---
_id: '580'
abstract:
- lang: eng
  text: Additive Manufacturing (AM) is increasingly used to design new products. This
    is possible due to the further development of the AM-processes and materials.
    The lack of quality assurance of AM built parts is a key technological barrier
    that prevents manufacturers from adopting. The quality of an additive manufactured
    part is influenced by more than 50 parameters, which make process control difficult.
    Current research deals with using real time monitoring of the melt pool as feedback
    control for laser power. This paper illustrates challenges and opportunities of
    applying statistical predictive modeling and unsupervised learning to control
    additive manufacturing. In particular, an approach how to build a feedforward
    controller will be discussed.
author:
- first_name: Eva
  full_name: Scheideler, Eva
  id: '61522'
  last_name: Scheideler
- first_name: Andrea
  full_name: Ahlemeyer-Stubbe, Andrea
  last_name: Ahlemeyer-Stubbe
citation:
  ama: 'Scheideler E, Ahlemeyer-Stubbe A. Quality Control of Additive Manufacturing
    Using Statistical Prediction Models. In: Padoano E, Villmer FJ, Department of
    Production Engineering and Management, Hochschule Ostwestfalen-Lippe, eds. <i> 
    Production Engineering and Management : Proceedings 7th International Conference,
    September 28 and 29, 2017, Pordenone, Italy </i>. Vol 2017.   Publication series
    in direct digital manufacturing . ; 2017:3-12.'
  apa: 'Scheideler, E., &#38; Ahlemeyer-Stubbe, A. (2017). Quality Control of Additive
    Manufacturing Using Statistical Prediction Models. In E. Padoano, F.-J. Villmer,
    Department of Production Engineering and Management, &#38; Hochschule Ostwestfalen-Lippe
    (Eds.), <i>  Production engineering and management : proceedings 7th international
    conference, September 28 and 29, 2017, Pordenone, Italy </i> (Vol. 2017, Issue
    1, pp. 3–12).'
  bjps: '<b>Scheideler E and Ahlemeyer-Stubbe A</b> (2017) Quality Control of Additive
    Manufacturing Using Statistical Prediction Models. In Padoano E et al. (eds),
    <i>  Production Engineering and Management : Proceedings 7th International Conference,
    September 28 and 29, 2017, Pordenone, Italy </i>, vol. 2017. Lemgo, pp. 3–12.'
  chicago: 'Scheideler, Eva, and Andrea Ahlemeyer-Stubbe. “Quality Control of Additive
    Manufacturing Using Statistical Prediction Models.” In <i>  Production Engineering
    and Management : Proceedings 7th International Conference, September 28 and 29,
    2017, Pordenone, Italy </i>, edited by Elio Padoano, Franz-Josef Villmer, Department
    of Production Engineering and Management, and Hochschule Ostwestfalen-Lippe, 2017:3–12.
      Publication Series in Direct Digital Manufacturing . Lemgo, 2017.'
  chicago-de: 'Scheideler, Eva und Andrea Ahlemeyer-Stubbe. 2017. Quality Control
    of Additive Manufacturing Using Statistical Prediction Models. In: <i>  Production
    engineering and management : proceedings 7th international conference, September
    28 and 29, 2017, Pordenone, Italy </i>, hg. von Elio Padoano, Franz-Josef Villmer,
    Department of Production Engineering and Management, und Hochschule Ostwestfalen-Lippe,
    2017:3–12.   Publication series in direct digital manufacturing . Lemgo.'
  din1505-2-1: '<span style="font-variant:small-caps;">Scheideler, Eva</span> ; <span
    style="font-variant:small-caps;">Ahlemeyer-Stubbe, Andrea</span>: Quality Control
    of Additive Manufacturing Using Statistical Prediction Models. In: <span style="font-variant:small-caps;">Padoano,
    E.</span> ; <span style="font-variant:small-caps;">Villmer, F.-J.</span> ; <span
    style="font-variant:small-caps;">Department of Production Engineering and Management</span>
    ; <span style="font-variant:small-caps;">Hochschule Ostwestfalen-Lippe</span>
    (Hrsg.): <i>  Production engineering and management : proceedings 7th international
    conference, September 28 and 29, 2017, Pordenone, Italy </i>, <i>  Publication
    series in direct digital manufacturing </i>. Bd. 2017. Lemgo, 2017, S. 3–12'
  havard: 'E. Scheideler, A. Ahlemeyer-Stubbe, Quality Control of Additive Manufacturing
    Using Statistical Prediction Models, in: E. Padoano, F.-J. Villmer, Department
    of Production Engineering and Management, Hochschule Ostwestfalen-Lippe (Eds.),
      Production Engineering and Management : Proceedings 7th International Conference,
    September 28 and 29, 2017, Pordenone, Italy , Lemgo, 2017: pp. 3–12.'
  ieee: 'E. Scheideler and A. Ahlemeyer-Stubbe, “Quality Control of Additive Manufacturing
    Using Statistical Prediction Models,” in <i>  Production engineering and management :
    proceedings 7th international conference, September 28 and 29, 2017, Pordenone,
    Italy </i>, Pordenone, Italy, 2017, vol. 2017, no. 1, pp. 3–12.'
  mla: 'Scheideler, Eva, and Andrea Ahlemeyer-Stubbe. “Quality Control of Additive
    Manufacturing Using Statistical Prediction Models.” <i>  Production Engineering
    and Management : Proceedings 7th International Conference, September 28 and 29,
    2017, Pordenone, Italy </i>, edited by Elio Padoano et al., vol. 2017, no. 1,
    2017, pp. 3–12.'
  short: 'E. Scheideler, A. Ahlemeyer-Stubbe, in: E. Padoano, F.-J. Villmer, Department
    of Production Engineering and Management, Hochschule Ostwestfalen-Lippe (Eds.),
      Production Engineering and Management : Proceedings 7th International Conference,
    September 28 and 29, 2017, Pordenone, Italy , Lemgo, 2017, pp. 3–12.'
  ufg: '<b>Scheideler, Eva/Ahlemeyer-Stubbe, Andrea</b>: Quality Control of Additive
    Manufacturing Using Statistical Prediction Models, in: <i>Padoano, Elio u. a.
    (Hgg.)</i>:   Production engineering and management : proceedings 7th international
    conference, September 28 and 29, 2017, Pordenone, Italy , Bd. 2017, Lemgo 2017
    (  Publication series in direct digital manufacturing ),  S. 3–12.'
  van: 'Scheideler E, Ahlemeyer-Stubbe A. Quality Control of Additive Manufacturing
    Using Statistical Prediction Models. In: Padoano E, Villmer FJ, Department of
    Production Engineering and Management, Hochschule Ostwestfalen-Lippe, editors.
      Production engineering and management : proceedings 7th international conference,
    September 28 and 29, 2017, Pordenone, Italy . Lemgo; 2017. p. 3–12. (  Publication
    series in direct digital manufacturing ; vol. 2017).'
conference:
  end_date: 2017-09-29
  location: Pordenone, Italy
  name: 7th International Conference on Production Engineering and Management
  start_date: 2017-09-28
corporate_editor:
- Department of Production Engineering and Management
- Hochschule Ostwestfalen-Lippe
date_created: 2019-02-18T11:34:36Z
date_updated: 2024-03-22T13:19:02Z
department:
- _id: DEP1306
editor:
- first_name: Elio
  full_name: Padoano, Elio
  last_name: Padoano
- first_name: Franz-Josef
  full_name: Villmer, Franz-Josef
  id: '14290'
  last_name: Villmer
intvolume: '      2017'
issue: '1'
keyword:
- Additive manufacturing
- Process control
- Predictive modeling
- Predictive control
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.hs-owl.de/fileadmin/diman/Veroeffentlichungen/PEM_2017_Proceeding_web.pdf
oa: '1'
page: 3-12
place: Lemgo
publication: "\t Production engineering and management : proceedings 7th international
  conference, September 28 and 29, 2017, Pordenone, Italy "
publication_identifier:
  isbn:
  - 978-3-946856-01-6
publication_status: published
related_material:
  link:
  - relation: contains
    url: https://www.hs-owl.de/fileadmin/diman/Veroeffentlichungen/PEM_2017_Proceeding_web.pdf
series_title: "\t Publication series in direct digital manufacturing "
status: public
title: Quality Control of Additive Manufacturing Using Statistical Prediction Models
type: conference
user_id: '83781'
volume: 2017
year: '2017'
...