---
_id: '64563'
abstract:
- lang: ger
  text: Die effiziente Nutzung von Ressourcen ist in der modernen Produktentwicklung
    von zentraler Bedeutung, nicht nur im Hinblick auf Materialien, sondern auch angesichts
    des Fachkräftemangels. Dabei sollten menschliche Arbeitskräfte gezielt eingesetzt
    und unnötige Iterationen zwischen Abteilungen vermieden werden, wobei die Kommunikation
    zwischen Konstruktion und Berechnung eine entscheidende Rolle spielt. Im Rahmen
    dieser Arbeit wird eine Methode entwickelt, die es Konstrukteuren ermöglicht,
    mithilfe künstlicher neuronaler Netze schnell mechanisch optimierte Bauteilgeometrien
    vorzuschlagen und so Korrekturschleifen zu minimieren. Hierfür wird eine Entwicklungsumgebung
    analysiert, die die Integration neuronaler Netze in bestehende Konstruktions-
    und Optimierungsprozesse erlaubt, einschließlich der Definition von Eingaben,
    Ausgaben, Datenformaten, Datensätzen und Schnittstellen zu kommerzieller Software.
    Zur Sicher-stellung der generalisierten Nutzbarkeit der Trainingsdaten werden
    Bauteilgeometrien zunächst mithilfe geometrischer Primitive abstrahiert und anschließend
    zu Gesamtgeometrien zusammengesetzt. Die Machbarkeitsstudie zeigt, dass mechanisch
    optimierte Bauteilgeometrien auf diese Weise erfolgreich vorhergesagt werden können.
    Obwohl noch gewisse Einschränkungen bestehen hinsichtlich der Schnittstellendefinition
    zwischen den Primitiven oder der Umrechnung von globalen auf lokale Randbedingungen,
    bietet die Methode eine solide Grundlage für weiterführende Forschungsarbeiten
    in diesem Bereich.
author:
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
citation:
  ama: Ott M. <i>Methodik zum Aufbau einer Entwicklungsumgebung für die datengetriebene
    Gestaltvorhersage von Bauteilen</i>. Vol Volume 2. Shaker Verlag; 2026.
  apa: 'Ott, M. (2026). <i>Methodik zum Aufbau einer Entwicklungsumgebung für die
    datengetriebene Gestaltvorhersage von Bauteilen: Vol. Volume 2</i>. Shaker Verlag.'
  bibtex: '@book{Ott_2026, place={Düren}, series={Datenmanagement im Maschinenbau},
    title={Methodik zum Aufbau einer Entwicklungsumgebung für die datengetriebene
    Gestaltvorhersage von Bauteilen}, volume={Volume 2}, publisher={Shaker Verlag},
    author={Ott, Manuel}, year={2026}, collection={Datenmanagement im Maschinenbau}
    }'
  chicago: 'Ott, Manuel. <i>Methodik zum Aufbau einer Entwicklungsumgebung für die
    datengetriebene Gestaltvorhersage von Bauteilen</i>. Vol. Volume 2. Datenmanagement
    im Maschinenbau. Düren: Shaker Verlag, 2026.'
  ieee: 'M. Ott, <i>Methodik zum Aufbau einer Entwicklungsumgebung für die datengetriebene
    Gestaltvorhersage von Bauteilen</i>, vol. Volume 2. Düren: Shaker Verlag, 2026.'
  mla: Ott, Manuel. <i>Methodik zum Aufbau einer Entwicklungsumgebung für die datengetriebene
    Gestaltvorhersage von Bauteilen</i>. Shaker Verlag, 2026.
  short: M. Ott, Methodik zum Aufbau einer Entwicklungsumgebung für die datengetriebene
    Gestaltvorhersage von Bauteilen, Shaker Verlag, Düren, 2026.
date_created: 2026-02-20T14:09:24Z
date_updated: 2026-02-20T14:14:28Z
department:
- _id: '741'
- _id: '144'
language:
- iso: ger
page: '180'
place: Düren
publication_identifier:
  isbn:
  - 978-3-8191-0488-6
publication_status: published
publisher: Shaker Verlag
series_title: Datenmanagement im Maschinenbau
status: public
supervisor:
- first_name: Iryna
  full_name: Mozgova, Iryna
  last_name: Mozgova
- first_name: Thomas
  full_name: Tröster, Thomas
  last_name: Tröster
title: Methodik zum Aufbau einer Entwicklungsumgebung für die datengetriebene Gestaltvorhersage
  von Bauteilen
type: dissertation
user_id: '44204'
volume: Volume 2
year: '2026'
...
---
_id: '64820'
abstract:
- lang: eng
  text: Political goals, emerging EU sustainability regulations, and industrial digitalization
    are driving the introduction of Digital Product Passports (DPPs) to enhance transparency,
    traceability, and compliance across product life cycles. However, the appropriate
    granularity of DPP integration across product architectures remains ambiguous.
    This paper introduces a structured, decision-oriented framework that links product
    structure, regulatory relevance, and information depth to define consistent DPP
    levels, supporting both industry implementation and future standardization.
author:
- first_name: Katharina
  full_name: Rohde, Katharina
  id: '70143'
  last_name: Rohde
  orcid: 0009-0000-5738-7304
- first_name: Finn Lukas
  full_name: Budde, Finn Lukas
  id: '74585'
  last_name: Budde
- first_name: Bárbara
  full_name: Patrício, Bárbara
  last_name: Patrício
- first_name: Tânia
  full_name: Ferreira, Tânia
  last_name: Ferreira
- first_name: Ana
  full_name: Gonçalves, Ana
  last_name: Gonçalves
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Iryna
  full_name: Mozgova, Iryna
  id: '95903'
  last_name: Mozgova
citation:
  ama: 'Rohde K, Budde FL, Patrício B, et al. Digital product passports and the challenge
    of product structure granularity: A decision-making framework for the level of
    DPP integration. In: <i>Proceedings of the Design Society</i>. Vol 6.'
  apa: 'Rohde, K., Budde, F. L., Patrício, B., Ferreira, T., Gonçalves, A., Ott, M.,
    &#38; Mozgova, I. (n.d.). Digital product passports and the challenge of product
    structure granularity: A decision-making framework for the level of DPP integration.
    <i>Proceedings of the Design Society</i>, <i>6</i>.'
  bibtex: '@inproceedings{Rohde_Budde_Patrício_Ferreira_Gonçalves_Ott_Mozgova, title={Digital
    product passports and the challenge of product structure granularity: A decision-making
    framework for the level of DPP integration}, volume={6}, booktitle={Proceedings
    of the Design Society}, author={Rohde, Katharina and Budde, Finn Lukas and Patrício,
    Bárbara and Ferreira, Tânia and Gonçalves, Ana and Ott, Manuel and Mozgova, Iryna}
    }'
  chicago: 'Rohde, Katharina, Finn Lukas Budde, Bárbara Patrício, Tânia Ferreira,
    Ana Gonçalves, Manuel Ott, and Iryna Mozgova. “Digital Product Passports and the
    Challenge of Product Structure Granularity: A Decision-Making Framework for the
    Level of DPP Integration.” In <i>Proceedings of the Design Society</i>, Vol. 6,
    n.d.'
  ieee: 'K. Rohde <i>et al.</i>, “Digital product passports and the challenge of product
    structure granularity: A decision-making framework for the level of DPP integration,”
    in <i>Proceedings of the Design Society</i>, Cavtat, Dubrovnik, Croatia, vol.
    6.'
  mla: 'Rohde, Katharina, et al. “Digital Product Passports and the Challenge of Product
    Structure Granularity: A Decision-Making Framework for the Level of DPP Integration.”
    <i>Proceedings of the Design Society</i>, vol. 6.'
  short: 'K. Rohde, F.L. Budde, B. Patrício, T. Ferreira, A. Gonçalves, M. Ott, I.
    Mozgova, in: Proceedings of the Design Society, n.d.'
conference:
  end_date: 2026-05-21
  location: Cavtat, Dubrovnik, Croatia
  name: 19th International Design Conference - DESIGN 2026
  start_date: 2026-05-18
date_created: 2026-03-03T11:26:07Z
date_updated: 2026-03-03T11:26:11Z
department:
- _id: '741'
intvolume: '         6'
keyword:
- digital product passport
- product architecture
- circular economy
- information granularity
- decision-making framework
language:
- iso: eng
publication: Proceedings of the Design Society
publication_status: accepted
quality_controlled: '1'
status: public
title: 'Digital product passports and the challenge of product structure granularity:
  A decision-making framework for the level of DPP integration'
type: conference
user_id: '70143'
volume: 6
year: '2026'
...
---
_id: '60834'
author:
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Philipp
  full_name: Jung, Philipp
  last_name: Jung
- first_name: Christian
  full_name: Bödger, Christian
  id: '93904'
  last_name: Bödger
- first_name: Iryna
  full_name: Mozgova, Iryna
  id: '95903'
  last_name: Mozgova
- first_name: Rainer
  full_name: Koch, Rainer
  last_name: Koch
- first_name: Thomas
  full_name: Tröster, Thomas
  id: '553'
  last_name: Tröster
citation:
  ama: 'Ott M, Jung P, Bödger C, Mozgova I, Koch R, Tröster T. Fused Deposition Modeling
    and its Extension Through Metal-Filled Filaments as a Means of Self-Help for Individuals
    with Physical Disabilities. In: Lachmayer R, Kaierle S, Oel M, eds. <i>Innovative
    Produktentwicklung Durch Additive Fertigung</i>. ; 2025:117-127. doi:<a href="https://doi.org/doi.org/10.1007/978-3-662-69327-8">doi.org/10.1007/978-3-662-69327-8</a>'
  apa: Ott, M., Jung, P., Bödger, C., Mozgova, I., Koch, R., &#38; Tröster, T. (2025).
    Fused Deposition Modeling and its Extension Through Metal-Filled Filaments as
    a Means of Self-Help for Individuals with Physical Disabilities. In R. Lachmayer,
    S. Kaierle, &#38; M. Oel (Eds.), <i>Innovative Produktentwicklung durch additive
    Fertigung</i> (pp. 117–127). <a href="https://doi.org/doi.org/10.1007/978-3-662-69327-8">https://doi.org/doi.org/10.1007/978-3-662-69327-8</a>
  bibtex: '@inbook{Ott_Jung_Bödger_Mozgova_Koch_Tröster_2025, title={Fused Deposition
    Modeling and its Extension Through Metal-Filled Filaments as a Means of Self-Help
    for Individuals with Physical Disabilities}, DOI={<a href="https://doi.org/doi.org/10.1007/978-3-662-69327-8">doi.org/10.1007/978-3-662-69327-8</a>},
    booktitle={Innovative Produktentwicklung durch additive Fertigung}, author={Ott,
    Manuel and Jung, Philipp and Bödger, Christian and Mozgova, Iryna and Koch, Rainer
    and Tröster, Thomas}, editor={Lachmayer, Roland and Kaierle, Stefan and Oel, Marcus},
    year={2025}, pages={117–127} }'
  chicago: Ott, Manuel, Philipp Jung, Christian Bödger, Iryna Mozgova, Rainer Koch,
    and Thomas Tröster. “Fused Deposition Modeling and Its Extension Through Metal-Filled
    Filaments as a Means of Self-Help for Individuals with Physical Disabilities.”
    In <i>Innovative Produktentwicklung Durch Additive Fertigung</i>, edited by Roland
    Lachmayer, Stefan Kaierle, and Marcus Oel, 117–27, 2025. <a href="https://doi.org/doi.org/10.1007/978-3-662-69327-8">https://doi.org/doi.org/10.1007/978-3-662-69327-8</a>.
  ieee: M. Ott, P. Jung, C. Bödger, I. Mozgova, R. Koch, and T. Tröster, “Fused Deposition
    Modeling and its Extension Through Metal-Filled Filaments as a Means of Self-Help
    for Individuals with Physical Disabilities,” in <i>Innovative Produktentwicklung
    durch additive Fertigung</i>, R. Lachmayer, S. Kaierle, and M. Oel, Eds. 2025,
    pp. 117–127.
  mla: Ott, Manuel, et al. “Fused Deposition Modeling and Its Extension Through Metal-Filled
    Filaments as a Means of Self-Help for Individuals with Physical Disabilities.”
    <i>Innovative Produktentwicklung Durch Additive Fertigung</i>, edited by Roland
    Lachmayer et al., 2025, pp. 117–27, doi:<a href="https://doi.org/doi.org/10.1007/978-3-662-69327-8">doi.org/10.1007/978-3-662-69327-8</a>.
  short: 'M. Ott, P. Jung, C. Bödger, I. Mozgova, R. Koch, T. Tröster, in: R. Lachmayer,
    S. Kaierle, M. Oel (Eds.), Innovative Produktentwicklung Durch Additive Fertigung,
    2025, pp. 117–127.'
date_created: 2025-07-30T10:31:49Z
date_updated: 2026-02-06T10:46:35Z
department:
- _id: '741'
- _id: '144'
- _id: '149'
doi: doi.org/10.1007/978-3-662-69327-8
editor:
- first_name: Roland
  full_name: Lachmayer, Roland
  last_name: Lachmayer
- first_name: Stefan
  full_name: Kaierle, Stefan
  last_name: Kaierle
- first_name: Marcus
  full_name: Oel, Marcus
  last_name: Oel
language:
- iso: eng
page: 117-127
publication: Innovative Produktentwicklung durch additive Fertigung
publication_identifier:
  eisbn:
  - 978-3-662-69327-8
publication_status: published
quality_controlled: '1'
status: public
title: Fused Deposition Modeling and its Extension Through Metal-Filled Filaments
  as a Means of Self-Help for Individuals with Physical Disabilities
type: book_chapter
user_id: '95903'
year: '2025'
...
---
_id: '64616'
abstract:
- lang: eng
  text: The circular economy offers decisive advantages over the currently prevalent
    linear economy in industry. Firstly, the reuse of products, individual parts and
    material reduces the need for new production or generation and the associated
    consumption of energy and resources. Secondly, it helps to avoid the generation
    of waste. Early consideration of circular economic principles in product development
    processes is essential to specifically promote reuse, reparability and recycling.
    Efficient recycling of assemblies requires well-defined strategies. However, various
    challenges hinder the efficiency of technical recycling processes in industrial
    applications. This paper presents an Ishikawa (fishbone) diagram-based approach
    to systematically identify and categorize these influences. The method is implemented
    within an industrial framework, highlighting key obstacles such as material composition,
    design constraints, use of technology, framework conditions, economic limitations
    and regulatory challenges. By applying a scenario analysis, this approach examines
    potential future developments and their impact on recycling-oriented design choices.
    This helps to identify critical influencing factors and supports the development
    of resilient and sustainable industrial practices. This framework will serve as
    the foundation for developing an automated approach to circular design, enabling
    industries to more effectively integrate sustainability into their processes and
    adapt to changing environmental demands.
author:
- first_name: Katharina
  full_name: Rohde, Katharina
  id: '70143'
  last_name: Rohde
  orcid: 0009-0000-5738-7304
- first_name: Barbara Fernandez
  full_name: Gonzalez, Barbara Fernandez
  last_name: Gonzalez
- first_name: Finn Lukas
  full_name: Budde, Finn Lukas
  id: '74585'
  last_name: Budde
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Iryna
  full_name: Mozgova, Iryna
  id: '95903'
  last_name: Mozgova
- first_name: Alain Alonso
  full_name: Mendibe, Alain Alonso
  last_name: Mendibe
citation:
  ama: 'Rohde K, Gonzalez BF, Budde FL, Ott M, Mozgova I, Mendibe AA. Unveiling Barriers
    to Recycling with a Focus on Design: An Ishikawa Diagram-Based Approach with Industrial
    Application. In: Kohl H, Seliger G, Dietrich F, Campana G, eds. <i>Safe and Sustainable
    Value Creation by Design - Proceedings of the 21st Global Conference on Sustainable
    Manufacturing</i>. Vol 1. Lecture Notes in Mechanical Engineering. Springer Nature
    Switzerland AG.'
  apa: 'Rohde, K., Gonzalez, B. F., Budde, F. L., Ott, M., Mozgova, I., &#38; Mendibe,
    A. A. (n.d.). Unveiling Barriers to Recycling with a Focus on Design: An Ishikawa
    Diagram-Based Approach with Industrial Application. In H. Kohl, G. Seliger, F.
    Dietrich, &#38; G. Campana (Eds.), <i>Safe and Sustainable Value Creation by Design
    - Proceedings of the 21st Global Conference on Sustainable Manufacturing</i> (Vol.
    1). Springer Nature Switzerland AG.'
  bibtex: '@inproceedings{Rohde_Gonzalez_Budde_Ott_Mozgova_Mendibe, series={Lecture
    Notes in Mechanical Engineering}, title={Unveiling Barriers to Recycling with
    a Focus on Design: An Ishikawa Diagram-Based Approach with Industrial Application},
    volume={1}, booktitle={Safe and Sustainable Value Creation by Design - Proceedings
    of the 21st Global Conference on Sustainable Manufacturing}, publisher={Springer
    Nature Switzerland AG}, author={Rohde, Katharina and Gonzalez, Barbara Fernandez
    and Budde, Finn Lukas and Ott, Manuel and Mozgova, Iryna and Mendibe, Alain Alonso},
    editor={Kohl, Holger and Seliger, Günther and Dietrich, Franz and Campana, Giampaolo},
    collection={Lecture Notes in Mechanical Engineering} }'
  chicago: 'Rohde, Katharina, Barbara Fernandez Gonzalez, Finn Lukas Budde, Manuel
    Ott, Iryna Mozgova, and Alain Alonso Mendibe. “Unveiling Barriers to Recycling
    with a Focus on Design: An Ishikawa Diagram-Based Approach with Industrial Application.”
    In <i>Safe and Sustainable Value Creation by Design - Proceedings of the 21st
    Global Conference on Sustainable Manufacturing</i>, edited by Holger Kohl, Günther
    Seliger, Franz Dietrich, and Giampaolo Campana, Vol. 1. Lecture Notes in Mechanical
    Engineering. Springer Nature Switzerland AG, n.d.'
  ieee: 'K. Rohde, B. F. Gonzalez, F. L. Budde, M. Ott, I. Mozgova, and A. A. Mendibe,
    “Unveiling Barriers to Recycling with a Focus on Design: An Ishikawa Diagram-Based
    Approach with Industrial Application,” in <i>Safe and Sustainable Value Creation
    by Design - Proceedings of the 21st Global Conference on Sustainable Manufacturing</i>,
    Bologna, Italy, vol. 1.'
  mla: 'Rohde, Katharina, et al. “Unveiling Barriers to Recycling with a Focus on
    Design: An Ishikawa Diagram-Based Approach with Industrial Application.” <i>Safe
    and Sustainable Value Creation by Design - Proceedings of the 21st Global Conference
    on Sustainable Manufacturing</i>, edited by Holger Kohl et al., vol. 1, Springer
    Nature Switzerland AG.'
  short: 'K. Rohde, B.F. Gonzalez, F.L. Budde, M. Ott, I. Mozgova, A.A. Mendibe, in:
    H. Kohl, G. Seliger, F. Dietrich, G. Campana (Eds.), Safe and Sustainable Value
    Creation by Design - Proceedings of the 21st Global Conference on Sustainable
    Manufacturing, Springer Nature Switzerland AG, n.d.'
conference:
  end_date: 2025-09-12
  location: Bologna, Italy
  name: 21st Global Conference on Sustainable Manufacturing (GCSM 2025)
  start_date: 2025-09-10
date_created: 2026-02-24T13:36:06Z
date_updated: 2026-02-24T14:05:50Z
ddc:
- '620'
department:
- _id: '741'
editor:
- first_name: Holger
  full_name: Kohl, Holger
  last_name: Kohl
- first_name: Günther
  full_name: Seliger, Günther
  last_name: Seliger
- first_name: Franz
  full_name: Dietrich, Franz
  last_name: Dietrich
- first_name: Giampaolo
  full_name: Campana, Giampaolo
  last_name: Campana
file:
- access_level: closed
  content_type: application/pdf
  creator: kathiroh
  date_created: 2026-02-24T13:33:47Z
  date_updated: 2026-02-24T13:33:47Z
  file_id: '64617'
  file_name: GCSM_2025_Rohde_updated.pdf
  file_size: 333257
  relation: main_file
  success: 1
file_date_updated: 2026-02-24T13:33:47Z
has_accepted_license: '1'
intvolume: '         1'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: Safe and Sustainable Value Creation by Design - Proceedings of the 21st
  Global Conference on Sustainable Manufacturing
publication_status: inpress
publisher: Springer Nature Switzerland AG
quality_controlled: '1'
series_title: Lecture Notes in Mechanical Engineering
status: public
title: 'Unveiling Barriers to Recycling with a Focus on Design: An Ishikawa Diagram-Based
  Approach with Industrial Application'
type: conference
user_id: '70143'
volume: 1
year: '2025'
...
---
_id: '64611'
abstract:
- lang: ger
  text: "Für die Aufrechterhaltung der natürlichen Ressourcen ist eine effiziente
    Nutzung dieser essenziell. Vor diesem Hintergrund untersucht das vorliegende Paper
    die Rolle der Kreislaufwirtschaft als wegweisendes Wirtschaftsmodell, das von
    der Europäischen Union gefördert wird. Ziel der Kreislaufwirtschaft ist es, den
    Ressourcenverbrauch und die Abfallproduktion zu minimieren, indem ein kontinuierlicher
    Kreislauf aus Nutzung, Wiederverwendung und Recycling von Materialien geschaffen
    wird. \r\nEin zentraler Aspekt dabei ist der Produktentwicklungsprozess (PEP)
    - ein vielschichtiger Prozess mit zahlreichen Einflussfaktoren und theoretisch
    unbegrenzten Gestaltungsmöglichkeiten. Diese Vielfalt führt jedoch zu erheblichen
    Entscheidungsunsicherheiten, die die Umsetzung von Kreislaufwirtschaftsprinzipien
    erschweren können. Um diese Herausforderungen zu adressieren, wird ein methodischer
    Prozess vorgestellt, der eine systematische Klassifizierung im Zusammenhang mit
    umliegenden Bauteilen ermöglicht. Die Methodik basiert auf einer strukturierten
    Bewertung von Bauteilen hinsichtlich ihrer Relevanz für die Kreislaufwirtschaft.
    Dabei werden zentrale Aspekte wie Wiederverwendbarkeit, Recyclingfähigkeit und
    Ressourceneffizienz berücksichtigt, darunter: \r\n•\tHandelt es sich um ein Gebrauchs-
    oder Verbrauchsprodukt?\r\n•\tIst das Bauteil eine Wiederverwendung oder eine
    Neufertigung?\r\n•\tIst das Bauteil standardisiert, zugekauft oder individuell
    ausgerichtet?\r\n•\tWelche primäre Funktion nimmt das Bauteil ein?\r\nDiese strukturierte
    Klassifizierung unterstützt die Entscheidungsfindung bereits früh im PEP. Sie
    ermöglicht es Produktentwickelnden, Potenziale für die Kreislaufwirtschaft frühzeitig
    zu erkennen und gezielt nachhaltige Maßnahmen zu ergreifen.\r\nDie entwickelte
    Methodik bildet somit eine Grundlage für die Integration kreislaufwirtschaftlicher
    Prinzipien in den Entwicklungsprozess. Insbesondere im Kontext moderner Anforderungen
    des Mobility Management zeigt sich ihr Potenzial, nachhaltige Innovationen gezielt
    zu fördern und die Umsetzung der Kreislaufwirtschaft in der industriellen Praxis
    zu erleichtern."
author:
- first_name: Katharina
  full_name: Rohde, Katharina
  id: '70143'
  last_name: Rohde
  orcid: 0009-0000-5738-7304
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Finn Lukas
  full_name: Budde, Finn Lukas
  id: '74585'
  last_name: Budde
- first_name: Iryna
  full_name: Mozgova, Iryna
  id: '95903'
  last_name: Mozgova
citation:
  ama: 'Rohde K, Ott M, Budde FL, Mozgova I. Optimierung modularer Produkte für die
    Mobilität: Ein Klassifizierungsrahmen für zirkuläre Produkte. In: Proff H, ed.
    <i>Solving Conflicts on the Way to Sustainable Mobility: Technische und betriebswirtschaftliche
    Aspekte</i>. Springer Nature Meteor.'
  apa: 'Rohde, K., Ott, M., Budde, F. L., &#38; Mozgova, I. (n.d.). Optimierung modularer
    Produkte für die Mobilität: Ein Klassifizierungsrahmen für zirkuläre Produkte.
    In H. Proff (Ed.), <i>Solving Conflicts on the Way to Sustainable Mobility: Technische
    und betriebswirtschaftliche Aspekte</i>. Springer Nature Meteor.'
  bibtex: '@inproceedings{Rohde_Ott_Budde_Mozgova, title={Optimierung modularer Produkte
    für die Mobilität: Ein Klassifizierungsrahmen für zirkuläre Produkte}, booktitle={Solving
    Conflicts on the Way to Sustainable Mobility: Technische und betriebswirtschaftliche
    Aspekte}, publisher={Springer Nature Meteor}, author={Rohde, Katharina and Ott,
    Manuel and Budde, Finn Lukas and Mozgova, Iryna}, editor={Proff, Heike} }'
  chicago: 'Rohde, Katharina, Manuel Ott, Finn Lukas Budde, and Iryna Mozgova. “Optimierung
    modularer Produkte für die Mobilität: Ein Klassifizierungsrahmen für zirkuläre
    Produkte.” In <i>Solving Conflicts on the Way to Sustainable Mobility: Technische
    und betriebswirtschaftliche Aspekte</i>, edited by Heike Proff. Springer Nature
    Meteor, n.d.'
  ieee: 'K. Rohde, M. Ott, F. L. Budde, and I. Mozgova, “Optimierung modularer Produkte
    für die Mobilität: Ein Klassifizierungsrahmen für zirkuläre Produkte,” in <i>Solving
    Conflicts on the Way to Sustainable Mobility: Technische und betriebswirtschaftliche
    Aspekte</i>, Duisburg.'
  mla: 'Rohde, Katharina, et al. “Optimierung modularer Produkte für die Mobilität:
    Ein Klassifizierungsrahmen für zirkuläre Produkte.” <i>Solving Conflicts on the
    Way to Sustainable Mobility: Technische und betriebswirtschaftliche Aspekte</i>,
    edited by Heike Proff, Springer Nature Meteor.'
  short: 'K. Rohde, M. Ott, F.L. Budde, I. Mozgova, in: H. Proff (Ed.), Solving Conflicts
    on the Way to Sustainable Mobility: Technische und betriebswirtschaftliche Aspekte,
    Springer Nature Meteor, n.d.'
conference:
  location: Duisburg
  name: 17. Wissenschaftsforum Mobilität
  start_date: 2025-05-15
date_created: 2026-02-24T12:40:57Z
date_updated: 2026-03-03T11:21:06Z
ddc:
- '620'
department:
- _id: '741'
editor:
- first_name: Heike
  full_name: Proff, Heike
  last_name: Proff
has_accepted_license: '1'
language:
- iso: ger
main_file_link:
- open_access: '1'
oa: '1'
publication: 'Solving Conflicts on the Way to Sustainable Mobility: Technische und
  betriebswirtschaftliche Aspekte'
publication_status: inpress
publisher: Springer Nature Meteor
quality_controlled: '1'
status: public
title: 'Optimierung modularer Produkte für die Mobilität: Ein Klassifizierungsrahmen
  für zirkuläre Produkte'
type: conference
user_id: '70143'
year: '2025'
...
---
_id: '46451'
abstract:
- lang: eng
  text: 'New technologies and materials carry significant potential for sustainable
    production and use of products. As an example, Additive Manufacturing technologies
    and materials promise lightweight design and energy efficient use of parts. Exhausting
    the full potential requires: a) consideration of uncertainties with respect to
    future capabilities, and b) upgradeable design guidelines to cover advancements
    consistently. The proposed approach merges concepts of Design-for-X with foresight
    algorithms of Scenario-Technique to derive actionable knowledge. It is validated
    by an application in the field of Additive Manufacturing, namely Metal Fused Deposition
    Modelling. Engineers benefit from the intuitive access to heterogeneous types
    of sustainability related information.'
author:
- first_name: Iris
  full_name: Gräßler, Iris
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Iryna
  full_name: Mozgova, Iryna
  id: '95903'
  last_name: Mozgova
- first_name: Jens
  full_name: Pottebaum, Jens
  id: '405'
  last_name: Pottebaum
  orcid: http://orcid.org/0000-0001-8778-2989
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Philipp
  full_name: Jung, Philipp
  last_name: Jung
- first_name: Philipp
  full_name: Hesse, Philipp
  id: '60633'
  last_name: Hesse
citation:
  ama: 'Gräßler I, Mozgova I, Pottebaum J, Ott M, Jung P, Hesse P. Handling of uncertainties
    in the design of sustainable Additive Manufacturing products by merging Design-for-X
    and Scenario-Technique. In: <i>17th CIRP Conference on Intelligent Computation
    in Manufacturing Engineering</i>. Vol 126. Procedia CIRP. Elsevier; 2024:549-554.
    doi:<a href="https://doi.org/10.1016/j.procir.2024.08.238">10.1016/j.procir.2024.08.238</a>'
  apa: Gräßler, I., Mozgova, I., Pottebaum, J., Ott, M., Jung, P., &#38; Hesse, P.
    (2024). Handling of uncertainties in the design of sustainable Additive Manufacturing
    products by merging Design-for-X and Scenario-Technique. <i>17th CIRP Conference
    on Intelligent Computation in Manufacturing Engineering</i>, <i>126</i>, 549–554.
    <a href="https://doi.org/10.1016/j.procir.2024.08.238">https://doi.org/10.1016/j.procir.2024.08.238</a>
  bibtex: '@inproceedings{Gräßler_Mozgova_Pottebaum_Ott_Jung_Hesse_2024, series={Procedia
    CIRP}, title={Handling of uncertainties in the design of sustainable Additive
    Manufacturing products by merging Design-for-X and Scenario-Technique}, volume={126},
    DOI={<a href="https://doi.org/10.1016/j.procir.2024.08.238">10.1016/j.procir.2024.08.238</a>},
    booktitle={17th CIRP Conference on Intelligent Computation in Manufacturing Engineering},
    publisher={Elsevier}, author={Gräßler, Iris and Mozgova, Iryna and Pottebaum,
    Jens and Ott, Manuel and Jung, Philipp and Hesse, Philipp}, year={2024}, pages={549–554},
    collection={Procedia CIRP} }'
  chicago: Gräßler, Iris, Iryna Mozgova, Jens Pottebaum, Manuel Ott, Philipp Jung,
    and Philipp Hesse. “Handling of Uncertainties in the Design of Sustainable Additive
    Manufacturing Products by Merging Design-for-X and Scenario-Technique.” In <i>17th
    CIRP Conference on Intelligent Computation in Manufacturing Engineering</i>, 126:549–54.
    Procedia CIRP. Elsevier, 2024. <a href="https://doi.org/10.1016/j.procir.2024.08.238">https://doi.org/10.1016/j.procir.2024.08.238</a>.
  ieee: 'I. Gräßler, I. Mozgova, J. Pottebaum, M. Ott, P. Jung, and P. Hesse, “Handling
    of uncertainties in the design of sustainable Additive Manufacturing products
    by merging Design-for-X and Scenario-Technique,” in <i>17th CIRP Conference on
    Intelligent Computation in Manufacturing Engineering</i>, Gulf of Naples, 2024,
    vol. 126, pp. 549–554, doi: <a href="https://doi.org/10.1016/j.procir.2024.08.238">10.1016/j.procir.2024.08.238</a>.'
  mla: Gräßler, Iris, et al. “Handling of Uncertainties in the Design of Sustainable
    Additive Manufacturing Products by Merging Design-for-X and Scenario-Technique.”
    <i>17th CIRP Conference on Intelligent Computation in Manufacturing Engineering</i>,
    vol. 126, Elsevier, 2024, pp. 549–54, doi:<a href="https://doi.org/10.1016/j.procir.2024.08.238">10.1016/j.procir.2024.08.238</a>.
  short: 'I. Gräßler, I. Mozgova, J. Pottebaum, M. Ott, P. Jung, P. Hesse, in: 17th
    CIRP Conference on Intelligent Computation in Manufacturing Engineering, Elsevier,
    2024, pp. 549–554.'
conference:
  end_date: 2023-07-14
  location: Gulf of Naples
  name: 17th CIRP Conference on Intelligent Computation in Manufacturing Engineering
  start_date: 2023-07-11
date_created: 2023-08-08T07:42:04Z
date_updated: 2024-11-21T10:13:30Z
department:
- _id: '152'
- _id: '741'
doi: 10.1016/j.procir.2024.08.238
intvolume: '       126'
keyword:
- Design-for-X
- Scenario-Technique
- sustainability
- uncertainty
- Life-Cycle Engineering
- Additive Manufacturing
- Circular Economy
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 549-554
project:
- _id: '519'
  name: 'BIKINI: BIKINI - Bionik und KI für nachhaltige Integration von Produktentwicklung
    für einen ressourceneffizienten Leichtbau'
publication: 17th CIRP Conference on Intelligent Computation in Manufacturing Engineering
publication_status: published
publisher: Elsevier
quality_controlled: '1'
series_title: Procedia CIRP
status: public
title: Handling of uncertainties in the design of sustainable Additive Manufacturing
  products by merging Design-for-X and Scenario-Technique
type: conference
user_id: '405'
volume: 126
year: '2024'
...
---
_id: '57182'
abstract:
- lang: eng
  text: 'Generative design suggestions and topology optimizations can help to reduce
    iterative process loops between calculation and design departments during product
    development processes. However, precise topology optimizations are computationally
    intensive, while generative designs benefit from swift suggestions to address
    design problems efficiently. Using artificial neural networks (ANN) can address
    this contrast of pre-defined aims by predicting topology-optimized designs, thereby
    combining both advantageous features. However, a challenge in Mass Customization
    is, that ANN are usually trained on specific geometries, making transfer to other
    applications impractical or requiring the creation of new datasets, which is economically
    unfeasible. Authors have already demonstrated a solution in other publications:
    dividing a geometry into geometric primitives like cuboids to perform abstraction.
    An ANN can then be trained to recognize optimized cuboids, which can be assembled
    back into a complete geometry, comparable to the finite element methods, which
    divide geometries of parts in finite elements enable mechanical property calculation.
    This publication aims to illustrate the steps of the approach in which the complete
    geometry of a part is segmented into these primitives, and the benefits obtained.
    Various methods will be explored, including automated workflows on modern low-code
    platforms, to enable generalized use.'
author:
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Niclas
  full_name: Meihöfener, Niclas
  id: '38611'
  last_name: Meihöfener
- first_name: Iryna
  full_name: Mozgova, Iryna
  id: '95903'
  last_name: Mozgova
citation:
  ama: 'Ott M, Meihöfener N, Mozgova I. An approach to use generic data sets for neural
    networks in product designs through geometric abstraction via primitives. In:
    Anisic Z, Forza C, eds. <i>Proceedings of the 11. Conference on Mass Customization
    and Personalization (MCP)</i>. Faculty of Technical Science, Department of Industrial
    Engineering and Management ; 2024.'
  apa: Ott, M., Meihöfener, N., &#38; Mozgova, I. (2024). An approach to use generic
    data sets for neural networks in product designs through geometric abstraction
    via primitives. In Z. Anisic &#38; C. Forza (Eds.), <i>Proceedings of the 11.
    Conference on Mass Customization and Personalization (MCP)</i>. Faculty of Technical
    Science, Department of Industrial Engineering and Management .
  bibtex: '@inproceedings{Ott_Meihöfener_Mozgova_2024, place={Novi Sad, Serbia}, title={An
    approach to use generic data sets for neural networks in product designs through
    geometric abstraction via primitives}, booktitle={Proceedings of the 11. Conference
    on Mass Customization and Personalization (MCP)}, publisher={Faculty of Technical
    Science, Department of Industrial Engineering and Management }, author={Ott, Manuel
    and Meihöfener, Niclas and Mozgova, Iryna}, editor={Anisic, Zoran  and Forza,
    Cipriano}, year={2024} }'
  chicago: 'Ott, Manuel, Niclas Meihöfener, and Iryna Mozgova. “An Approach to Use
    Generic Data Sets for Neural Networks in Product Designs through Geometric Abstraction
    via Primitives.” In <i>Proceedings of the 11. Conference on Mass Customization
    and Personalization (MCP)</i>, edited by Zoran  Anisic and Cipriano Forza. Novi
    Sad, Serbia: Faculty of Technical Science, Department of Industrial Engineering
    and Management , 2024.'
  ieee: M. Ott, N. Meihöfener, and I. Mozgova, “An approach to use generic data sets
    for neural networks in product designs through geometric abstraction via primitives,”
    in <i>Proceedings of the 11. Conference on Mass Customization and Personalization
    (MCP)</i>, Novi Sad, Serbia, 2024.
  mla: Ott, Manuel, et al. “An Approach to Use Generic Data Sets for Neural Networks
    in Product Designs through Geometric Abstraction via Primitives.” <i>Proceedings
    of the 11. Conference on Mass Customization and Personalization (MCP)</i>, edited
    by Zoran  Anisic and Cipriano Forza, Faculty of Technical Science, Department
    of Industrial Engineering and Management , 2024.
  short: 'M. Ott, N. Meihöfener, I. Mozgova, in: Z. Anisic, C. Forza (Eds.), Proceedings
    of the 11. Conference on Mass Customization and Personalization (MCP), Faculty
    of Technical Science, Department of Industrial Engineering and Management , Novi
    Sad, Serbia, 2024.'
conference:
  end_date: 2024-09-27
  location: Novi Sad, Serbia
  name: 11. Conference on Mass Customization and Personalization (MCP)
  start_date: 2024-09-24
date_created: 2024-11-18T10:20:34Z
date_updated: 2024-11-28T06:45:13Z
department:
- _id: '741'
- _id: '144'
editor:
- first_name: 'Zoran '
  full_name: 'Anisic, Zoran '
  last_name: Anisic
- first_name: Cipriano
  full_name: Forza, Cipriano
  last_name: Forza
language:
- iso: eng
place: Novi Sad, Serbia
publication: Proceedings of the 11. Conference on Mass Customization and Personalization
  (MCP)
publication_identifier:
  isbn:
  - 978-86-6022-686-2
publication_status: published
publisher: 'Faculty of Technical Science, Department of Industrial Engineering and
  Management '
status: public
title: An approach to use generic data sets for neural networks in product designs
  through geometric abstraction via primitives
type: conference
user_id: '44204'
year: '2024'
...
---
_id: '52696'
alternative_title:
- Projektbericht
author:
- first_name: Anne
  full_name: Kruse, Anne
  id: '55833'
  last_name: Kruse
- first_name: Laura
  full_name: Müller, Laura
  id: '44605'
  last_name: Müller
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Rainer
  full_name: Koch, Rainer
  last_name: Koch
- first_name: Joachim
  full_name: Hügel, Joachim
  last_name: Hügel
- first_name: Florian
  full_name: Finke, Florian
  last_name: Finke
- first_name: Stephan
  full_name: Winter, Stephan
  last_name: Winter
- first_name: Thomas
  full_name: Gust, Thomas
  last_name: Gust
citation:
  ama: 'Kruse A, Müller L, Ott M, et al. proDruck 3D-Druck – Technologie der Industrie
    4.0 – als Mittel der Inklusion für Menschen mit Behinderungen in die Arbeitswelt.
    In: <i>Personennahe Dienstleistungen der Zukunft</i>. Springer Fachmedien Wiesbaden;
    2023. doi:<a href="https://doi.org/10.1007/978-3-658-38813-3_16">10.1007/978-3-658-38813-3_16</a>'
  apa: Kruse, A., Müller, L., Ott, M., Koch, R., Hügel, J., Finke, F., Winter, S.,
    &#38; Gust, T. (2023). proDruck 3D-Druck – Technologie der Industrie 4.0 – als
    Mittel der Inklusion für Menschen mit Behinderungen in die Arbeitswelt. In <i>Personennahe
    Dienstleistungen der Zukunft</i>. Springer Fachmedien Wiesbaden. <a href="https://doi.org/10.1007/978-3-658-38813-3_16">https://doi.org/10.1007/978-3-658-38813-3_16</a>
  bibtex: '@inbook{Kruse_Müller_Ott_Koch_Hügel_Finke_Winter_Gust_2023, place={Wiesbaden},
    title={proDruck 3D-Druck – Technologie der Industrie 4.0 – als Mittel der Inklusion
    für Menschen mit Behinderungen in die Arbeitswelt}, DOI={<a href="https://doi.org/10.1007/978-3-658-38813-3_16">10.1007/978-3-658-38813-3_16</a>},
    booktitle={Personennahe Dienstleistungen der Zukunft}, publisher={Springer Fachmedien
    Wiesbaden}, author={Kruse, Anne and Müller, Laura and Ott, Manuel and Koch, Rainer
    and Hügel, Joachim and Finke, Florian and Winter, Stephan and Gust, Thomas}, year={2023}
    }'
  chicago: 'Kruse, Anne, Laura Müller, Manuel Ott, Rainer Koch, Joachim Hügel, Florian
    Finke, Stephan Winter, and Thomas Gust. “proDruck 3D-Druck – Technologie der Industrie
    4.0 – als Mittel der Inklusion für Menschen mit Behinderungen in die Arbeitswelt.”
    In <i>Personennahe Dienstleistungen der Zukunft</i>. Wiesbaden: Springer Fachmedien
    Wiesbaden, 2023. <a href="https://doi.org/10.1007/978-3-658-38813-3_16">https://doi.org/10.1007/978-3-658-38813-3_16</a>.'
  ieee: 'A. Kruse <i>et al.</i>, “proDruck 3D-Druck – Technologie der Industrie 4.0
    – als Mittel der Inklusion für Menschen mit Behinderungen in die Arbeitswelt,”
    in <i>Personennahe Dienstleistungen der Zukunft</i>, Wiesbaden: Springer Fachmedien
    Wiesbaden, 2023.'
  mla: Kruse, Anne, et al. “proDruck 3D-Druck – Technologie der Industrie 4.0 – als
    Mittel der Inklusion für Menschen mit Behinderungen in die Arbeitswelt.” <i>Personennahe
    Dienstleistungen der Zukunft</i>, Springer Fachmedien Wiesbaden, 2023, doi:<a
    href="https://doi.org/10.1007/978-3-658-38813-3_16">10.1007/978-3-658-38813-3_16</a>.
  short: 'A. Kruse, L. Müller, M. Ott, R. Koch, J. Hügel, F. Finke, S. Winter, T.
    Gust, in: Personennahe Dienstleistungen der Zukunft, Springer Fachmedien Wiesbaden,
    Wiesbaden, 2023.'
date_created: 2024-03-21T08:38:06Z
date_updated: 2024-03-21T08:58:24Z
doi: 10.1007/978-3-658-38813-3_16
language:
- iso: ger
place: Wiesbaden
publication: Personennahe Dienstleistungen der Zukunft
publication_identifier:
  isbn:
  - '9783658388126'
  - '9783658388133'
  issn:
  - 2366-1127
  - 2366-1135
publication_status: published
publisher: Springer Fachmedien Wiesbaden
status: public
title: proDruck 3D-Druck – Technologie der Industrie 4.0 – als Mittel der Inklusion
  für Menschen mit Behinderungen in die Arbeitswelt
type: book_chapter
user_id: '44605'
year: '2023'
...
---
_id: '52698'
author:
- first_name: Anne
  full_name: Kruse, Anne
  id: '55833'
  last_name: Kruse
- first_name: Laura
  full_name: Müller, Laura
  id: '44605'
  last_name: Müller
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Philipp
  full_name: Jung, Philipp
  last_name: Jung
- first_name: Rainer
  full_name: Koch, Rainer
  last_name: Koch
- first_name: Joachim
  full_name: Hügel, Joachim
  last_name: Hügel
- first_name: Florian
  full_name: Finke, Florian
  last_name: Finke
- first_name: Stephan
  full_name: Winter, Stephan
  last_name: Winter
- first_name: Thomas
  full_name: Gust, Thomas
  last_name: Gust
citation:
  ama: 'Kruse A, Müller L, Ott M, et al. 3D-Druck – Eine Technologie als Schlüssel
    zur Steigerung der Teilhabe. In: <i>Personennahe Dienstleistungen der Zukunft</i>.
    Springer Fachmedien Wiesbaden; 2023. doi:<a href="https://doi.org/10.1007/978-3-658-38813-3_7">10.1007/978-3-658-38813-3_7</a>'
  apa: Kruse, A., Müller, L., Ott, M., Jung, P., Koch, R., Hügel, J., Finke, F., Winter,
    S., &#38; Gust, T. (2023). 3D-Druck – Eine Technologie als Schlüssel zur Steigerung
    der Teilhabe. In <i>Personennahe Dienstleistungen der Zukunft</i>. Springer Fachmedien
    Wiesbaden. <a href="https://doi.org/10.1007/978-3-658-38813-3_7">https://doi.org/10.1007/978-3-658-38813-3_7</a>
  bibtex: '@inbook{Kruse_Müller_Ott_Jung_Koch_Hügel_Finke_Winter_Gust_2023, place={Wiesbaden},
    title={3D-Druck – Eine Technologie als Schlüssel zur Steigerung der Teilhabe},
    DOI={<a href="https://doi.org/10.1007/978-3-658-38813-3_7">10.1007/978-3-658-38813-3_7</a>},
    booktitle={Personennahe Dienstleistungen der Zukunft}, publisher={Springer Fachmedien
    Wiesbaden}, author={Kruse, Anne and Müller, Laura and Ott, Manuel and Jung, Philipp
    and Koch, Rainer and Hügel, Joachim and Finke, Florian and Winter, Stephan and
    Gust, Thomas}, year={2023} }'
  chicago: 'Kruse, Anne, Laura Müller, Manuel Ott, Philipp Jung, Rainer Koch, Joachim
    Hügel, Florian Finke, Stephan Winter, and Thomas Gust. “3D-Druck – Eine Technologie
    als Schlüssel zur Steigerung der Teilhabe.” In <i>Personennahe Dienstleistungen
    der Zukunft</i>. Wiesbaden: Springer Fachmedien Wiesbaden, 2023. <a href="https://doi.org/10.1007/978-3-658-38813-3_7">https://doi.org/10.1007/978-3-658-38813-3_7</a>.'
  ieee: 'A. Kruse <i>et al.</i>, “3D-Druck – Eine Technologie als Schlüssel zur Steigerung
    der Teilhabe,” in <i>Personennahe Dienstleistungen der Zukunft</i>, Wiesbaden:
    Springer Fachmedien Wiesbaden, 2023.'
  mla: Kruse, Anne, et al. “3D-Druck – Eine Technologie als Schlüssel zur Steigerung
    der Teilhabe.” <i>Personennahe Dienstleistungen der Zukunft</i>, Springer Fachmedien
    Wiesbaden, 2023, doi:<a href="https://doi.org/10.1007/978-3-658-38813-3_7">10.1007/978-3-658-38813-3_7</a>.
  short: 'A. Kruse, L. Müller, M. Ott, P. Jung, R. Koch, J. Hügel, F. Finke, S. Winter,
    T. Gust, in: Personennahe Dienstleistungen der Zukunft, Springer Fachmedien Wiesbaden,
    Wiesbaden, 2023.'
date_created: 2024-03-21T09:08:27Z
date_updated: 2024-03-21T09:12:24Z
doi: 10.1007/978-3-658-38813-3_7
language:
- iso: ger
place: Wiesbaden
publication: Personennahe Dienstleistungen der Zukunft
publication_identifier:
  isbn:
  - '9783658388126'
  - '9783658388133'
  issn:
  - 2366-1127
  - 2366-1135
publication_status: published
publisher: Springer Fachmedien Wiesbaden
status: public
title: 3D-Druck – Eine Technologie als Schlüssel zur Steigerung der Teilhabe
type: book_chapter
user_id: '44605'
year: '2023'
...
---
_id: '46957'
abstract:
- lang: eng
  text: Modern companies often face various challenges in concept development of products
    or systems. Design engineers prepare initial concepts as 3D models. These are
    then simulated by computational engineers. If requirements are not met, this necessitates
    an iterative process that runs between the design and computation departments
    until a valid concept is created. Design methods such as topology optimization
    are often used here. The upcoming result is then attempted to be adapted to certain
    manufacturing processes. These iteration loops can sometimes take a very long
    time, since the model construction and structural optimization generate large
    computational efforts. The present work shows on an example a methodical approach,
    which represents a first proof of concept, to solving this problem, including
    a description of methods and techniques, as well as possible problems in a detailed
    analysis concerning training data for neural networks and their abstraction capabilities.
    It is evident that additional research work needs to be conducted for further
    utilization in order to address all arising questions.
author:
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Niclas
  full_name: Meihöfener, Niclas
  id: '38611'
  last_name: Meihöfener
- first_name: Iryna
  full_name: Mozgova, Iryna
  id: '95903'
  last_name: Mozgova
citation:
  ama: 'Ott M, Meihöfener N, Mozgova I. Methodical Approach to Reducing Design Time
    by using Neural Networks in Early Stages of Concept Development. In: Ott M, ed.
    <i>Proceedings of the 34rd Annual International Solid Freeform Fabrication Symposium
    2023</i>. ; 2023.'
  apa: Ott, M., Meihöfener, N., &#38; Mozgova, I. (2023). Methodical Approach to Reducing
    Design Time by using Neural Networks in Early Stages of Concept Development. In
    M. Ott (Ed.), <i>Proceedings of the 34rd Annual International Solid Freeform Fabrication
    Symposium 2023</i>.
  bibtex: '@inproceedings{Ott_Meihöfener_Mozgova_2023, place={Austin, Texas, United
    States}, title={Methodical Approach to Reducing Design Time by using Neural Networks
    in Early Stages of Concept Development}, booktitle={Proceedings of the 34rd Annual
    International Solid Freeform Fabrication Symposium 2023}, author={Ott, Manuel
    and Meihöfener, Niclas and Mozgova, Iryna}, editor={Ott, Manuel}, year={2023}
    }'
  chicago: Ott, Manuel, Niclas Meihöfener, and Iryna Mozgova. “Methodical Approach
    to Reducing Design Time by Using Neural Networks in Early Stages of Concept Development.”
    In <i>Proceedings of the 34rd Annual International Solid Freeform Fabrication
    Symposium 2023</i>, edited by Manuel Ott. Austin, Texas, United States, 2023.
  ieee: M. Ott, N. Meihöfener, and I. Mozgova, “Methodical Approach to Reducing Design
    Time by using Neural Networks in Early Stages of Concept Development,” in <i>Proceedings
    of the 34rd Annual International Solid Freeform Fabrication Symposium 2023</i>,
    Austin, Texas, United States, 2023.
  mla: Ott, Manuel, et al. “Methodical Approach to Reducing Design Time by Using Neural
    Networks in Early Stages of Concept Development.” <i>Proceedings of the 34rd Annual
    International Solid Freeform Fabrication Symposium 2023</i>, edited by Manuel
    Ott, 2023.
  short: 'M. Ott, N. Meihöfener, I. Mozgova, in: M. Ott (Ed.), Proceedings of the
    34rd Annual International Solid Freeform Fabrication Symposium 2023, Austin, Texas,
    United States, 2023.'
conference:
  end_date: 2023-08-16
  location: Austin, Texas, United States
  name: Solid Freeform Fabrication Symposium 2023
  start_date: 2023-08-14
date_created: 2023-09-11T12:12:50Z
date_updated: 2023-09-18T06:12:51Z
department:
- _id: '741'
- _id: '144'
editor:
- first_name: Manuel
  full_name: Ott, Manuel
  last_name: Ott
language:
- iso: eng
place: Austin, Texas, United States
publication: Proceedings of the 34rd Annual International Solid Freeform Fabrication
  Symposium 2023
quality_controlled: '1'
status: public
title: Methodical Approach to Reducing Design Time by using Neural Networks in Early
  Stages of Concept Development
type: conference
user_id: '44204'
year: '2023'
...
---
_id: '36866'
abstract:
- lang: ger
  text: "Die additive Fertigung bietet die Möglichkeit, digitale Prototypen dank der\r\nBesonderheit
    der werkzeuglosen Fertigung schnellstmöglich in reale Strukturen\r\numzusetzen.
    Dieses Verfahren kann jedoch nur dann mit optimaler Geschwindigkeit\r\ngenutzt
    werden, wenn Engpässe wirksam vermieden werden können. Einer dieser\r\nEngpässe
    ist der Konstruktionsprozess. Gerade im Bereich der additiven Fertigung\r\nsind
    in letzter Zeit immer leistungsfähigere Softwarelösungen erschienen, die das\r\nDesign
    für die additive Fertigung, einschließlich der meisten Computer-Aided-Design\r\n(CAD)-Aufgaben,
    beschleunigen. In vielen Bereichen wird daher bereits versucht, so\r\nviele Schritte
    wie möglich zu automatisieren, nicht selten unter Verwendung\r\nneuronaler Netze
    und künstlicher Intelligenz. Dieser Beitrag zeigt am Beispiel einer\r\nautomatisierten
    Strukturoptimierung eines Stuhls, warum das Nutzen neuronaler\r\nNetze im Konstruktionsprozess
    sinnvoll ist, um die Bereiche der konventionellen\r\nTopologieoptimierung und
    des Generative Design weiter zu verknüpfen und somit die\r\nProduktentwicklungszeit
    zu reduzieren."
author:
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Niclas
  full_name: Meihöfener, Niclas
  last_name: Meihöfener
- first_name: Rainer
  full_name: Koch, Rainer
  last_name: Koch
citation:
  ama: 'Ott M, Meihöfener N, Koch R. Neuronale Netze in der Konstruktion zur Ausschöpfung
    der Potentiale additiver Fertigungstechnologien. In: Deutscher Verband für Materialforschung
    und -prüfung e.V. , ed. <i>Bericht 407 - 7. Tagung des DVM-Arbeitskreises Additiv
    gefertigte Bauteile und Strukturen</i>. Vol 7. Bericht 407 - 7. Tagung des DVM-Arbeitskreises
    Additiv gefertigte Bauteile und Strukturen. ; 2022:91-106. doi:<a href="https://doi.org/10.48447/ADD-2022-014">10.48447/ADD-2022-014</a>'
  apa: Ott, M., Meihöfener, N., &#38; Koch, R. (2022). Neuronale Netze in der Konstruktion
    zur Ausschöpfung der Potentiale additiver Fertigungstechnologien. In Deutscher
    Verband für Materialforschung und -prüfung e.V.  (Ed.), <i>Bericht 407 - 7. Tagung
    des DVM-Arbeitskreises Additiv gefertigte Bauteile und Strukturen</i> (Vol. 7,
    pp. 91–106). <a href="https://doi.org/10.48447/ADD-2022-014">https://doi.org/10.48447/ADD-2022-014</a>
  bibtex: '@inproceedings{Ott_Meihöfener_Koch_2022, place={Berlin}, series={Bericht
    407 - 7. Tagung des DVM-Arbeitskreises Additiv gefertigte Bauteile und Strukturen},
    title={Neuronale Netze in der Konstruktion zur Ausschöpfung der Potentiale additiver
    Fertigungstechnologien}, volume={7}, DOI={<a href="https://doi.org/10.48447/ADD-2022-014">10.48447/ADD-2022-014</a>},
    booktitle={Bericht 407 - 7. Tagung des DVM-Arbeitskreises Additiv gefertigte Bauteile
    und Strukturen}, author={Ott, Manuel and Meihöfener, Niclas and Koch, Rainer},
    editor={Deutscher Verband für Materialforschung und -prüfung e.V. }, year={2022},
    pages={91–106}, collection={Bericht 407 - 7. Tagung des DVM-Arbeitskreises Additiv
    gefertigte Bauteile und Strukturen} }'
  chicago: Ott, Manuel, Niclas Meihöfener, and Rainer Koch. “Neuronale Netze in der
    Konstruktion zur Ausschöpfung der Potentiale additiver Fertigungstechnologien.”
    In <i>Bericht 407 - 7. Tagung des DVM-Arbeitskreises Additiv gefertigte Bauteile
    und Strukturen</i>, edited by Deutscher Verband für Materialforschung und -prüfung
    e.V. , 7:91–106. Bericht 407 - 7. Tagung des DVM-Arbeitskreises Additiv gefertigte
    Bauteile und Strukturen. Berlin, 2022. <a href="https://doi.org/10.48447/ADD-2022-014">https://doi.org/10.48447/ADD-2022-014</a>.
  ieee: 'M. Ott, N. Meihöfener, and R. Koch, “Neuronale Netze in der Konstruktion
    zur Ausschöpfung der Potentiale additiver Fertigungstechnologien,” in <i>Bericht
    407 - 7. Tagung des DVM-Arbeitskreises Additiv gefertigte Bauteile und Strukturen</i>,
    Berlin, 2022, vol. 7, pp. 91–106, doi: <a href="https://doi.org/10.48447/ADD-2022-014">10.48447/ADD-2022-014</a>.'
  mla: Ott, Manuel, et al. “Neuronale Netze in der Konstruktion zur Ausschöpfung der
    Potentiale additiver Fertigungstechnologien.” <i>Bericht 407 - 7. Tagung des DVM-Arbeitskreises
    Additiv gefertigte Bauteile und Strukturen</i>, edited by Deutscher Verband für
    Materialforschung und -prüfung e.V. , vol. 7, 2022, pp. 91–106, doi:<a href="https://doi.org/10.48447/ADD-2022-014">10.48447/ADD-2022-014</a>.
  short: 'M. Ott, N. Meihöfener, R. Koch, in: Deutscher Verband für Materialforschung
    und -prüfung e.V.  (Ed.), Bericht 407 - 7. Tagung des DVM-Arbeitskreises Additiv
    gefertigte Bauteile und Strukturen, Berlin, 2022, pp. 91–106.'
conference:
  end_date: 2022-11-09
  location: Berlin
  name: 7. Tagung des DVM-Arbeitskreises Additiv gefertigte Bauteile und Strukturen
  start_date: 2022-11-08
corporate_editor:
- 'Deutscher Verband für Materialforschung und -prüfung e.V. '
date_created: 2023-01-16T08:42:28Z
date_updated: 2023-01-18T08:52:56Z
department:
- _id: '741'
- _id: '144'
doi: 10.48447/ADD-2022-014
intvolume: '         7'
jel:
- L74
keyword:
- Künstliche Intelligenz
- Neuronale Netze
- 3D-Druck
- Design for Additive Manufacturing
language:
- iso: ger
page: 91-106
place: Berlin
publication: Bericht 407 - 7. Tagung des DVM-Arbeitskreises Additiv gefertigte Bauteile
  und Strukturen
publication_status: published
series_title: Bericht 407 - 7. Tagung des DVM-Arbeitskreises Additiv gefertigte Bauteile
  und Strukturen
status: public
title: Neuronale Netze in der Konstruktion zur Ausschöpfung der Potentiale additiver
  Fertigungstechnologien
type: conference
user_id: '44204'
volume: 7
year: '2022'
...
---
_id: '36871'
abstract:
- lang: eng
  text: "Additive manufacturing offers the option of converting digital prototypes
    into real\r\nstructures as quickly as possible by the special property of tool-free
    manufacturing. However, this\r\nprocess can only be used at optimum speed if bottlenecks
    can be effectively avoided. One of these\r\nconstraints is the design process.
    Although modern CAD systems allow a significant increase in\r\nmany areas, this
    always requires a person with specific skills (e.g. engineer). In the field of
    AM in\r\nparticular, more and more powerful software solutions have recently been
    published which\r\naccelerate the Design for Additive Manufacturing, including
    most CAD-tasks. In many areas,\r\ntherefore, attempts are already made to automate
    relevant design steps as much as possible, more\r\nand more using neural networks
    and artificial intelligence. This paper presents how and why such\r\ntechniques
    can be used to generate three-dimensional structures quickly and efficiently in
    cases of\r\ndeep generative design tasks."
author:
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Niclas
  full_name: Meihöfener, Niclas
  last_name: Meihöfener
- first_name: Rainer
  full_name: Koch, Rainer
  last_name: Koch
citation:
  ama: 'Ott M, Meihöfener N, Koch R. Boosting artificial intelligence in design processes
    by the use of additive manufacturing. In: <i>Proceedings of the 33rd Annual International
    Solid Freeform Fabrication Symposium 2022</i>. Vol 33. Proceedings of the 33rd
    Annual International Solid Freeform Fabrication Symposium 2022. ; 2022:696-705.'
  apa: Ott, M., Meihöfener, N., &#38; Koch, R. (2022). Boosting artificial intelligence
    in design processes by the use of additive manufacturing. <i>Proceedings of the
    33rd Annual International Solid Freeform Fabrication Symposium 2022</i>, <i>33</i>,
    696–705.
  bibtex: '@inproceedings{Ott_Meihöfener_Koch_2022, place={Austin, Texas}, series={Proceedings
    of the 33rd Annual International Solid Freeform Fabrication Symposium 2022}, title={Boosting
    artificial intelligence in design processes by the use of additive manufacturing},
    volume={33}, booktitle={Proceedings of the 33rd Annual International Solid Freeform
    Fabrication Symposium 2022}, author={Ott, Manuel and Meihöfener, Niclas and Koch,
    Rainer}, year={2022}, pages={696–705}, collection={Proceedings of the 33rd Annual
    International Solid Freeform Fabrication Symposium 2022} }'
  chicago: Ott, Manuel, Niclas Meihöfener, and Rainer Koch. “Boosting Artificial Intelligence
    in Design Processes by the Use of Additive Manufacturing.” In <i>Proceedings of
    the 33rd Annual International Solid Freeform Fabrication Symposium 2022</i>, 33:696–705.
    Proceedings of the 33rd Annual International Solid Freeform Fabrication Symposium
    2022. Austin, Texas, 2022.
  ieee: M. Ott, N. Meihöfener, and R. Koch, “Boosting artificial intelligence in design
    processes by the use of additive manufacturing,” in <i>Proceedings of the 33rd
    Annual International Solid Freeform Fabrication Symposium 2022</i>, Austin, Texas,
    2022, vol. 33, pp. 696–705.
  mla: Ott, Manuel, et al. “Boosting Artificial Intelligence in Design Processes by
    the Use of Additive Manufacturing.” <i>Proceedings of the 33rd Annual International
    Solid Freeform Fabrication Symposium 2022</i>, vol. 33, 2022, pp. 696–705.
  short: 'M. Ott, N. Meihöfener, R. Koch, in: Proceedings of the 33rd Annual International
    Solid Freeform Fabrication Symposium 2022, Austin, Texas, 2022, pp. 696–705.'
conference:
  end_date: 2022-07-27
  location: Austin, Texas
  name: Solid Freeform Fabrication Symposium 2022
  start_date: 2022-07-25
date_created: 2023-01-16T08:59:19Z
date_updated: 2023-03-30T11:42:25Z
ddc:
- '620'
department:
- _id: '741'
- _id: '144'
file:
- access_level: closed
  content_type: application/pdf
  creator: maot
  date_created: 2023-01-16T08:58:25Z
  date_updated: 2023-01-16T08:58:25Z
  file_id: '36875'
  file_name: Boosting Artificial Intelligence in Design Process.pdf
  file_size: 1354163
  relation: main_file
  success: 1
file_date_updated: 2023-01-16T08:58:25Z
has_accepted_license: '1'
intvolume: '        33'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://utw10945.utweb.utexas.edu/sites/default/files/2022/Boosting%20Artificial%20Intelligence%20in%20Design%20Process.pdf
oa: '1'
page: 696-705
place: Austin, Texas
publication: Proceedings of the 33rd Annual International Solid Freeform Fabrication
  Symposium 2022
publication_status: published
related_material:
  link:
  - relation: confirmation
    url: https://utw10945.utweb.utexas.edu/sites/default/files/2022/Boosting%20Artificial%20Intelligence%20in%20Design%20Process.pdf
series_title: Proceedings of the 33rd Annual International Solid Freeform Fabrication
  Symposium 2022
status: public
title: Boosting artificial intelligence in design processes by the use of additive
  manufacturing
type: conference
user_id: '44204'
volume: 33
year: '2022'
...
---
_id: '36845'
author:
- first_name: Anne
  full_name: Kruse, Anne
  id: '55833'
  last_name: Kruse
- first_name: Manuel
  full_name: Ott, Manuel
  id: '44204'
  last_name: Ott
- first_name: Lena
  full_name: Risse, Lena
  last_name: Risse
- first_name: Rainer
  full_name: Koch, Rainer
  last_name: Koch
citation:
  ama: Kruse A, Ott M, Risse L, Koch R. 3D-Druck - Eine Technologie als Schlüssel
    zur Steigerung der Teilhabe. Published online 2021. doi:<a href="https://doi.org/10.48447/Add-2021-016">10.48447/Add-2021-016</a>
  apa: Kruse, A., Ott, M., Risse, L., &#38; Koch, R. (2021). <i>3D-Druck - Eine Technologie
    als Schlüssel zur Steigerung der Teilhabe</i>. 6. Tagung des DVM-Arbeitskreises
    Additiv gefertigte Bauteile und Strukturen, Berlin. Deutscher Verband für Materialforschung
    und -prüfung e.V. <a href="https://doi.org/10.48447/Add-2021-016">https://doi.org/10.48447/Add-2021-016</a>
  bibtex: '@article{Kruse_Ott_Risse_Koch_2021, series={Additiv gefertigte Bauteile
    und Strukturen}, title={3D-Druck - Eine Technologie als Schlüssel zur Steigerung
    der Teilhabe}, DOI={<a href="https://doi.org/10.48447/Add-2021-016">10.48447/Add-2021-016</a>},
    publisher={Deutscher Verband für Materialforschung und -prüfung e.V.}, author={Kruse,
    Anne and Ott, Manuel and Risse, Lena and Koch, Rainer}, year={2021}, collection={Additiv
    gefertigte Bauteile und Strukturen} }'
  chicago: Kruse, Anne, Manuel Ott, Lena Risse, and Rainer Koch. “3D-Druck - Eine
    Technologie als Schlüssel zur Steigerung der Teilhabe.” Additiv gefertigte Bauteile
    und Strukturen. Deutscher Verband für Materialforschung und -prüfung e.V., 2021.
    <a href="https://doi.org/10.48447/Add-2021-016">https://doi.org/10.48447/Add-2021-016</a>.
  ieee: 'A. Kruse, M. Ott, L. Risse, and R. Koch, “3D-Druck - Eine Technologie als
    Schlüssel zur Steigerung der Teilhabe.” Deutscher Verband für Materialforschung
    und -prüfung e.V., 2021, doi: <a href="https://doi.org/10.48447/Add-2021-016">10.48447/Add-2021-016</a>.'
  mla: Kruse, Anne, et al. <i>3D-Druck - Eine Technologie als Schlüssel zur Steigerung
    der Teilhabe</i>. Deutscher Verband für Materialforschung und -prüfung e.V., 2021,
    doi:<a href="https://doi.org/10.48447/Add-2021-016">10.48447/Add-2021-016</a>.
  short: A. Kruse, M. Ott, L. Risse, R. Koch, (2021).
conference:
  end_date: 2021-12-04
  location: Berlin
  name: 6. Tagung des DVM-Arbeitskreises Additiv gefertigte Bauteile und Strukturen
  start_date: 2021-12-03
date_created: 2023-01-16T06:55:05Z
date_updated: 2023-01-16T09:00:30Z
department:
- _id: '144'
- _id: '219'
doi: 10.48447/Add-2021-016
language:
- iso: ger
publisher: Deutscher Verband für Materialforschung und -prüfung e.V.
series_title: Additiv gefertigte Bauteile und Strukturen
status: public
title: 3D-Druck - Eine Technologie als Schlüssel zur Steigerung der Teilhabe
type: conference
user_id: '55833'
year: '2021'
...
