jürgen Beyerer, Maria Krantz, and
    Christian Kühnert, 18:89–100. Technologien Für Die Intelligente Automation. Cham:
    Springer Nature Switzerland, 2024. <a href="https://doi.org/10.1007/978-3-031-47062-2_9">https://doi.org/10.1007/978-3-031-47062-2_9</a>.'
  ieee: 'J. Weller <i>et al.</i>, “Towards a Systematic Approach for Prescriptive
    Analytics Use Cases in Smart Factories,” in <i>Machine Learning for Cyber-Physical
    Systems. Selected papers from the International Conference ML4CPS 2023</i>, vol.
    18, O. Niggemann, J. Beyerer, M. Krantz, and C. Kühnert, Eds. Cham: Springer Nature
    Switzerland, 2024, pp. 89–100.'
  mla: Weller, Julian, et al. “Towards a Systematic Approach for Prescriptive Analytics
    Use Cases in Smart Factories.” <i>Machine Learning for Cyber-Physical Systems.
    Selected Papers from the International Conference ML4CPS 2023</i>, edited by Oliver
    Niggemann et al., vol. 18, Springer Nature Switzerland, 2024, pp. 89–100, doi:<a
    href="https://doi.org/10.1007/978-3-031-47062-2_9">10.1007/978-3-031-47062-2_9</a>.
  short: 'J. Weller, N. Migenda, R. Liu, A. Wegel, S. von Enzberg, M. Kohlhase, W.
    Schenck, R. Dumitrescu, in: O. Niggemann, J. Beyerer, M. Krantz, C. Kühnert (Eds.),
    Machine Learning for Cyber-Physical Systems. Selected Papers from the International
    Conference ML4CPS 2023, Springer Nature Switzerland, Cham, 2024, pp. 89–100.'
date_created: 2024-09-10T07:32:34Z
date_updated: 2026-03-17T15:29:08Z
doi: 10.1007/978-3-031-47062-2_9
editor:
- first_name: Oliver
  full_name: Niggemann, Oliver
  last_name: Niggemann
- first_name: Jürgen
  full_name: Beyerer, Jürgen
  last_name: Beyerer
- first_name: Maria
  full_name: Krantz, Maria
  last_name: Krantz
- first_name: Christian
  full_name: Kühnert, Christian
  last_name: Kühnert
intvolume: '        18'
language:
- iso: eng
page: 89-100
place: Cham
project:
- _id: beb248c8-cd75-11ed-b77c-e432b4711f7b
  name: Institut für Systemdynamik und Mechatronik
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: Machine Learning for Cyber-Physical Systems. Selected papers from the
  International Conference ML4CPS 2023
publication_identifier:
  eisbn:
  - 978-3-031-47062-2
  eissn:
  - 2522-8587
  isbn:
  - 978-3-031-47061-5
  issn:
  - 2522-8579
publication_status: published
publisher: Springer Nature Switzerland
quality_controlled: '1'
series_title: Technologien für die intelligente Automation
status: public
title: Towards a Systematic Approach for Prescriptive Analytics Use Cases in Smart
  Factories
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: book_chapter
user_id: '224375'
volume: 18
year: '2024'
...
---
_id: '2776'
author:
- first_name: Constanze
  full_name: Schwan, Constanze
  last_name: Schwan
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
citation:
  alphadin: '<span style="font-variant:small-caps;">Schwan, Constanze</span> ; <span
    style="font-variant:small-caps;">Schenck, Wolfram</span>: Design of Interpretable
    Machine Learning Tasks for the Application to Industrial Order Picking. In: <span
    style="font-variant:small-caps;">Jasperneite, J.</span> ; <span style="font-variant:small-caps;">Lohweg,
    V.</span> (Hrsg.): <i>Kommunikation und Bildverarbeitung in der Automation. Ausgewählte
    Beiträge der Jahreskolloquien KommA und BVAu 2020</i>, <i>Technologien für die
    intelligente Automation</i>. Berlin, Heidelberg : Springer Berlin Heidelberg,
    2022, S. 291–303'
  ama: 'Schwan C, Schenck W. Design of Interpretable Machine Learning Tasks for the
    Application to Industrial Order Picking. In: Jasperneite J, Lohweg V, eds. <i>Kommunikation
    und Bildverarbeitung in der Automation. Ausgewählte Beiträge der Jahreskolloquien
    KommA und BVAu 2020</i>. Technologien für die intelligente Automation. Berlin,
    Heidelberg: Springer Berlin Heidelberg; 2022:291-303. doi:<a href="https://doi.org/10.1007/978-3-662-64283-2_21">10.1007/978-3-662-64283-2_21</a>'
  apa: 'Schwan, C., &#38; Schenck, W. (2022). Design of Interpretable Machine Learning
    Tasks for the Application to Industrial Order Picking. In J. Jasperneite &#38;
    V. Lohweg (Eds.), <i>Kommunikation und Bildverarbeitung in der Automation. Ausgewählte
    Beiträge der Jahreskolloquien KommA und BVAu 2020</i> (pp. 291–303). Berlin, Heidelberg:
    Springer Berlin Heidelberg. <a href="https://doi.org/10.1007/978-3-662-64283-2_21">https://doi.org/10.1007/978-3-662-64283-2_21</a>'
  bibtex: '@inproceedings{Schwan_Schenck_2022, place={Berlin, Heidelberg}, series={Technologien
    für die intelligente Automation}, title={Design of Interpretable Machine Learning
    Tasks for the Application to Industrial Order Picking}, DOI={<a href="https://doi.org/10.1007/978-3-662-64283-2_21">10.1007/978-3-662-64283-2_21</a>},
    booktitle={Kommunikation und Bildverarbeitung in der Automation. Ausgewählte Beiträge
    der Jahreskolloquien KommA und BVAu 2020}, publisher={Springer Berlin Heidelberg},
    author={Schwan, Constanze and Schenck, Wolfram}, editor={Jasperneite, Jürgen and
    Lohweg, VolkerEditors}, year={2022}, pages={291–303}, collection={Technologien
    für die intelligente Automation} }'
  chicago: 'Schwan, Constanze, and Wolfram Schenck. “Design of Interpretable Machine
    Learning Tasks for the Application to Industrial Order Picking.” In <i>Kommunikation
    und Bildverarbeitung in der Automation. Ausgewählte Beiträge der Jahreskolloquien
    KommA und BVAu 2020</i>, edited by Jürgen Jasperneite and Volker Lohweg, 291–303.
    Technologien für die intelligente Automation. Berlin, Heidelberg: Springer Berlin
    Heidelberg, 2022. <a href="https://doi.org/10.1007/978-3-662-64283-2_21">https://doi.org/10.1007/978-3-662-64283-2_21</a>.'
  ieee: C. Schwan and W. Schenck, “Design of Interpretable Machine Learning Tasks
    for the Application to Industrial Order Picking,” in <i>Kommunikation und Bildverarbeitung
    in der Automation. Ausgewählte Beiträge der Jahreskolloquien KommA und BVAu 2020</i>,
    2022, pp. 291–303.
  mla: Schwan, Constanze, and Wolfram Schenck. “Design of Interpretable Machine Learning
    Tasks for the Application to Industrial Order Picking.” <i>Kommunikation und Bildverarbeitung
    in der Automation. Ausgewählte Beiträge der Jahreskolloquien KommA und BVAu 2020</i>,
    edited by Jürgen Jasperneite and Volker Lohweg, Springer Berlin Heidelberg, 2022,
    pp. 291–303, doi:<a href="https://doi.org/10.1007/978-3-662-64283-2_21">10.1007/978-3-662-64283-2_21</a>.
  short: 'C. Schwan, W. Schenck, in: J. Jasperneite, V. Lohweg (Eds.), Kommunikation
    und Bildverarbeitung in der Automation. Ausgewählte Beiträge der Jahreskolloquien
    KommA und BVAu 2020, Springer Berlin Heidelberg, Berlin, Heidelberg, 2022, pp.
    291–303.'
date_created: 2023-04-18T21:54:22Z
date_updated: 2026-03-17T15:28:37Z
doi: 10.1007/978-3-662-64283-2_21
editor:
- first_name: Jürgen
  full_name: Jasperneite, Jürgen
  last_name: Jasperneite
- first_name: Volker
  full_name: Lohweg, Volker
  last_name: Lohweg
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://link.springer.com/chapter/10.1007/978-3-662-64283-2_21
oa: '1'
page: 291-303
place: Berlin, Heidelberg
publication: Kommunikation und Bildverarbeitung in der Automation. Ausgewählte Beiträge
  der Jahreskolloquien KommA und BVAu 2020
publication_identifier:
  eisbn:
  - 978-3-662-64283-2
  eissn:
  - 2522-8587
  isbn:
  - 978-3-662-64282-5
  issn:
  - 2522-8579
publication_status: published
publisher: Springer Berlin Heidelberg
quality_controlled: '1'
series_title: Technologien für die intelligente Automation
status: public
title: Design of Interpretable Machine Learning Tasks for the Application to Industrial
  Order Picking
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
user_id: '245590'
year: '2022'
...