---
_id: '2291'
author:
- first_name: Marcel
  full_name: Hanitz, Marcel
  last_name: Hanitz
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
citation:
  alphadin: '<span style="font-variant:small-caps;">Hanitz, Marcel</span> ; <span
    style="font-variant:small-caps;">Schöne, Marvin</span> ; <span style="font-variant:small-caps;">Voigt,
    Tim</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>: Analysis
    of the Behavior of Online Decision Trees Under Concept Drift at the Example of
    FIMT-DD. In: <span style="font-variant:small-caps;">Perner, P.</span> (Hrsg.):
    <i>Machine Learning and Data Mining in Pattern Recognition, MLDM 2022</i>. Leipzig :
    ibai-publishing, 2022, S. 121–135'
  ama: 'Hanitz M, Schöne M, Voigt T, Kohlhase M. Analysis of the Behavior of Online
    Decision Trees Under Concept Drift at the Example of FIMT-DD. In: Perner P, ed.
    <i>Machine Learning and Data Mining in Pattern Recognition, MLDM 2022</i>. Leipzig:
    ibai-publishing; 2022:121-135.'
  apa: 'Hanitz, M., Schöne, M., Voigt, T., &#38; Kohlhase, M. (2022). Analysis of
    the Behavior of Online Decision Trees Under Concept Drift at the Example of FIMT-DD.
    In P. Perner (Ed.), <i>Machine Learning and Data Mining in Pattern Recognition,
    MLDM 2022</i> (pp. 121–135). Leipzig: ibai-publishing.'
  bibtex: '@inbook{Hanitz_Schöne_Voigt_Kohlhase_2022, place={Leipzig}, title={Analysis
    of the Behavior of Online Decision Trees Under Concept Drift at the Example of
    FIMT-DD}, booktitle={Machine Learning and Data Mining in Pattern Recognition,
    MLDM 2022}, publisher={ibai-publishing}, author={Hanitz, Marcel and Schöne, Marvin
    and Voigt, Tim and Kohlhase, Martin}, editor={Perner, PetraEditor}, year={2022},
    pages={121–135} }'
  chicago: 'Hanitz, Marcel, Marvin Schöne, Tim Voigt, and Martin Kohlhase. “Analysis
    of the Behavior of Online Decision Trees Under Concept Drift at the Example of
    FIMT-DD.” In <i>Machine Learning and Data Mining in Pattern Recognition, MLDM
    2022</i>, edited by Petra Perner, 121–35. Leipzig: ibai-publishing, 2022.'
  ieee: 'M. Hanitz, M. Schöne, T. Voigt, and M. Kohlhase, “Analysis of the Behavior
    of Online Decision Trees Under Concept Drift at the Example of FIMT-DD,” in <i>Machine
    Learning and Data Mining in Pattern Recognition, MLDM 2022</i>, P. Perner, Ed.
    Leipzig: ibai-publishing, 2022, pp. 121–135.'
  mla: Hanitz, Marcel, et al. “Analysis of the Behavior of Online Decision Trees Under
    Concept Drift at the Example of FIMT-DD.” <i>Machine Learning and Data Mining
    in Pattern Recognition, MLDM 2022</i>, edited by Petra Perner, ibai-publishing,
    2022, pp. 121–35.
  short: 'M. Hanitz, M. Schöne, T. Voigt, M. Kohlhase, in: P. Perner (Ed.), Machine
    Learning and Data Mining in Pattern Recognition, MLDM 2022, ibai-publishing, Leipzig,
    2022, pp. 121–135.'
conference:
  end_date: 2022-07-21
  location: New York
  name: 18th International Conference on Machine Learning and Data Mining, MLDM 2022
  start_date: 2022-07-16
date_created: 2023-01-06T17:10:42Z
date_updated: 2026-03-17T15:28:31Z
editor:
- first_name: Petra
  full_name: Perner, Petra
  last_name: Perner
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://ibai-publishing.org/html/proceedings_2022/pdf/proceedings_mldm_2022.pdf
oa: '1'
page: 121-135
place: Leipzig
publication: Machine Learning and Data Mining in Pattern Recognition, MLDM 2022
publication_identifier:
  isbn:
  - 978-3-942952-93-4
publication_status: published
publisher: ibai-publishing
status: public
title: Analysis of the Behavior of Online Decision Trees Under Concept Drift at the
  Example of FIMT-DD
type: book_chapter
user_id: '216459'
year: '2022'
...
---
_id: '2232'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- first_name: Oliver
  full_name: Nelles, Oliver
  last_name: Nelles
- first_name: Martin
  full_name: Kuhn, Martin
  last_name: Kuhn
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Schöne,
    Marvin</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Nelles, Oliver</span> ; <span style="font-variant:small-caps;">Kuhn,
    Martin</span>: Using Design of Experiments to Support the Commissioning of Industrial
    Assembly Processes. In: <span style="font-variant:small-caps;">Yin, H.</span>
    ; <span style="font-variant:small-caps;">Camacho, D.</span> ; <span style="font-variant:small-caps;">Tino,
    P.</span> (Hrsg.): <i>Intelligent Data Engineering and Automated Learning – IDEAL
    2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26,
    2022, Proceedings</i>, <i>Lecture Notes in Computer Science</i>. Cham : Springer
    International Publishing, 2022, S. 379–390'
  ama: 'Voigt T, Schöne M, Kohlhase M, Nelles O, Kuhn M. Using Design of Experiments
    to Support the Commissioning of Industrial Assembly Processes. In: Yin H, Camacho
    D, Tino P, eds. <i>Intelligent Data Engineering and Automated Learning – IDEAL
    2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26,
    2022, Proceedings</i>. Lecture Notes in Computer Science. Cham: Springer International
    Publishing; 2022:379-390. doi:<a href="https://doi.org/10.1007/978-3-031-21753-1_37">10.1007/978-3-031-21753-1_37</a>'
  apa: 'Voigt, T., Schöne, M., Kohlhase, M., Nelles, O., &#38; Kuhn, M. (2022). Using
    Design of Experiments to Support the Commissioning of Industrial Assembly Processes.
    In H. Yin, D. Camacho, &#38; P. Tino (Eds.), <i>Intelligent Data Engineering and
    Automated Learning – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester,
    UK, November 24–26, 2022, Proceedings</i> (pp. 379–390). Cham: Springer International
    Publishing. <a href="https://doi.org/10.1007/978-3-031-21753-1_37">https://doi.org/10.1007/978-3-031-21753-1_37</a>'
  bibtex: '@inproceedings{Voigt_Schöne_Kohlhase_Nelles_Kuhn_2022, place={Cham}, series={Lecture
    Notes in Computer Science}, title={Using Design of Experiments to Support the Commissioning
    of Industrial Assembly Processes}, DOI={<a href="https://doi.org/10.1007/978-3-031-21753-1_37">10.1007/978-3-031-21753-1_37</a>},
    booktitle={Intelligent Data Engineering and Automated Learning – IDEAL 2022. 23rd
    International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings},
    publisher={Springer International Publishing}, author={Voigt, Tim and Schöne,
    Marvin and Kohlhase, Martin and Nelles, Oliver and Kuhn, Martin}, editor={Yin,
    Hujun and Camacho, David and Tino, PeterEditors}, year={2022}, pages={379–390},
    collection={Lecture Notes in Computer Science} }'
  chicago: 'Voigt, Tim, Marvin Schöne, Martin Kohlhase, Oliver Nelles, and Martin
    Kuhn. “Using Design of Experiments to Support the Commissioning of Industrial
    Assembly Processes.” In <i>Intelligent Data Engineering and Automated Learning
    – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester, UK, November
    24–26, 2022, Proceedings</i>, edited by Hujun Yin, David Camacho, and Peter Tino,
    379–90. Lecture Notes in Computer Science. Cham: Springer International Publishing,
    2022. <a href="https://doi.org/10.1007/978-3-031-21753-1_37">https://doi.org/10.1007/978-3-031-21753-1_37</a>.'
  ieee: T. Voigt, M. Schöne, M. Kohlhase, O. Nelles, and M. Kuhn, “Using Design of Experiments
    to Support the Commissioning of Industrial Assembly Processes,” in <i>Intelligent
    Data Engineering and Automated Learning – IDEAL 2022. 23rd International Conference,
    IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings</i>, Manchester,
    UK, 2022, pp. 379–390.
  mla: Voigt, Tim, et al. “Using Design of Experiments to Support the Commissioning
    of Industrial Assembly Processes.” <i>Intelligent Data Engineering and Automated
    Learning – IDEAL 2022. 23rd International Conference, IDEAL 2022, Manchester,
    UK, November 24–26, 2022, Proceedings</i>, edited by Hujun Yin et al., Springer
    International Publishing, 2022, pp. 379–90, doi:<a href="https://doi.org/10.1007/978-3-031-21753-1_37">10.1007/978-3-031-21753-1_37</a>.
  short: 'T. Voigt, M. Schöne, M. Kohlhase, O. Nelles, M. Kuhn, in: H. Yin, D. Camacho,
    P. Tino (Eds.), Intelligent Data Engineering and Automated Learning – IDEAL 2022.
    23rd International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022,
    Proceedings, Springer International Publishing, Cham, 2022, pp. 379–390.'
conference:
  end_date: 2022-11-26
  location: Manchester, UK
  name: 23rd International Conference, IDEAL 2022
  start_date: 2022-11-24
date_created: 2022-12-02T15:44:35Z
date_updated: 2026-03-17T15:28:30Z
doi: 10.1007/978-3-031-21753-1_37
editor:
- first_name: Hujun
  full_name: Yin, Hujun
  last_name: Yin
- first_name: David
  full_name: Camacho, David
  last_name: Camacho
- first_name: Peter
  full_name: Tino, Peter
  last_name: Tino
language:
- iso: eng
page: 379-390
place: Cham
publication: Intelligent Data Engineering and Automated Learning – IDEAL 2022. 23rd
  International Conference, IDEAL 2022, Manchester, UK, November 24–26, 2022, Proceedings
publication_identifier:
  eisbn:
  - 978-3-031-21753-1
  eissn:
  - 1611-3349
  isbn:
  - 978-3-031-21752-4
  issn:
  - 0302-9743
publication_status: published
publisher: Springer International Publishing
series_title: Lecture Notes in Computer Science
status: public
title: Using Design of Experiments to Support the Commissioning of Industrial Assembly
  Processes
type: conference
user_id: '245590'
year: '2022'
...
---
_id: '3717'
alternative_id:
- '1477'
article_number: '2479'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- first_name: Oliver
  full_name: Nelles, Oliver
  last_name: Nelles
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Nelles, Oliver</span>:
    Incremental DoE and Modeling Methodology with Gaussian Process Regression: An
    Industrially Applicable Approach to Incorporate Expert Knowledge. In: <i>Mathematics</i>
    Bd. 9, MDPI AG (2021), Nr. 19'
  ama: 'Voigt T, Kohlhase M, Nelles O. Incremental DoE and Modeling Methodology with
    Gaussian Process Regression: An Industrially Applicable Approach to Incorporate
    Expert Knowledge. <i>Mathematics</i>. 2021;9(19). doi:<a href="https://doi.org/10.3390/math9192479">10.3390/math9192479</a>'
  apa: 'Voigt, T., Kohlhase, M., &#38; Nelles, O. (2021). Incremental DoE and Modeling
    Methodology with Gaussian Process Regression: An Industrially Applicable Approach
    to Incorporate Expert Knowledge. <i>Mathematics</i>, <i>9</i>(19). <a href="https://doi.org/10.3390/math9192479">https://doi.org/10.3390/math9192479</a>'
  bibtex: '@article{Voigt_Kohlhase_Nelles_2021, title={Incremental DoE and Modeling
    Methodology with Gaussian Process Regression: An Industrially Applicable Approach
    to Incorporate Expert Knowledge}, volume={9}, DOI={<a href="https://doi.org/10.3390/math9192479">10.3390/math9192479</a>},
    number={192479}, journal={Mathematics}, publisher={MDPI AG}, author={Voigt, Tim
    and Kohlhase, Martin and Nelles, Oliver}, year={2021} }'
  chicago: 'Voigt, Tim, Martin Kohlhase, and Oliver Nelles. “Incremental DoE and Modeling
    Methodology with Gaussian Process Regression: An Industrially Applicable Approach
    to Incorporate Expert Knowledge.” <i>Mathematics</i> 9, no. 19 (2021). <a href="https://doi.org/10.3390/math9192479">https://doi.org/10.3390/math9192479</a>.'
  ieee: 'T. Voigt, M. Kohlhase, and O. Nelles, “Incremental DoE and Modeling Methodology
    with Gaussian Process Regression: An Industrially Applicable Approach to Incorporate
    Expert Knowledge,” <i>Mathematics</i>, vol. 9, no. 19, 2021.'
  mla: 'Voigt, Tim, et al. “Incremental DoE and Modeling Methodology with Gaussian
    Process Regression: An Industrially Applicable Approach to Incorporate Expert
    Knowledge.” <i>Mathematics</i>, vol. 9, no. 19, 2479, MDPI AG, 2021, doi:<a href="https://doi.org/10.3390/math9192479">10.3390/math9192479</a>.'
  short: T. Voigt, M. Kohlhase, O. Nelles, Mathematics 9 (2021).
date_created: 2023-11-14T10:52:17Z
date_updated: 2026-03-17T15:28:49Z
doi: 10.3390/math9192479
intvolume: '         9'
issue: '19'
keyword:
- Gaussian process regression
- design of experiments
- static process models
- industrial processes
- stepwise experimental design
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.mdpi.com/2227-7390/9/19/2479
oa: '1'
publication: Mathematics
publication_identifier:
  eissn:
  - 2227-7390
publication_status: published
publisher: MDPI AG
status: public
title: 'Incremental DoE and Modeling Methodology with Gaussian Process Regression:
  An Industrially Applicable Approach to Incorporate Expert Knowledge'
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: journal_article
user_id: '220548'
volume: 9
year: '2021'
...
---
_id: '3718'
alternative_id:
- '1372'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- first_name: Oliver
  full_name: Nelles, Oliver
  last_name: Nelles
- first_name: Martin
  full_name: Kuhn, Martin
  last_name: Kuhn
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Schöne,
    Marvin</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>
    ; <span style="font-variant:small-caps;">Nelles, Oliver</span> ; <span style="font-variant:small-caps;">Kuhn,
    Martin</span>: Space-Filling Designs for Experiments with Assembled Products.
    In: <i>2021 3rd International Conference on Management Science and Industrial
    Engineering</i>. New York, NY, USA : ACM, 2021, S. 192–199'
  ama: 'Voigt T, Schöne M, Kohlhase M, Nelles O, Kuhn M. Space-Filling Designs for
    Experiments with Assembled Products. In: <i>2021 3rd International Conference
    on Management Science and Industrial Engineering</i>. New York, NY, USA: ACM;
    2021:192-199. doi:<a href="https://doi.org/10.1145/3460824.3460854">10.1145/3460824.3460854</a>'
  apa: 'Voigt, T., Schöne, M., Kohlhase, M., Nelles, O., &#38; Kuhn, M. (2021). Space-Filling
    Designs for Experiments with Assembled Products. In <i>2021 3rd International
    Conference on Management Science and Industrial Engineering</i> (pp. 192–199).
    New York, NY, USA: ACM. <a href="https://doi.org/10.1145/3460824.3460854">https://doi.org/10.1145/3460824.3460854</a>'
  bibtex: '@inproceedings{Voigt_Schöne_Kohlhase_Nelles_Kuhn_2021, place={New York,
    NY, USA}, title={Space-Filling Designs for Experiments with Assembled Products},
    DOI={<a href="https://doi.org/10.1145/3460824.3460854">10.1145/3460824.3460854</a>},
    booktitle={2021 3rd International Conference on Management Science and Industrial
    Engineering}, publisher={ACM}, author={Voigt, Tim and Schöne, Marvin and Kohlhase,
    Martin and Nelles, Oliver and Kuhn, Martin}, year={2021}, pages={192–199} }'
  chicago: 'Voigt, Tim, Marvin Schöne, Martin Kohlhase, Oliver Nelles, and Martin
    Kuhn. “Space-Filling Designs for Experiments with Assembled Products.” In <i>2021
    3rd International Conference on Management Science and Industrial Engineering</i>,
    192–99. New York, NY, USA: ACM, 2021. <a href="https://doi.org/10.1145/3460824.3460854">https://doi.org/10.1145/3460824.3460854</a>.'
  ieee: T. Voigt, M. Schöne, M. Kohlhase, O. Nelles, and M. Kuhn, “Space-Filling Designs
    for Experiments with Assembled Products,” in <i>2021 3rd International Conference
    on Management Science and Industrial Engineering</i>, Osaka Japan, 2021, pp. 192–199.
  mla: Voigt, Tim, et al. “Space-Filling Designs for Experiments with Assembled Products.”
    <i>2021 3rd International Conference on Management Science and Industrial Engineering</i>,
    ACM, 2021, pp. 192–99, doi:<a href="https://doi.org/10.1145/3460824.3460854">10.1145/3460824.3460854</a>.
  short: 'T. Voigt, M. Schöne, M. Kohlhase, O. Nelles, M. Kuhn, in: 2021 3rd International
    Conference on Management Science and Industrial Engineering, ACM, New York, NY,
    USA, 2021, pp. 192–199.'
conference:
  end_date: 2021-04-04
  location: Osaka Japan
  name: 'MSIE 2021: 2021 3rd International Conference on Management Science and Industrial
    Engineering'
  start_date: 2021-04-02
date_created: 2023-11-14T10:52:18Z
date_updated: 2026-03-17T15:28:49Z
doi: 10.1145/3460824.3460854
language:
- iso: eng
main_file_link:
- url: https://dl.acm.org/doi/10.1145/3460824.3460854
page: 192-199
place: New York, NY, USA
publication: 2021 3rd International Conference on Management Science and Industrial
  Engineering
publication_status: published
publisher: ACM
status: public
title: Space-Filling Designs for Experiments with Assembled Products
type: conference
user_id: '220548'
year: '2021'
...
---
_id: '2571'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- first_name: Marvin
  full_name: Schöne, Marvin
  id: '218388'
  last_name: Schöne
- first_name: David
  full_name: Pelkmann, David
  id: '217023'
  last_name: Pelkmann
- first_name: Matthias
  full_name: Fricke, Matthias
  last_name: Fricke
- first_name: Wolfram
  full_name: Schenck, Wolfram
  id: '224375'
  last_name: Schenck
  orcid: 0000-0003-3300-2048
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Migenda,
    Nico</span> ; <span style="font-variant:small-caps;">Schöne, Marvin</span> ; <span
    style="font-variant:small-caps;">Pelkmann, David</span> ; <span style="font-variant:small-caps;">Fricke,
    Matthias</span> ; <span style="font-variant:small-caps;">Schenck, Wolfram</span>
    ; <span style="font-variant:small-caps;">Kohlhase, Martin</span>: Advanced Data
    Analytics Platform for Manufacturing Companies. In: <i>2021 26th IEEE International
    Conference on Emerging Technologies and Factory Automation (ETFA )</i> : IEEE,
    2021, S. 01–08'
  ama: 'Voigt T, Migenda N, Schöne M, et al. Advanced Data Analytics Platform for
    Manufacturing Companies. In: <i>2021 26th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA )</i>. IEEE; 2021:01-08. doi:<a href="https://doi.org/10.1109/ETFA45728.2021.9613499">10.1109/ETFA45728.2021.9613499</a>'
  apa: 'Voigt, T., Migenda, N., Schöne, M., Pelkmann, D., Fricke, M., Schenck, W.,
    &#38; Kohlhase, M. (2021). Advanced Data Analytics Platform for Manufacturing
    Companies. In <i>2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA )</i> (pp. 01–08). Vasteras, Sweden: IEEE. <a href="https://doi.org/10.1109/ETFA45728.2021.9613499">https://doi.org/10.1109/ETFA45728.2021.9613499</a>'
  bibtex: '@inproceedings{Voigt_Migenda_Schöne_Pelkmann_Fricke_Schenck_Kohlhase_2021,
    title={Advanced Data Analytics Platform for Manufacturing Companies}, DOI={<a
    href="https://doi.org/10.1109/ETFA45728.2021.9613499">10.1109/ETFA45728.2021.9613499</a>},
    booktitle={2021 26th IEEE International Conference on Emerging Technologies and
    Factory Automation (ETFA )}, publisher={IEEE}, author={Voigt, Tim and Migenda,
    Nico and Schöne, Marvin and Pelkmann, David and Fricke, Matthias and Schenck,
    Wolfram and Kohlhase, Martin}, year={2021}, pages={01–08} }'
  chicago: Voigt, Tim, Nico Migenda, Marvin Schöne, David Pelkmann, Matthias Fricke,
    Wolfram Schenck, and Martin Kohlhase. “Advanced Data Analytics Platform for Manufacturing
    Companies.” In <i>2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA )</i>, 01–08. IEEE, 2021. <a href="https://doi.org/10.1109/ETFA45728.2021.9613499">https://doi.org/10.1109/ETFA45728.2021.9613499</a>.
  ieee: T. Voigt <i>et al.</i>, “Advanced Data Analytics Platform for Manufacturing
    Companies,” in <i>2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA )</i>, Vasteras, Sweden, 2021, pp. 01–08.
  mla: Voigt, Tim, et al. “Advanced Data Analytics Platform for Manufacturing Companies.”
    <i>2021 26th IEEE International Conference on Emerging Technologies and Factory
    Automation (ETFA )</i>, IEEE, 2021, pp. 01–08, doi:<a href="https://doi.org/10.1109/ETFA45728.2021.9613499">10.1109/ETFA45728.2021.9613499</a>.
  short: 'T. Voigt, N. Migenda, M. Schöne, D. Pelkmann, M. Fricke, W. Schenck, M.
    Kohlhase, in: 2021 26th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA ), IEEE, 2021, pp. 01–08.'
conference:
  location: Vasteras, Sweden
  name: 2021 IEEE 26th International Conference on Emerging Technologies and Factory
    Automation (ETFA)
date_created: 2023-03-10T08:39:39Z
date_updated: 2026-03-17T15:28:34Z
doi: 10.1109/ETFA45728.2021.9613499
language:
- iso: eng
page: 01-08
publication: 2021 26th IEEE International Conference on Emerging Technologies and
  Factory Automation (ETFA )
publication_identifier:
  eisbn:
  - 978-1-7281-2989-1
publication_status: published
publisher: IEEE
status: public
title: Advanced Data Analytics Platform for Manufacturing Companies
type: conference
user_id: '249199'
year: '2021'
...
---
_id: '2572'
author:
- first_name: Luca
  full_name: Steinmann, Luca
  last_name: Steinmann
- first_name: Nico
  full_name: Migenda, Nico
  id: '218473'
  last_name: Migenda
  orcid: 0000-0002-7223-1735
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- 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;">Steinmann, Luca</span> ; <span
    style="font-variant:small-caps;">Migenda, Nico</span> ; <span style="font-variant:small-caps;">Voigt,
    Tim</span> ; <span style="font-variant:small-caps;">Kohlhase, Martin</span> ;
    <span style="font-variant:small-caps;">Schenck, Wolfram</span>: Variational Autoencoder
    based Novelty Detection for Real-World Time Series. In: <i>2021 3rd International
    Conference on Management Science and Industrial Engineering</i>. New York, NY,
    USA : ACM, 2021, S. 1–7'
  ama: 'Steinmann L, Migenda N, Voigt T, Kohlhase M, Schenck W. Variational Autoencoder
    based Novelty Detection for Real-World Time Series. In: <i>2021 3rd International
    Conference on Management Science and Industrial Engineering</i>. New York, NY,
    USA: ACM; 2021:1-7. doi:<a href="https://doi.org/10.1145/3460824.3460825">10.1145/3460824.3460825</a>'
  apa: 'Steinmann, L., Migenda, N., Voigt, T., Kohlhase, M., &#38; Schenck, W. (2021).
    Variational Autoencoder based Novelty Detection for Real-World Time Series. In
    <i>2021 3rd International Conference on Management Science and Industrial Engineering</i>
    (pp. 1–7). New York, NY, USA: ACM. <a href="https://doi.org/10.1145/3460824.3460825">https://doi.org/10.1145/3460824.3460825</a>'
  bibtex: '@inproceedings{Steinmann_Migenda_Voigt_Kohlhase_Schenck_2021, place={New
    York, NY, USA}, title={Variational Autoencoder based Novelty Detection for Real-World
    Time Series}, DOI={<a href="https://doi.org/10.1145/3460824.3460825">10.1145/3460824.3460825</a>},
    booktitle={2021 3rd International Conference on Management Science and Industrial
    Engineering}, publisher={ACM}, author={Steinmann, Luca and Migenda, Nico and Voigt,
    Tim and Kohlhase, Martin and Schenck, Wolfram}, year={2021}, pages={1–7} }'
  chicago: 'Steinmann, Luca, Nico Migenda, Tim Voigt, Martin Kohlhase, and Wolfram
    Schenck. “Variational Autoencoder Based Novelty Detection for Real-World Time
    Series.” In <i>2021 3rd International Conference on Management Science and Industrial
    Engineering</i>, 1–7. New York, NY, USA: ACM, 2021. <a href="https://doi.org/10.1145/3460824.3460825">https://doi.org/10.1145/3460824.3460825</a>.'
  ieee: L. Steinmann, N. Migenda, T. Voigt, M. Kohlhase, and W. Schenck, “Variational
    Autoencoder based Novelty Detection for Real-World Time Series,” in <i>2021 3rd
    International Conference on Management Science and Industrial Engineering</i>,
    Osaka Japan, 2021, pp. 1–7.
  mla: Steinmann, Luca, et al. “Variational Autoencoder Based Novelty Detection for
    Real-World Time Series.” <i>2021 3rd International Conference on Management Science
    and Industrial Engineering</i>, ACM, 2021, pp. 1–7, doi:<a href="https://doi.org/10.1145/3460824.3460825">10.1145/3460824.3460825</a>.
  short: 'L. Steinmann, N. Migenda, T. Voigt, M. Kohlhase, W. Schenck, in: 2021 3rd
    International Conference on Management Science and Industrial Engineering, ACM,
    New York, NY, USA, 2021, pp. 1–7.'
conference:
  end_date: 2021-04-04
  location: Osaka Japan
  name: 'MSIE 2021: 2021 3rd International Conference on Management Science and Industrial
    Engineering'
  start_date: 2021-04-02
date_created: 2023-03-10T08:40:15Z
date_updated: 2026-03-17T15:28:34Z
doi: 10.1145/3460824.3460825
language:
- iso: eng
page: 1-7
place: New York, NY, USA
publication: 2021 3rd International Conference on Management Science and Industrial
  Engineering
publication_identifier:
  isbn:
  - '9781450388887'
publication_status: published
publisher: ACM
status: public
title: Variational Autoencoder based Novelty Detection for Real-World Time Series
type: conference
user_id: '249199'
year: '2021'
...
---
_id: '1367'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- first_name: Oliver
  full_name: Nelles, Oliver
  last_name: Nelles
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Nelles, Oliver</span>:
    Incremental Latin Hypercube Additive Design for LOLIMOT. In: <span style="font-variant:small-caps;">Institute
    of Electrical and Electronics Engineers (IEEE)</span> (Hrsg.): <i>2020 25th IEEE
    International Conference on Emerging Technologies and Factory Automation (ETFA)</i> :
    IEEE, 2020, S. 1602–1609'
  ama: 'Voigt T, Kohlhase M, Nelles O. Incremental Latin Hypercube Additive Design
    for LOLIMOT. In: Institute of Electrical and Electronics Engineers (IEEE), ed.
    <i>2020 25th IEEE International Conference on Emerging Technologies and Factory
    Automation (ETFA)</i>. IEEE; 2020:1602-1609. doi:<a href="https://doi.org/10.1109/ETFA46521.2020.9212173">10.1109/ETFA46521.2020.9212173</a>'
  apa: 'Voigt, T., Kohlhase, M., &#38; Nelles, O. (2020). Incremental Latin Hypercube
    Additive Design for LOLIMOT. In Institute of Electrical and Electronics Engineers
    (IEEE) (Ed.), <i>2020 25th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA)</i> (pp. 1602–1609). Vienna, Austria: IEEE. <a href="https://doi.org/10.1109/ETFA46521.2020.9212173">https://doi.org/10.1109/ETFA46521.2020.9212173</a>'
  bibtex: '@inproceedings{Voigt_Kohlhase_Nelles_2020, title={Incremental Latin Hypercube
    Additive Design for LOLIMOT}, DOI={<a href="https://doi.org/10.1109/ETFA46521.2020.9212173">10.1109/ETFA46521.2020.9212173</a>},
    booktitle={2020 25th IEEE International Conference on Emerging Technologies and
    Factory Automation (ETFA)}, publisher={IEEE}, author={Voigt, Tim and Kohlhase,
    Martin and Nelles, Oliver}, editor={Institute of Electrical and Electronics Engineers
    (IEEE)Editor}, year={2020}, pages={1602–1609} }'
  chicago: Voigt, Tim, Martin Kohlhase, and Oliver Nelles. “Incremental Latin Hypercube
    Additive Design for LOLIMOT.” In <i>2020 25th IEEE International Conference on
    Emerging Technologies and Factory Automation (ETFA)</i>, edited by Institute of
    Electrical and Electronics Engineers (IEEE), 1602–9. IEEE, 2020. <a href="https://doi.org/10.1109/ETFA46521.2020.9212173">https://doi.org/10.1109/ETFA46521.2020.9212173</a>.
  ieee: T. Voigt, M. Kohlhase, and O. Nelles, “Incremental Latin Hypercube Additive
    Design for LOLIMOT,” in <i>2020 25th IEEE International Conference on Emerging
    Technologies and Factory Automation (ETFA)</i>, Vienna, Austria, 2020, pp. 1602–1609.
  mla: Voigt, Tim, et al. “Incremental Latin Hypercube Additive Design for LOLIMOT.”
    <i>2020 25th IEEE International Conference on Emerging Technologies and Factory
    Automation (ETFA)</i>, edited by Institute of Electrical and Electronics Engineers
    (IEEE), IEEE, 2020, pp. 1602–09, doi:<a href="https://doi.org/10.1109/ETFA46521.2020.9212173">10.1109/ETFA46521.2020.9212173</a>.
  short: 'T. Voigt, M. Kohlhase, O. Nelles, in: Institute of Electrical and Electronics
    Engineers (IEEE) (Ed.), 2020 25th IEEE International Conference on Emerging Technologies
    and Factory Automation (ETFA), IEEE, 2020, pp. 1602–1609.'
conference:
  end_date: 2020-09-11
  location: Vienna, Austria
  name: 2020 25th IEEE International Conference on Emerging Technologies and Factory
    Automation (ETFA)
  start_date: 2020-09-08
corporate_editor:
- Institute of Electrical and Electronics Engineers (IEEE)
date_created: 2021-06-16T06:25:12Z
date_updated: 2026-03-17T15:28:19Z
doi: 10.1109/ETFA46521.2020.9212173
language:
- iso: eng
page: 1602-1609
publication: 2020 25th IEEE International Conference on Emerging Technologies and
  Factory Automation (ETFA)
publication_identifier:
  eisbn:
  - 978-1-7281-8956-7
publication_status: published
publisher: IEEE
status: public
title: Incremental Latin Hypercube Additive Design for LOLIMOT
type: conference
user_id: '220548'
year: '2020'
...
---
_id: '1368'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- first_name: Martin
  full_name: Kohlhase, Martin
  id: '226669'
  last_name: Kohlhase
  orcid: 0009-0002-9374-0720
- first_name: Armin
  full_name: Peter, Armin
  last_name: Peter
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Peter, Armin</span>: Bestandsanlagen
    in der smarten Produktion, Integrationsstrategien anhand eines Praxisbeispiels.
    In: <i>atp magazin</i> Bd. 62 (2020), Nr. 04, S. 62–69'
  ama: Voigt T, Kohlhase M, Peter A. Bestandsanlagen in der smarten Produktion, Integrationsstrategien
    anhand eines Praxisbeispiels. <i>atp magazin</i>. 2020;62(04):62-69.
  apa: Voigt, T., Kohlhase, M., &#38; Peter, A. (2020). Bestandsanlagen in der smarten
    Produktion, Integrationsstrategien anhand eines Praxisbeispiels. <i>atp magazin</i>,
    <i>62</i>(04), 62–69.
  bibtex: '@article{Voigt_Kohlhase_Peter_2020, title={Bestandsanlagen in der smarten
    Produktion, Integrationsstrategien anhand eines Praxisbeispiels}, volume={62},
    number={04}, journal={atp magazin}, author={Voigt, Tim and Kohlhase, Martin and
    Peter, Armin}, year={2020}, pages={62–69} }'
  chicago: 'Voigt, Tim, Martin Kohlhase, and Armin Peter. “Bestandsanlagen in der
    smarten Produktion, Integrationsstrategien anhand eines Praxisbeispiels.” <i>atp
    magazin</i> 62, no. 04 (2020): 62–69.'
  ieee: T. Voigt, M. Kohlhase, and A. Peter, “Bestandsanlagen in der smarten Produktion,
    Integrationsstrategien anhand eines Praxisbeispiels,” <i>atp magazin</i>, vol.
    62, no. 04, pp. 62–69, 2020.
  mla: Voigt, Tim, et al. “Bestandsanlagen in der smarten Produktion, Integrationsstrategien
    anhand eines Praxisbeispiels.” <i>atp magazin</i>, vol. 62, no. 04, 2020, pp.
    62–69.
  short: T. Voigt, M. Kohlhase, A. Peter, atp magazin 62 (2020) 62–69.
date_created: 2021-06-16T06:28:40Z
date_updated: 2026-03-17T15:28:19Z
intvolume: '        62'
issue: '04'
language:
- iso: ger
page: 62 - 69
publication: atp magazin
publication_status: published
status: public
title: Bestandsanlagen in der smarten Produktion, Integrationsstrategien anhand eines
  Praxisbeispiels
type: journal_article
user_id: '243110'
volume: 62
year: '2020'
...
---
_id: '1371'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- 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/175242221
- first_name: Oliver
  full_name: Nelles, Oliver
  last_name: Nelles
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span> ; <span style="font-variant:small-caps;">Nelles, Oliver</span>:
    Inkrementelle Modellbildung von statischen Prozessen auf Basis von Latin Hypercube
    Designs. In: <i>Proceedings - 29. Workshop Computational Intelligence</i> : KIT
    Scientific Publishing, Karlsruhe, 2019, S. 267–288'
  ama: 'Voigt T, Kohlhase M, Nelles O. Inkrementelle Modellbildung von statischen
    Prozessen auf Basis von Latin Hypercube Designs. In: <i>Proceedings - 29. Workshop
    Computational Intelligence</i>. KIT Scientific Publishing, Karlsruhe; 2019:267-288.
    doi:<a href="https://doi.org/10.5445/KSP/1000098736">10.5445/KSP/1000098736</a>'
  apa: 'Voigt, T., Kohlhase, M., &#38; Nelles, O. (2019). Inkrementelle Modellbildung
    von statischen Prozessen auf Basis von Latin Hypercube Designs. In <i>Proceedings
    - 29. Workshop Computational Intelligence</i> (pp. 267–288). Dortmund: KIT Scientific
    Publishing, Karlsruhe. <a href="https://doi.org/10.5445/KSP/1000098736">https://doi.org/10.5445/KSP/1000098736</a>'
  bibtex: '@inproceedings{Voigt_Kohlhase_Nelles_2019, title={Inkrementelle Modellbildung
    von statischen Prozessen auf Basis von Latin Hypercube Designs}, DOI={<a href="https://doi.org/10.5445/KSP/1000098736">10.5445/KSP/1000098736</a>},
    booktitle={Proceedings - 29. Workshop Computational Intelligence}, publisher={KIT
    Scientific Publishing, Karlsruhe}, author={Voigt, Tim and Kohlhase, Martin and
    Nelles, Oliver}, year={2019}, pages={267–288} }'
  chicago: Voigt, Tim, Martin Kohlhase, and Oliver Nelles. “Inkrementelle Modellbildung
    von statischen Prozessen auf Basis von Latin Hypercube Designs.” In <i>Proceedings
    - 29. Workshop Computational Intelligence</i>, 267–88. KIT Scientific Publishing,
    Karlsruhe, 2019. <a href="https://doi.org/10.5445/KSP/1000098736">https://doi.org/10.5445/KSP/1000098736</a>.
  ieee: T. Voigt, M. Kohlhase, and O. Nelles, “Inkrementelle Modellbildung von statischen
    Prozessen auf Basis von Latin Hypercube Designs,” in <i>Proceedings - 29. Workshop
    Computational Intelligence</i>, Dortmund, 2019, pp. 267–288.
  mla: Voigt, Tim, et al. “Inkrementelle Modellbildung von statischen Prozessen auf
    Basis von Latin Hypercube Designs.” <i>Proceedings - 29. Workshop Computational
    Intelligence</i>, KIT Scientific Publishing, Karlsruhe, 2019, pp. 267–88, doi:<a
    href="https://doi.org/10.5445/KSP/1000098736">10.5445/KSP/1000098736</a>.
  short: 'T. Voigt, M. Kohlhase, O. Nelles, in: Proceedings - 29. Workshop Computational
    Intelligence, KIT Scientific Publishing, Karlsruhe, 2019, pp. 267–288.'
conference:
  end_date: 2019-11-29
  location: Dortmund
  name: 29. Workshop Computational Intelligence
  start_date: 2019-11-28
date_created: 2021-06-16T06:32:45Z
date_updated: 2026-03-17T15:28:19Z
doi: 10.5445/KSP/1000098736
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://publikationen.bibliothek.kit.edu/1000098736
oa: '1'
page: 267 - 288
publication: Proceedings - 29. Workshop Computational Intelligence
publication_identifier:
  isbn:
  - 978-3-7315-0979-0
publisher: KIT Scientific Publishing, Karlsruhe
status: public
title: Inkrementelle Modellbildung von statischen Prozessen auf Basis von Latin Hypercube
  Designs
type: conference
user_id: '33980'
year: '2019'
...
---
_id: '1369'
author:
- first_name: Tim
  full_name: Voigt, Tim
  id: '220691'
  last_name: Voigt
- 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/173684947
citation:
  alphadin: '<span style="font-variant:small-caps;">Voigt, Tim</span> ; <span style="font-variant:small-caps;">Kohlhase,
    Martin</span>: Schätzung von datenbasierten lokal-linearen Modellen auf der Grundlage
    von LOLIMOT für den systematischen Entwurf von lokal-linearen Zustandsreglern.
    In: <i>Proceedings - 28. Workshop Computational Intelligence</i> : KIT Scientific
    Publishing, Karlsruhe, 2018, S. 93–111'
  ama: 'Voigt T, Kohlhase M. Schätzung von datenbasierten lokal-linearen Modellen
    auf der Grundlage von LOLIMOT für den systematischen Entwurf von lokal-linearen
    Zustandsreglern. In: <i>Proceedings - 28. Workshop Computational Intelligence</i>.
    KIT Scientific Publishing, Karlsruhe; 2018:93-111.'
  apa: Voigt, T., &#38; Kohlhase, M. (2018). Schätzung von datenbasierten lokal-linearen
    Modellen auf der Grundlage von LOLIMOT für den systematischen Entwurf von lokal-linearen
    Zustandsreglern. In <i>Proceedings - 28. Workshop Computational Intelligence</i>
    (pp. 93–111). KIT Scientific Publishing, Karlsruhe.
  bibtex: '@inproceedings{Voigt_Kohlhase_2018, title={Schätzung von datenbasierten
    lokal-linearen Modellen auf der Grundlage von LOLIMOT für den systematischen Entwurf
    von lokal-linearen Zustandsreglern}, booktitle={Proceedings - 28. Workshop Computational
    Intelligence}, publisher={KIT Scientific Publishing, Karlsruhe}, author={Voigt,
    Tim and Kohlhase, Martin}, year={2018}, pages={93–111} }'
  chicago: Voigt, Tim, and Martin Kohlhase. “Schätzung von datenbasierten lokal-linearen
    Modellen auf der Grundlage von LOLIMOT für den systematischen Entwurf von lokal-linearen
    Zustandsreglern.” In <i>Proceedings - 28. Workshop Computational Intelligence</i>,
    93–111. KIT Scientific Publishing, Karlsruhe, 2018.
  ieee: T. Voigt and M. Kohlhase, “Schätzung von datenbasierten lokal-linearen Modellen
    auf der Grundlage von LOLIMOT für den systematischen Entwurf von lokal-linearen
    Zustandsreglern,” in <i>Proceedings - 28. Workshop Computational Intelligence</i>,
    2018, pp. 93–111.
  mla: Voigt, Tim, and Martin Kohlhase. “Schätzung von datenbasierten lokal-linearen
    Modellen auf der Grundlage von LOLIMOT für den systematischen Entwurf von lokal-linearen
    Zustandsreglern.” <i>Proceedings - 28. Workshop Computational Intelligence</i>,
    KIT Scientific Publishing, Karlsruhe, 2018, pp. 93–111.
  short: 'T. Voigt, M. Kohlhase, in: Proceedings - 28. Workshop Computational Intelligence,
    KIT Scientific Publishing, Karlsruhe, 2018, pp. 93–111.'
date_created: 2021-06-16T06:30:26Z
date_updated: 2026-03-17T15:28:19Z
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://fhb-bielefeld.digibib.net/search/eds/record/egs:140287299/eds-fulltext
oa: '1'
page: 93 - 111
publication: Proceedings - 28. Workshop Computational Intelligence
publication_identifier:
  isbn:
  - 978-3-7315-0845-8
publisher: KIT Scientific Publishing, Karlsruhe
status: public
title: Schätzung von datenbasierten lokal-linearen Modellen auf der Grundlage von
  LOLIMOT für den systematischen Entwurf von lokal-linearen Zustandsreglern
type: conference
user_id: '35437'
year: '2018'
...