---
_id: '11373'
abstract:
- lang: eng
  text: The topic of Product Lifecycle Management (PLM) should be nowadays part of
    any engineering degree course in every university worldwide. In an increasingly
    digital and connected world, students and prospective engineers need to know the
    interrelationships of holistic product development. Excellent expertise in a discipline
    such as mechanical engineering is still necessary, but no longer sufficient. This
    article explains why this is the case and what universities can do to address
    this issue. It describes in detail the PLM course of the OWL University of Applied
    Sciences and Arts located in Lemgo, Germany. In addition, suggestions are made
    on how to improve the course content, based on many years of experience. As such,
    this article is a valuable source of information for anyone teaching PLM today
    or intending to do so in the future.
author:
- first_name: Andreas
  full_name: Deuter, Andreas
  id: '62088'
  last_name: Deuter
  orcid: 0000-0002-6529-6215
- first_name: Andreas
  full_name: Otte, Andreas
  id: '51466'
  last_name: Otte
citation:
  ama: 'Deuter A, Otte A. PLM in Engineering Education: Purpose and Challenges. In:
    Stark J, ed. <i>Product Lifecycle Management (Volume 6) : Increasing the Value
    of PLM with Innovative New Technologies</i>. Decision Engineering. Springer Nature
    Switzerland; 2024:215-231. doi:<a href="https://doi.org/10.1007/978-3-031-53521-5_14">10.1007/978-3-031-53521-5_14</a>'
  apa: 'Deuter, A., &#38; Otte, A. (2024). PLM in Engineering Education: Purpose and
    Challenges. In J. Stark (Ed.), <i>Product Lifecycle Management (Volume 6) : Increasing
    the Value of PLM with Innovative New Technologies</i> (pp. 215–231). Springer
    Nature Switzerland. <a href="https://doi.org/10.1007/978-3-031-53521-5_14">https://doi.org/10.1007/978-3-031-53521-5_14</a>'
  bjps: '<b>Deuter A and Otte A</b> (2024) PLM in Engineering Education: Purpose and
    Challenges. In Stark J (ed.), <i>Product Lifecycle Management (Volume 6) : Increasing
    the Value of PLM with Innovative New Technologies</i>. Cham: Springer Nature Switzerland,
    pp. 215–231.'
  chicago: 'Deuter, Andreas, and Andreas Otte. “PLM in Engineering Education: Purpose
    and Challenges.” In <i>Product Lifecycle Management (Volume 6) : Increasing the
    Value of PLM with Innovative New Technologies</i>, edited by John Stark, 215–31.
    Decision Engineering. Cham: Springer Nature Switzerland, 2024. <a href="https://doi.org/10.1007/978-3-031-53521-5_14">https://doi.org/10.1007/978-3-031-53521-5_14</a>.'
  chicago-de: 'Deuter, Andreas und Andreas Otte. 2024. PLM in Engineering Education:
    Purpose and Challenges. In: <i>Product Lifecycle Management (Volume 6) : Increasing
    the Value of PLM with Innovative New Technologies</i>, hg. von John Stark, 215–231.
    Decision Engineering. Cham: Springer Nature Switzerland. doi:<a href="https://doi.org/10.1007/978-3-031-53521-5_14">10.1007/978-3-031-53521-5_14</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Deuter, Andreas</span> ; <span
    style="font-variant:small-caps;">Otte, Andreas</span>: PLM in Engineering Education:
    Purpose and Challenges. In: <span style="font-variant:small-caps;">Stark, J.</span>
    (Hrsg.): <i>Product Lifecycle Management (Volume 6) : Increasing the Value of
    PLM with Innovative New Technologies</i>, <i>Decision Engineering</i>. Cham :
    Springer Nature Switzerland, 2024, S. 215–231'
  havard: 'A. Deuter, A. Otte, PLM in Engineering Education: Purpose and Challenges,
    in: J. Stark (Ed.), Product Lifecycle Management (Volume 6) : Increasing the Value
    of PLM with Innovative New Technologies, Springer Nature Switzerland, Cham, 2024:
    pp. 215–231.'
  ieee: 'A. Deuter and A. Otte, “PLM in Engineering Education: Purpose and Challenges,”
    in <i>Product Lifecycle Management (Volume 6) : Increasing the Value of PLM with
    Innovative New Technologies</i>, J. Stark, Ed. Cham: Springer Nature Switzerland,
    2024, pp. 215–231. doi: <a href="https://doi.org/10.1007/978-3-031-53521-5_14">10.1007/978-3-031-53521-5_14</a>.'
  mla: 'Deuter, Andreas, and Andreas Otte. “PLM in Engineering Education: Purpose
    and Challenges.” <i>Product Lifecycle Management (Volume 6) : Increasing the Value
    of PLM with Innovative New Technologies</i>, edited by John Stark, Springer Nature
    Switzerland, 2024, pp. 215–31, <a href="https://doi.org/10.1007/978-3-031-53521-5_14">https://doi.org/10.1007/978-3-031-53521-5_14</a>.'
  short: 'A. Deuter, A. Otte, in: J. Stark (Ed.), Product Lifecycle Management (Volume
    6) : Increasing the Value of PLM with Innovative New Technologies, Springer Nature
    Switzerland, Cham, 2024, pp. 215–231.'
  ufg: '<b>Deuter, Andreas/Otte, Andreas</b>: PLM in Engineering Education: Purpose
    and Challenges, in: <i>Stark, John (Hg.)</i>: Product Lifecycle Management (Volume
    6) : Increasing the Value of PLM with Innovative New Technologies, Cham 2024 (Decision
    Engineering),  S. 215–231.'
  van: 'Deuter A, Otte A. PLM in Engineering Education: Purpose and Challenges. In:
    Stark J, editor. Product Lifecycle Management (Volume 6) : Increasing the Value
    of PLM with Innovative New Technologies. Cham: Springer Nature Switzerland; 2024.
    p. 215–31. (Decision Engineering).'
date_created: 2024-04-25T12:09:54Z
date_updated: 2024-04-25T13:04:09Z
department:
- _id: DEP7022
- _id: DEP1306
- _id: DEP7001
doi: 10.1007/978-3-031-53521-5_14
editor:
- first_name: John
  full_name: Stark, John
  last_name: Stark
language:
- iso: eng
page: 215-231
place: Cham
popular_science: '1'
publication: 'Product Lifecycle Management (Volume 6) : Increasing the Value of PLM
  with Innovative New Technologies'
publication_identifier:
  eisbn:
  - 978-3-031-53521-5
  eissn:
  - 2197-6589
  isbn:
  - 978-3-031-53520-8
  issn:
  - 1619-5736
publication_status: published
publisher: Springer Nature Switzerland
series_title: Decision Engineering
status: public
title: 'PLM in Engineering Education: Purpose and Challenges'
type: book_chapter
user_id: '83781'
year: '2024'
...
---
_id: '11666'
abstract:
- lang: ger
  text: "Den Knoten entwirren\r\nAlles hängt mit allem zusammen. Was sich anhört wie
    eine Binsenweisheit, ist in der Industrie tägliche Praxis geworden. Komplexität
    und „Verschränktheit“ der Prozesse in Entwicklung und Produktion wachsen vielen
    Unternehmen über den Kopf. Der Durchblick geht verloren, die Kosten laufen davon.\r\n\r\nDas
    muss nicht so sein. Wie man der grassierenden Komplexität mit Methode zu Leibe
    rückt, zeigt dieses elektronische Buch. Denn darum geht es in der Praxis: Trotz
    vermeintlich intelligenter Systeme im Unternehmen den Überblick behalten und die
    Komplexität beherrschen. \r\n\r\nMittel zum Zweck ist ein Assistenzsystem, das
    im Rahmen eines Forschungsprojektes entwickelt wurde und jetzt für den Einsatz
    bereitsteht. Damit das System nicht übergestülpt, sondern schrittweise erlernt
    und wirklich gelebt werden kann, wird ein flankierendes Konzept zur Befähigung
    präsentiert.\r\n\r\nDas Team um Herausgeber Andreas Deuter, seines Zeichens Professor
    an der Technischen Hochschule Ostwestfalen-Lippe (TH OWL), hat ein kompaktes und
    verständliches Buch verfasst. Ein echtes LOGiBit eben."
alternative_title:
- Strukturelle Produkt- und Prozesskomplexität beherrschen
author:
- first_name: Jan-Phillip
  full_name: Herrmann, Jan-Phillip
  id: '86180'
  last_name: Herrmann
- first_name: Sebastian
  full_name: Imort, Sebastian
  id: '74291'
  last_name: Imort
- first_name: Christoph
  full_name: Trojanowski, Christoph
  last_name: Trojanowski
- first_name: Carolin
  full_name: Pankrath, Carolin
  last_name: Pankrath
citation:
  ama: Herrmann JP, Imort S, Trojanowski C, Pankrath C. <i>Den Überblick behalten
    </i>. 1st ed. (Deuter A, ed.). LOG_X Verlag; 2024.
  apa: Herrmann, J.-P., Imort, S., Trojanowski, C., &#38; Pankrath, C. (2024). <i>Den
    Überblick behalten </i> (A. Deuter, Ed.; 1st ed.). LOG_X Verlag.
  bjps: '<b>Herrmann J-P <i>et al.</i></b> (2024) <i>Den Überblick behalten </i>,
    1st ed., Deuter A (ed.). Ludwigsburg: LOG_X Verlag.'
  chicago: 'Herrmann, Jan-Phillip, Sebastian Imort, Christoph Trojanowski, and Carolin
    Pankrath. <i>Den Überblick behalten </i>. Edited by Andreas Deuter. 1st ed. Ludwigsburg:
    LOG_X Verlag, 2024.'
  chicago-de: 'Herrmann, Jan-Phillip, Sebastian Imort, Christoph Trojanowski und Carolin
    Pankrath. 2024. <i>Den Überblick behalten </i>. Hg. von Andreas Deuter. 1. Aufl.
    Ludwigsburg: LOG_X Verlag.'
  din1505-2-1: '<span style="font-variant:small-caps;">Herrmann, Jan-Phillip</span>
    ; <span style="font-variant:small-caps;">Imort, Sebastian</span> ; <span style="font-variant:small-caps;">Trojanowski,
    Christoph</span> ; <span style="font-variant:small-caps;">Pankrath, Carolin</span>
    ; <span style="font-variant:small-caps;">Deuter, A.</span> (Hrsg.): <i>Den Überblick
    behalten </i>. 1. Aufl. Ludwigsburg : LOG_X Verlag, 2024'
  havard: J.-P. Herrmann, S. Imort, C. Trojanowski, C. Pankrath, Den Überblick behalten
    , 1st ed., LOG_X Verlag, Ludwigsburg, 2024.
  ieee: 'J.-P. Herrmann, S. Imort, C. Trojanowski, and C. Pankrath, <i>Den Überblick
    behalten </i>, 1st ed. Ludwigsburg: LOG_X Verlag, 2024.'
  mla: Herrmann, Jan-Phillip, et al. <i>Den Überblick behalten </i>. Edited by Andreas
    Deuter, 1st ed., LOG_X Verlag, 2024.
  short: J.-P. Herrmann, S. Imort, C. Trojanowski, C. Pankrath, Den Überblick behalten
    , 1st ed., LOG_X Verlag, Ludwigsburg, 2024.
  ufg: '<b>Herrmann, Jan-Phillip u. a.</b>: Den Überblick behalten , hg. von Deuter,
    Andreas, Ludwigsburg <sup>1</sup>2024.'
  van: 'Herrmann JP, Imort S, Trojanowski C, Pankrath C. Den Überblick behalten .
    1st ed. Deuter A, editor. Ludwigsburg: LOG_X Verlag; 2024.'
date_created: 2024-07-08T10:10:08Z
date_updated: 2024-07-30T12:39:29Z
ddc:
- '006'
department:
- _id: DEP7022
- _id: DEP1306
- _id: DEP7001
edition: '1'
editor:
- first_name: Andreas
  full_name: Deuter, Andreas
  id: '62088'
  last_name: Deuter
  orcid: 0000-0002-6529-6215
file:
- access_level: local
  content_type: application/pdf
  creator: adm-hemke
  date_created: 2024-07-18T14:35:21Z
  date_updated: 2024-07-18T14:35:21Z
  file_id: '11749'
  file_name: 9783910483132_ePDF.pdf
  file_size: 2788363
  relation: main_file
file_date_updated: 2024-07-18T14:35:21Z
has_accepted_license: '1'
language:
- iso: ger
place: Ludwigsburg
publication_status: published
publisher: LOG_X Verlag
related_material:
  link:
  - relation: other
    url: https://www.log-x.de/index.php/verlagsprogramm/238-den-ueberblick-behalten
status: public
title: 'Den Überblick behalten '
type: book
user_id: '83781'
year: '2024'
...
---
_id: '12992'
abstract:
- lang: eng
  text: In today's technology-driven world, the need for interdisciplinary skills
    is increasing. This has become challenging in tertiary education to provide students
    with applicable knowledge of various fields. Anderson's Adaptive Control of Thought
    (ACT) theory suggests that universities have traditionally focused on imparting
    declarative knowledge, which involves memorization of facts and concepts. However,
    imparting the ability to apply such knowledge on individual students and create
    procedural knowledge is the challenge. This includes teachers dealing with a diverse
    range of student abilities, particularly at university-level where they teach
    the same course content to students with different levels of prior knowledge and,
    given the structure of modern education systems, the resources required to monitor
    and provide feedback for a number of decisions and attempts independently performed
    by the students. Intelligent Tutoring Systems (ITS) have proven to be effective
    in addressing the aforementioned challenges by creating personalized learning
    environments that provide instant feedback, adapt to individual student needs,
    and promote the development of procedural knowledge. In the field of automation
    education at the university level, we are creating a 3D artificial intelligence
    (AI)-based ITS software named KIAAA (An AI Assistant for teaching in the field
    of automation), specifically designed to teach computer programming to students.
    KIAAA aims to assist students in transitioning from their abilities to procedural
    aptitude by providing personalized learning scenarios that allow them to apply
    their knowledge and receive immediate feedback. Our approach is based mainly on
    the pedagogical model of ITS, which focuses on creating a supportive and inclusive
    learning environment that promotes success for all students, regardless of their
    initial level of knowledge. One of the key aspects of our approach is the utilization
    of personalized learning. We propose a scheme that, subsequent to evaluate student's
    initial levels of procedural knowledge, creates 3D learning environments tailored
    to each individual student. By analyzing the solutions proposed by the students,
    we select the difficulty level of subsequent tasks. This approach takes into consideration
    student's discrete competence throughout the learning process, enabling them to
    progress on their prior knowledge. Additionally, the software provides customized
    feedback to each student on their performance, helping students identify areas
    that require improvement. Concepts for and implementations of ITS for a variety
    of fields, including introductory programming classes, have evolved for a long
    time. Our main contribution lies in presenting an end to end solution for ITS
    focused on teaching programming for automation students with realistically 3D
    simulated factory environments. While we strongly believe to have created a pedagogically
    sound, integrated intelligent teaching system for assisting programming classes
    in tertiary automation education, a robust user study for methodically evaluating
    our concept and implementation is still to be performed. Thus, we limit ourselves
    to presenting the underlying didactic concepts of KIAAA as a work in progress
    paper with a comprehensive evaluation to follow at a later date.
author:
- first_name: Asmar
  full_name: Ali, Asmar
  id: '78685'
  last_name: Ali
- first_name: Andreas
  full_name: Deuter, Andreas
  id: '62088'
  last_name: Deuter
  orcid: 0000-0002-6529-6215
- first_name: Leon
  full_name: Wehmeier, Leon
  id: '81257'
  last_name: Wehmeier
citation:
  ama: 'Ali A, Deuter A, Wehmeier L. <i>Personalized Learning in Automation: A 3D
    AI-Based Approach</i>. (IEEE ASEE Frontiers in Education Conference, Institute
    of Electrical and Electronics Engineers, American Society for Engineering Education,
    eds.). IEEE; 2024. doi:<a href="https://doi.org/10.1109/fie58773.2023.10343228">10.1109/fie58773.2023.10343228</a>'
  apa: 'Ali, A., Deuter, A., &#38; Wehmeier, L. (2024). Personalized Learning in Automation:
    A 3D AI-Based Approach. In IEEE ASEE Frontiers in Education Conference, Institute
    of Electrical and Electronics Engineers, &#38; American Society for Engineering
    Education (Eds.), <i>FIE 2023 : College Station, TX, USA, October 18-21, 2023 :
    conference proceedings  / 2023 IEEE Frontiers in Education Conference (FIE)</i>.
    IEEE. <a href="https://doi.org/10.1109/fie58773.2023.10343228">https://doi.org/10.1109/fie58773.2023.10343228</a>'
  bjps: '<b>Ali A, Deuter A and Wehmeier L</b> (2024) <i>Personalized Learning in
    Automation: A 3D AI-Based Approach</i>, IEEE ASEE Frontiers in Education Conference,
    Institute of Electrical and Electronics Engineers, and American Society for Engineering
    Education (eds). [Piscataway, NJ]: IEEE.'
  chicago: 'Ali, Asmar, Andreas Deuter, and Leon Wehmeier. <i>Personalized Learning
    in Automation: A 3D AI-Based Approach</i>. Edited by IEEE ASEE Frontiers in Education
    Conference, Institute of Electrical and Electronics Engineers, and American Society
    for Engineering Education. <i>FIE 2023 : College Station, TX, USA, October 18-21,
    2023 : Conference Proceedings  / 2023 IEEE Frontiers in Education Conference (FIE)</i>.
    [Piscataway, NJ]: IEEE, 2024. <a href="https://doi.org/10.1109/fie58773.2023.10343228">https://doi.org/10.1109/fie58773.2023.10343228</a>.'
  chicago-de: 'Ali, Asmar, Andreas Deuter und Leon Wehmeier. 2024. <i>Personalized
    Learning in Automation: A 3D AI-Based Approach</i>. Hg. von IEEE ASEE Frontiers
    in Education Conference, Institute of Electrical and Electronics Engineers, und
    American Society for Engineering Education. <i>FIE 2023 : College Station, TX,
    USA, October 18-21, 2023 : conference proceedings  / 2023 IEEE Frontiers in Education
    Conference (FIE)</i>. [Piscataway, NJ]: IEEE. doi:<a href="https://doi.org/10.1109/fie58773.2023.10343228">10.1109/fie58773.2023.10343228</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Ali, Asmar</span> ; <span style="font-variant:small-caps;">Deuter,
    Andreas</span> ; <span style="font-variant:small-caps;">Wehmeier, Leon</span>
    ; <span style="font-variant:small-caps;">IEEE ASEE Frontiers in Education Conference</span>
    ; <span style="font-variant:small-caps;">Institute of Electrical and Electronics
    Engineers</span> ; <span style="font-variant:small-caps;">American Society for
    Engineering Education</span> (Hrsg.): <i>Personalized Learning in Automation:
    A 3D AI-Based Approach</i>. [Piscataway, NJ] : IEEE, 2024'
  havard: 'A. Ali, A. Deuter, L. Wehmeier, Personalized Learning in Automation: A
    3D AI-Based Approach, IEEE, [Piscataway, NJ], 2024.'
  ieee: 'A. Ali, A. Deuter, and L. Wehmeier, <i>Personalized Learning in Automation:
    A 3D AI-Based Approach</i>. [Piscataway, NJ]: IEEE, 2024. doi: <a href="https://doi.org/10.1109/fie58773.2023.10343228">10.1109/fie58773.2023.10343228</a>.'
  mla: 'Ali, Asmar, et al. “Personalized Learning in Automation: A 3D AI-Based Approach.”
    <i>FIE 2023 : College Station, TX, USA, October 18-21, 2023 : Conference Proceedings 
    / 2023 IEEE Frontiers in Education Conference (FIE)</i>, edited by IEEE ASEE Frontiers
    in Education Conference et al., IEEE, 2024, <a href="https://doi.org/10.1109/fie58773.2023.10343228">https://doi.org/10.1109/fie58773.2023.10343228</a>.'
  short: 'A. Ali, A. Deuter, L. Wehmeier, Personalized Learning in Automation: A 3D
    AI-Based Approach, IEEE, [Piscataway, NJ], 2024.'
  ufg: '<b>Ali, Asmar/Deuter, Andreas/Wehmeier, Leon</b>: Personalized Learning in
    Automation: A 3D AI-Based Approach, hg. von IEEE ASEE Frontiers in Education Conference/Institute
    of Electrical and Electronics Engineers, American Society for Engineering Education,
    [Piscataway, NJ] 2024.'
  van: 'Ali A, Deuter A, Wehmeier L. Personalized Learning in Automation: A 3D AI-Based
    Approach. IEEE ASEE Frontiers in Education Conference, Institute of Electrical
    and Electronics Engineers, American Society for Engineering Education, editors.
    FIE 2023 : College Station, TX, USA, October 18-21, 2023 : conference proceedings 
    / 2023 IEEE Frontiers in Education Conference (FIE). [Piscataway, NJ]: IEEE; 2024.'
conference:
  end_date: 2023-10-21
  location: Texas
  name: 2023 IEEE Frontiers in Education Conference (FIE)
  start_date: 2023-10-18
corporate_editor:
- IEEE ASEE Frontiers in Education Conference
- Institute of Electrical and Electronics Engineers
- American Society for Engineering Education
date_created: 2025-06-18T12:57:37Z
date_updated: 2025-06-18T13:01:55Z
department:
- _id: DEP7022
- _id: DEP1306
- _id: DEP7001
doi: 10.1109/fie58773.2023.10343228
language:
- iso: eng
place: '[Piscataway, NJ]'
publication: 'FIE 2023 : College Station, TX, USA, October 18-21, 2023 : conference
  proceedings  / 2023 IEEE Frontiers in Education Conference (FIE)'
publication_identifier:
  eisbn:
  - 979-8-3503-3642-9
  isbn:
  - 979-8-3503-3643-6
publication_status: published
publisher: IEEE
status: public
title: 'Personalized Learning in Automation: A 3D AI-Based Approach'
type: conference_editor_article
user_id: '83781'
year: '2024'
...
---
_id: '12993'
abstract:
- lang: eng
  text: In computer science and related technical fields, researchers, educators,
    and practitioners are continuously automating recurring tasks for high efficiency
    in a wide variety of fields. In higher education, such tasks that educators face
    are the recurring review and assessment process of students' programming coursework.
    Thus, various attempts exist to automate the assessment and feedback generation
    for course homework and practicals in higher education. Those approaches for automated
    programming task assessment often comprise running automated tests to check for
    limited functional correctness and potentially style checking for various violations
    (LINTing). Educators familiar with large-scale automated task assessment are likely
    used to seeing hard-coded solutions specifically or accidentally designed to just
    pass the required tests, ignoring or misinterpreting the actual task requirements.
    Detecting such issues in arbitrary code is non-trivial and an ongoing research
    topic in software engineering. Software engineering research has yielded various
    semantic analysis frameworks, such as GitHub's CodeQL, which can be adapted for
    programming task assessment. We present a work-in-progress programming task analysis
    framework which employs CodeQL's analysis technology to identify the actual use
    of task-description-mandated syntactic and semantic elements such as loop structures
    or the use of mandated data blocks in branching conditions. This allows extending
    existing course work analysis frameworks to include a semantic check of an uploaded
    program which exceeds the relatively simple set of input-output test cases provided
    by unit tests. We use a running example of entry level programming tasks and several
    solution attempts to introduce and explain our proposed control flow and data
    flow -based analysis method. We discuss the benefits of including semantic analysis
    as an additional method in the automated programming task assessment toolbox.
    Our main contribution is the adaptation of an semantic analysis code framework
    to analyse syntactic and semantic components in students' programming coursework.
author:
- first_name: Leon
  full_name: Wehmeier, Leon
  id: '81257'
  last_name: Wehmeier
- first_name: Sebastian
  full_name: Eilermann, Sebastian
  last_name: Eilermann
- first_name: Oliver
  full_name: Niggemann, Oliver
  id: '10876'
  last_name: Niggemann
- first_name: Andreas
  full_name: Deuter, Andreas
  id: '62088'
  last_name: Deuter
  orcid: 0000-0002-6529-6215
citation:
  ama: Wehmeier L, Eilermann S, Niggemann O, Deuter A. <i>Task-Fidelity Assessment
    for Programming Tasks Using Semantic Code Analysis</i>. (IEEE ASEE Frontiers in
    Education Conference, Institute of Electrical and Electronics Engineers, American
    Society for Engineering Education, eds.). IEEE; 2024. doi:<a href="https://doi.org/10.1109/fie58773.2023.10342916">10.1109/fie58773.2023.10342916</a>
  apa: 'Wehmeier, L., Eilermann, S., Niggemann, O., &#38; Deuter, A. (2024). Task-fidelity
    Assessment for Programming Tasks Using Semantic Code Analysis. In IEEE ASEE Frontiers
    in Education Conference, Institute of Electrical and Electronics Engineers, &#38;
    American Society for Engineering Education (Eds.), <i>FIE 2023 : College Station,
    TX, USA, October 18-21, 2023 : conference proceedings  / 2023 IEEE Frontiers in
    Education Conference (FIE)</i>. IEEE. <a href="https://doi.org/10.1109/fie58773.2023.10342916">https://doi.org/10.1109/fie58773.2023.10342916</a>'
  bjps: '<b>Wehmeier L <i>et al.</i></b> (2024) <i>Task-Fidelity Assessment for Programming
    Tasks Using Semantic Code Analysis</i>, IEEE ASEE Frontiers in Education Conference,
    Institute of Electrical and Electronics Engineers, and American Society for Engineering
    Education (eds). [Piscataway, NJ]: IEEE.'
  chicago: 'Wehmeier, Leon, Sebastian Eilermann, Oliver Niggemann, and Andreas Deuter.
    <i>Task-Fidelity Assessment for Programming Tasks Using Semantic Code Analysis</i>.
    Edited by IEEE ASEE Frontiers in Education Conference, Institute of Electrical
    and Electronics Engineers, and American Society for Engineering Education. <i>FIE
    2023 : College Station, TX, USA, October 18-21, 2023 : Conference Proceedings 
    / 2023 IEEE Frontiers in Education Conference (FIE)</i>. [Piscataway, NJ]: IEEE,
    2024. <a href="https://doi.org/10.1109/fie58773.2023.10342916">https://doi.org/10.1109/fie58773.2023.10342916</a>.'
  chicago-de: 'Wehmeier, Leon, Sebastian Eilermann, Oliver Niggemann und Andreas Deuter.
    2024. <i>Task-fidelity Assessment for Programming Tasks Using Semantic Code Analysis</i>.
    Hg. von IEEE ASEE Frontiers in Education Conference, Institute of Electrical and
    Electronics Engineers, und American Society for Engineering Education. <i>FIE
    2023 : College Station, TX, USA, October 18-21, 2023 : conference proceedings 
    / 2023 IEEE Frontiers in Education Conference (FIE)</i>. [Piscataway, NJ]: IEEE.
    doi:<a href="https://doi.org/10.1109/fie58773.2023.10342916">10.1109/fie58773.2023.10342916</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Wehmeier, Leon</span> ; <span
    style="font-variant:small-caps;">Eilermann, Sebastian</span> ; <span style="font-variant:small-caps;">Niggemann,
    Oliver</span> ; <span style="font-variant:small-caps;">Deuter, Andreas</span>
    ; <span style="font-variant:small-caps;">IEEE ASEE Frontiers in Education Conference</span>
    ; <span style="font-variant:small-caps;">Institute of Electrical and Electronics
    Engineers</span> ; <span style="font-variant:small-caps;">American Society for
    Engineering Education</span> (Hrsg.): <i>Task-fidelity Assessment for Programming
    Tasks Using Semantic Code Analysis</i>. [Piscataway, NJ] : IEEE, 2024'
  havard: L. Wehmeier, S. Eilermann, O. Niggemann, A. Deuter, Task-fidelity Assessment
    for Programming Tasks Using Semantic Code Analysis, IEEE, [Piscataway, NJ], 2024.
  ieee: 'L. Wehmeier, S. Eilermann, O. Niggemann, and A. Deuter, <i>Task-fidelity
    Assessment for Programming Tasks Using Semantic Code Analysis</i>. [Piscataway,
    NJ]: IEEE, 2024. doi: <a href="https://doi.org/10.1109/fie58773.2023.10342916">10.1109/fie58773.2023.10342916</a>.'
  mla: 'Wehmeier, Leon, et al. “Task-Fidelity Assessment for Programming Tasks Using
    Semantic Code Analysis.” <i>FIE 2023 : College Station, TX, USA, October 18-21,
    2023 : Conference Proceedings  / 2023 IEEE Frontiers in Education Conference (FIE)</i>,
    edited by IEEE ASEE Frontiers in Education Conference et al., IEEE, 2024, <a href="https://doi.org/10.1109/fie58773.2023.10342916">https://doi.org/10.1109/fie58773.2023.10342916</a>.'
  short: L. Wehmeier, S. Eilermann, O. Niggemann, A. Deuter, Task-Fidelity Assessment
    for Programming Tasks Using Semantic Code Analysis, IEEE, [Piscataway, NJ], 2024.
  ufg: '<b>Wehmeier, Leon u. a.</b>: Task-fidelity Assessment for Programming Tasks
    Using Semantic Code Analysis, hg. von IEEE ASEE Frontiers in Education Conference/Institute
    of Electrical and Electronics Engineers, American Society for Engineering Education,
    [Piscataway, NJ] 2024.'
  van: 'Wehmeier L, Eilermann S, Niggemann O, Deuter A. Task-fidelity Assessment for
    Programming Tasks Using Semantic Code Analysis. IEEE ASEE Frontiers in Education
    Conference, Institute of Electrical and Electronics Engineers, American Society
    for Engineering Education, editors. FIE 2023 : College Station, TX, USA, October
    18-21, 2023 : conference proceedings  / 2023 IEEE Frontiers in Education Conference
    (FIE). [Piscataway, NJ]: IEEE; 2024.'
conference:
  end_date: 2023-10-21
  location: Texas
  name: 2023 IEEE Frontiers in Education Conference (FIE)
  start_date: 2023-10-18
corporate_editor:
- IEEE ASEE Frontiers in Education Conference
- Institute of Electrical and Electronics Engineers
- American Society for Engineering Education
date_created: 2025-06-18T13:05:11Z
date_updated: 2025-06-18T13:23:56Z
department:
- _id: DEP7022
- _id: DEP1306
- _id: DEP7001
doi: 10.1109/fie58773.2023.10342916
keyword:
- Codes
- Electronic learning
- Soft sensors
- Semantics
- Education
- Syntactics
- Task analysis
language:
- iso: eng
place: '[Piscataway, NJ]'
publication: 'FIE 2023 : College Station, TX, USA, October 18-21, 2023 : conference
  proceedings  / 2023 IEEE Frontiers in Education Conference (FIE)'
publication_identifier:
  eisbn:
  - 979-8-3503-3642-9
  isbn:
  - 979-8-3503-3643-6
publication_status: published
publisher: IEEE
status: public
title: Task-fidelity Assessment for Programming Tasks Using Semantic Code Analysis
type: conference_editor_article
user_id: '83781'
year: '2024'
...
---
_id: '10923'
abstract:
- lang: ger
  text: Aufgrund der kontinuierlich voranschreitenden Fertigungsautomation als Bestandteil
    der Digital Factory und des demografischen Wandels ist ein zunehmender Bedarf
    an Personal mit IT Expertise in vielen verschiedenen industriellen Bereichen erkennbar.
    In diesem Zusammenhang zeigen Künstliche Intelligenz (KI)-basierende Intelligent
    Tutoring Systeme (ITS) großes Potenzial den aufgezeigten Schulungsbedarf teilweise
    zu decken. Hierbei treffen besondere Anforderungen aus technischen, rechtlichen
    und organisatorischen Bereichen aufeinander, die für Unternehmen sowohl Chancen
    als auch Herausforderungen darstellen. Im Rahmen dieses Beitrags wird auf die
    Potentiale eines Digital Twin als Ergebnis der Fertigungsautomation und Bestandteil
    eines KI-basierenden ITS zur Unterstützung des Kompetenzerwerbs in der Aus- und
    Weiterbildung für die Fertigungsautomation eingegangen. Ziel ist es, die Chancen
    von individuell angepassten Aufgaben in einem ITS in Zusammenwirken mit einem
    Digital Twin für Unternehmen und Mitarbeiter sowie die dabei auftretenden Herausforderungen
    aufzuzeigen. Abschließend wird das Potenzial eines um einen Digital Twin erweitertes
    ITS anhand eines von uns entwickelten ITS in einer Fallstudie aufgezeigt.
author:
- first_name: Andreas
  full_name: Deuter, Andreas
  id: '62088'
  last_name: Deuter
  orcid: 0000-0002-6529-6215
- first_name: Leon
  full_name: Wehmeier, Leon
  id: '81257'
  last_name: Wehmeier
- first_name: Asmar
  full_name: Ali, Asmar
  id: '78685'
  last_name: Ali
- first_name: Roland
  full_name: Bach, Roland
  last_name: Bach
- first_name: Christoph
  full_name: Schultz, Christoph
  last_name: Schultz
- first_name: Sebastian
  full_name: Eilermann, Sebastian
  last_name: Eilermann
- first_name: Oliver
  full_name: Niggemann, Oliver
  last_name: Niggemann
citation:
  ama: Deuter A, Wehmeier L, Ali A, et al. <i>Die steigende Bedeutung des Digital
    Twins als Bestandteil eines Intelligent Tutoring Systems in der Automatisierung</i>.
    VDI Verlag; 2023:37-54. doi:<a href="https://doi.org/10.51202/9783181024195-37">10.51202/9783181024195-37</a>
  apa: Deuter, A., Wehmeier, L., Ali, A., Bach, R., Schultz, C., Eilermann, S., &#38;
    Niggemann, O. (2023). Die steigende Bedeutung des Digital Twins als Bestandteil
    eines Intelligent Tutoring Systems in der Automatisierung. In <i>VDI-Berichte
    Nr. 2419</i> (pp. 37–54). VDI Verlag. <a href="https://doi.org/10.51202/9783181024195-37">https://doi.org/10.51202/9783181024195-37</a>
  bjps: '<b>Deuter A <i>et al.</i></b> (2023) <i>Die steigende Bedeutung des Digital
    Twins als Bestandteil eines Intelligent Tutoring Systems in der Automatisierung</i>.
    Düsseldorf: VDI Verlag.'
  chicago: 'Deuter, Andreas, Leon Wehmeier, Asmar Ali, Roland Bach, Christoph Schultz,
    Sebastian Eilermann, and Oliver Niggemann. <i>Die steigende Bedeutung des Digital
    Twins als Bestandteil eines Intelligent Tutoring Systems in der Automatisierung</i>.
    <i>VDI-Berichte Nr. 2419</i>. Düsseldorf: VDI Verlag, 2023. <a href="https://doi.org/10.51202/9783181024195-37">https://doi.org/10.51202/9783181024195-37</a>.'
  chicago-de: 'Deuter, Andreas, Leon Wehmeier, Asmar Ali, Roland Bach, Christoph Schultz,
    Sebastian Eilermann und Oliver Niggemann. 2023. <i>Die steigende Bedeutung des
    Digital Twins als Bestandteil eines Intelligent Tutoring Systems in der Automatisierung</i>.
    <i>VDI-Berichte Nr. 2419</i>. Düsseldorf: VDI Verlag. doi:<a href="https://doi.org/10.51202/9783181024195-37">10.51202/9783181024195-37</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Deuter, Andreas</span> ; <span
    style="font-variant:small-caps;">Wehmeier, Leon</span> ; <span style="font-variant:small-caps;">Ali,
    Asmar</span> ; <span style="font-variant:small-caps;">Bach, Roland</span> ; <span
    style="font-variant:small-caps;">Schultz, Christoph</span> ; <span style="font-variant:small-caps;">Eilermann,
    Sebastian</span> ; <span style="font-variant:small-caps;">Niggemann, Oliver</span>:
    <i>Die steigende Bedeutung des Digital Twins als Bestandteil eines Intelligent
    Tutoring Systems in der Automatisierung</i>. Düsseldorf : VDI Verlag, 2023'
  havard: A. Deuter, L. Wehmeier, A. Ali, R. Bach, C. Schultz, S. Eilermann, O. Niggemann,
    Die steigende Bedeutung des Digital Twins als Bestandteil eines Intelligent Tutoring
    Systems in der Automatisierung, VDI Verlag, Düsseldorf, 2023.
  ieee: 'A. Deuter <i>et al.</i>, <i>Die steigende Bedeutung des Digital Twins als
    Bestandteil eines Intelligent Tutoring Systems in der Automatisierung</i>. Düsseldorf:
    VDI Verlag, 2023, pp. 37–54. doi: <a href="https://doi.org/10.51202/9783181024195-37">10.51202/9783181024195-37</a>.'
  mla: Deuter, Andreas, et al. “Die steigende Bedeutung des Digital Twins als Bestandteil
    eines Intelligent Tutoring Systems in der Automatisierung.” <i>VDI-Berichte Nr.
    2419</i>, VDI Verlag, 2023, pp. 37–54, <a href="https://doi.org/10.51202/9783181024195-37">https://doi.org/10.51202/9783181024195-37</a>.
  short: A. Deuter, L. Wehmeier, A. Ali, R. Bach, C. Schultz, S. Eilermann, O. Niggemann,
    Die steigende Bedeutung des Digital Twins als Bestandteil eines Intelligent Tutoring
    Systems in der Automatisierung, VDI Verlag, Düsseldorf, 2023.
  ufg: '<b>Deuter, Andreas u. a.</b>: Die steigende Bedeutung des Digital Twins als
    Bestandteil eines Intelligent Tutoring Systems in der Automatisierung, Düsseldorf
    2023.'
  van: 'Deuter A, Wehmeier L, Ali A, Bach R, Schultz C, Eilermann S, et al. Die steigende
    Bedeutung des Digital Twins als Bestandteil eines Intelligent Tutoring Systems
    in der Automatisierung. VDI-Berichte Nr. 2419. Düsseldorf: VDI Verlag; 2023.'
conference:
  location: Baden-Baden
  name: Automation 2023
date_created: 2024-01-09T11:00:59Z
date_updated: 2024-01-24T10:03:46Z
department:
- _id: DEP7022
- _id: DEP1306
- _id: DEP7001
doi: 10.51202/9783181024195-37
language:
- iso: ger
main_file_link:
- open_access: '1'
oa: '1'
page: 37-54
place: Düsseldorf
publication: VDI-Berichte Nr. 2419
publication_identifier:
  eissn:
  - '978-3-18-102419-5 '
  isbn:
  - '978-3-18-092419-9 '
publication_status: published
publisher: VDI Verlag
quality_controlled: '1'
status: public
title: Die steigende Bedeutung des Digital Twins als Bestandteil eines Intelligent
  Tutoring Systems in der Automatisierung
type: conference_editor_article
user_id: '83780'
year: '2023'
...
---
_id: '10935'
abstract:
- lang: eng
  text: One of the challenges in universities is to take into account the different
    competences of students throughout the process of imparting knowledge. It is unlikely
    that all students will grasp the course content in the same way, as they have
    different abilities. Similarly, it is unrealistic for teachers to address all
    the individual needs of each student at all times. In addition, maintaining learners'
    attention to a particular topic is also an essential part of teaching. To overcome
    these challenges, we are developing AI learning software as part of a research
    project. The software generates learning scenarios for the students and takes
    their individual competences into account. The research project focuses on the
    field of automation technology, especially on programming, as programming skills
    are usually required in automation environments. When solving the scenarios, students
    receive immediate feedback on how well they have solved the task. Immediate automated
    feedback not only meets the students' expectations of quick learning feedback,
    but it also relieves the teaching staff in the assessment process. In addition,
    the software includes an interactive user interface that allows learners to see
    the results of their programming tasks in a simulated 3D environment. This approach
    aims to maintain learners' attention over a longer learning period. This paper
    describes the above aspects that are being developed in the research project and
    previews the new learning opportunities that could arise from the use of AI.
author:
- first_name: Asmar
  full_name: Ali, Asmar
  id: '78685'
  last_name: Ali
- first_name: Andreas
  full_name: Deuter, Andreas
  id: '62088'
  last_name: Deuter
  orcid: 0000-0002-6529-6215
citation:
  ama: 'Ali A, Deuter A. An AI Assistant for Education in Automation. <i>Journal of
    international scientific publications / Science &#38; Education Foundation : Educational
    Alternatives </i>. 2023;21:12-20. doi:<a href="https://doi.org/10.62991/EA1996108906">10.62991/EA1996108906</a>'
  apa: 'Ali, A., &#38; Deuter, A. (2023). An AI Assistant for Education in Automation.
    <i>Journal of International Scientific Publications / Science &#38; Education
    Foundation : Educational Alternatives </i>, <i>21</i>, 12–20. <a href="https://doi.org/10.62991/EA1996108906">https://doi.org/10.62991/EA1996108906</a>'
  bjps: '<b>Ali A and Deuter A</b> (2023) An AI Assistant for Education in Automation.
    <i>Journal of international scientific publications / Science &#38; Education
    Foundation : Educational Alternatives </i> <b>21</b>, 12–20.'
  chicago: 'Ali, Asmar, and Andreas Deuter. “An AI Assistant for Education in Automation.”
    <i>Journal of International Scientific Publications / Science &#38; Education
    Foundation : Educational Alternatives </i> 21 (2023): 12–20. <a href="https://doi.org/10.62991/EA1996108906">https://doi.org/10.62991/EA1996108906</a>.'
  chicago-de: 'Ali, Asmar und Andreas Deuter. 2023. An AI Assistant for Education
    in Automation. <i>Journal of international scientific publications / Science &#38;
    Education Foundation : Educational Alternatives </i> 21: 12–20. doi:<a href="https://doi.org/10.62991/EA1996108906">10.62991/EA1996108906</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Ali, Asmar</span> ; <span style="font-variant:small-caps;">Deuter,
    Andreas</span>: An AI Assistant for Education in Automation. In: <i>Journal of
    international scientific publications / Science &#38; Education Foundation : Educational
    Alternatives </i> Bd. 21. [Erscheinungsort nicht ermittelbar], Info Invest  (2023),
    S. 12–20'
  havard: 'A. Ali, A. Deuter, An AI Assistant for Education in Automation, Journal
    of International Scientific Publications / Science &#38; Education Foundation :
    Educational Alternatives . 21 (2023) 12–20.'
  ieee: 'A. Ali and A. Deuter, “An AI Assistant for Education in Automation,” <i>Journal
    of international scientific publications / Science &#38; Education Foundation :
    Educational Alternatives </i>, vol. 21, pp. 12–20, 2023, doi: <a href="https://doi.org/10.62991/EA1996108906">10.62991/EA1996108906</a>.'
  mla: 'Ali, Asmar, and Andreas Deuter. “An AI Assistant for Education in Automation.”
    <i>Journal of International Scientific Publications / Science &#38; Education
    Foundation : Educational Alternatives </i>, vol. 21, 2023, pp. 12–20, <a href="https://doi.org/10.62991/EA1996108906">https://doi.org/10.62991/EA1996108906</a>.'
  short: 'A. Ali, A. Deuter, Journal of International Scientific Publications / Science
    &#38; Education Foundation : Educational Alternatives  21 (2023) 12–20.'
  ufg: '<b>Ali, Asmar/Deuter, Andreas</b>: An AI Assistant for Education in Automation,
    in: <i>Journal of international scientific publications / Science &#38; Education
    Foundation : Educational Alternatives </i> 21 (2023),  S. 12–20.'
  van: 'Ali A, Deuter A. An AI Assistant for Education in Automation. Journal of international
    scientific publications / Science &#38; Education Foundation : Educational Alternatives
    . 2023;21:12–20.'
conference:
  end_date: 2023-08-26
  location: Burgas
  name: 14th International Conference Education, Research & Development
  start_date: 2023-08-24
date_created: 2024-01-09T13:25:08Z
date_updated: 2025-06-12T14:01:23Z
department:
- _id: DEP7022
- _id: DEP1306
- _id: DEP7001
doi: 10.62991/EA1996108906
intvolume: '        21'
keyword:
- ai education
- automated feedback
- automation education
- educational software
- programming
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.scientific-publications.net/en/article/1002566/
oa: '1'
page: 12-20
place: '[Erscheinungsort nicht ermittelbar]'
publication: 'Journal of international scientific publications / Science & Education
  Foundation : Educational Alternatives '
publication_identifier:
  issn:
  - 1313-2571
publication_status: published
publisher: 'Info Invest '
status: public
title: An AI Assistant for Education in Automation
type: industry_journal_article
user_id: '83781'
volume: 21
year: '2023'
...
---
_id: '10962'
abstract:
- lang: eng
  text: The increasing number of product artifacts (e.g., mechanical or electronic
    components, software functions, documents) confronts small and medium-sized companies
    with the challenge of assessing change effects. The lack of knowledge of artifact
    relationships causes problems, such as outdated documentation, lack of coordination
    with affected disciplines, or delayed changes. The Design Structure Matrix (DSM)
    can clearly represent the elements and relationships of complex systems. This
    paper presents an assistance system for intuitive visualization of engineering
    change effects using existing DSM-based methods for complexity management. The
    implemented algorithms compute graph layouts, cluster analyses, and change predictions
    in the form of change risk, time, and cost. An application example of a 3D-printed
    intelligent lamp demonstrates the approach's viability. The paper concludes with
    a discussion of the benefits and future activities.
author:
- first_name: Jan-Phillip
  full_name: Herrmann, Jan-Phillip
  id: '75846'
  last_name: Herrmann
- first_name: Sven
  full_name: Tackenberg, Sven
  id: '71470'
  last_name: Tackenberg
- first_name: Christoph
  full_name: Trojanowski, Christoph
  last_name: Trojanowski
- first_name: Carolin
  full_name: Pankrath, Carolin
  last_name: Pankrath
- first_name: Sebastian
  full_name: Imort, Sebastian
  id: '74291'
  last_name: Imort
- first_name: Andreas
  full_name: Deuter, Andreas
  id: '62088'
  last_name: Deuter
  orcid: 0000-0002-6529-6215
citation:
  ama: Herrmann JP, Tackenberg S, Trojanowski C, Pankrath C, Imort S, Deuter A. <i>Assistance
    System for Graph-Based 3D Visualization of Design Structure Matrices</i>. (Stowe
    H, Browning TR, Eppinger SD, et al., eds.). The Design Society; 2023:58-67. doi:<a
    href="https://doi.org/10.35199/dsm2023.07">10.35199/dsm2023.07</a>
  apa: 'Herrmann, J.-P., Tackenberg, S., Trojanowski, C., Pankrath, C., Imort, S.,
    &#38; Deuter, A. (2023). Assistance System for graph-based 3D Visualization of
    Design Structure Matrices. In H. Stowe, T. R. Browning, S. D. Eppinger, J. Trauer,
    C. Langner, M. Kreimeyer, O. Isaksson, M. Panarotto, &#38; A. Brahma (Eds.), <i>DS
    126: Proceedings of the 25th International DSM Conference (DSM 2023)</i> (pp.
    58–67). The Design Society. <a href="https://doi.org/10.35199/dsm2023.07">https://doi.org/10.35199/dsm2023.07</a>'
  bjps: <b>Herrmann J-P <i>et al.</i></b> (2023) <i>Assistance System for Graph-Based
    3D Visualization of Design Structure Matrices</i>, Stowe H et al. (eds). The Design
    Society.
  chicago: 'Herrmann, Jan-Phillip, Sven Tackenberg, Christoph Trojanowski, Carolin
    Pankrath, Sebastian Imort, and Andreas Deuter. <i>Assistance System for Graph-Based
    3D Visualization of Design Structure Matrices</i>. Edited by Harold Stowe, Tyson
    R. Browning, Steven D. Eppinger, Jakob Trauer, Christopher Langner, Matthias Kreimeyer,
    Ola Isaksson, Massimo Panarotto, and Arindam Brahma. <i>DS 126: Proceedings of
    the 25th International DSM Conference (DSM 2023)</i>. The Design Society, 2023.
    <a href="https://doi.org/10.35199/dsm2023.07">https://doi.org/10.35199/dsm2023.07</a>.'
  chicago-de: 'Herrmann, Jan-Phillip, Sven Tackenberg, Christoph Trojanowski, Carolin
    Pankrath, Sebastian Imort und Andreas Deuter. 2023. <i>Assistance System for graph-based
    3D Visualization of Design Structure Matrices</i>. Hg. von Harold Stowe, Tyson
    R. Browning, Steven D. Eppinger, Jakob Trauer, Christopher Langner, Matthias Kreimeyer,
    Ola Isaksson, Massimo Panarotto, und Arindam Brahma. <i>DS 126: Proceedings of
    the 25th International DSM Conference (DSM 2023)</i>. The Design Society. doi:<a
    href="https://doi.org/10.35199/dsm2023.07">10.35199/dsm2023.07</a>, .'
  din1505-2-1: '<span style="font-variant:small-caps;">Herrmann, Jan-Phillip</span>
    ; <span style="font-variant:small-caps;">Tackenberg, Sven</span> ; <span style="font-variant:small-caps;">Trojanowski,
    Christoph</span> ; <span style="font-variant:small-caps;">Pankrath, Carolin</span>
    ; <span style="font-variant:small-caps;">Imort, Sebastian</span> ; <span style="font-variant:small-caps;">Deuter,
    Andreas</span> ; <span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Stowe,
    H.</span> ; <span style="font-variant:small-caps;">Browning, T. R.</span> ; <span
    style="font-variant:small-caps;">Eppinger, S. D.</span> ; <span style="font-variant:small-caps;">Trauer,
    J.</span> ; <span style="font-variant:small-caps;">Langner, C.</span> ; <span
    style="font-variant:small-caps;">Kreimeyer, M.</span> ; <span style="font-variant:small-caps;">Isaksson,
    O.</span> ; <span style="font-variant:small-caps;">Panarotto, M.</span> ; u. a.</span>
    (Hrsg.): <i>Assistance System for graph-based 3D Visualization of Design Structure
    Matrices</i> : The Design Society, 2023'
  havard: J.-P. Herrmann, S. Tackenberg, C. Trojanowski, C. Pankrath, S. Imort, A.
    Deuter, Assistance System for graph-based 3D Visualization of Design Structure
    Matrices, The Design Society, 2023.
  ieee: 'J.-P. Herrmann, S. Tackenberg, C. Trojanowski, C. Pankrath, S. Imort, and
    A. Deuter, <i>Assistance System for graph-based 3D Visualization of Design Structure
    Matrices</i>. The Design Society, 2023, pp. 58–67. doi: <a href="https://doi.org/10.35199/dsm2023.07">10.35199/dsm2023.07</a>.'
  mla: 'Herrmann, Jan-Phillip, et al. “Assistance System for Graph-Based 3D Visualization
    of Design Structure Matrices.” <i>DS 126: Proceedings of the 25th International
    DSM Conference (DSM 2023)</i>, edited by Harold Stowe et al., The Design Society,
    2023, pp. 58–67, <a href="https://doi.org/10.35199/dsm2023.07">https://doi.org/10.35199/dsm2023.07</a>.'
  short: J.-P. Herrmann, S. Tackenberg, C. Trojanowski, C. Pankrath, S. Imort, A.
    Deuter, Assistance System for Graph-Based 3D Visualization of Design Structure
    Matrices, The Design Society, 2023.
  ufg: '<b>Herrmann, Jan-Phillip u. a.</b>: Assistance System for graph-based 3D Visualization
    of Design Structure Matrices, hg. von Stowe, Harold u. a., o. O. 2023.'
  van: 'Herrmann JP, Tackenberg S, Trojanowski C, Pankrath C, Imort S, Deuter A. Assistance
    System for graph-based 3D Visualization of Design Structure Matrices. Stowe H,
    Browning TR, Eppinger SD, Trauer J, Langner C, Kreimeyer M, et al., editors. DS
    126: Proceedings of the 25th International DSM Conference (DSM 2023). The Design
    Society; 2023.'
conference:
  end_date: 2023-10-05
  location: Gothenburg, Sweden
  name: 25th International Dependency and Structure Modeling Conference (DSM)
  start_date: 2023-10-03
date_created: 2024-01-24T10:17:16Z
date_updated: 2025-06-26T07:55:50Z
department:
- _id: DEP7022
- _id: DEP1306
- _id: DEP7001
doi: 10.35199/dsm2023.07
editor:
- first_name: Harold
  full_name: Stowe, Harold
  last_name: Stowe
- first_name: Tyson R.
  full_name: Browning, Tyson R.
  last_name: Browning
- first_name: Steven D.
  full_name: Eppinger, Steven D.
  last_name: Eppinger
- first_name: Jakob
  full_name: Trauer, Jakob
  last_name: Trauer
- first_name: Christopher
  full_name: Langner, Christopher
  last_name: Langner
- first_name: Matthias
  full_name: Kreimeyer, Matthias
  last_name: Kreimeyer
- first_name: Ola
  full_name: Isaksson, Ola
  last_name: Isaksson
- first_name: Massimo
  full_name: Panarotto, Massimo
  last_name: Panarotto
- first_name: Arindam
  full_name: Brahma, Arindam
  last_name: Brahma
keyword:
- Graph-based Visualization
- Assistance System
- Engineering Change Management
- Complexity Management
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.designsociety.org/download-publication/46879/Assistance+System+for+graph-based+3D+Visualization+of+Design+Structure+Matrices
oa: '1'
page: 58-67
publication: 'DS 126: Proceedings of the 25th International DSM Conference (DSM 2023)'
publication_status: published
publisher: The Design Society
status: public
title: Assistance System for graph-based 3D Visualization of Design Structure Matrices
type: conference_editor_article
user_id: '83781'
year: '2023'
...
---
_id: '13010'
abstract:
- lang: eng
  text: Especially in highly interdisciplinary fields such as automation engineering,
    contemporary programming education with tailored assignments and individual feedback
    is a major challenge for educational institutions due to the increasing number
    of students per teacher and the ever-increasing demand for computer science professionals.
    To address this gap, we present ”KIAAA” an AI Assistant for Automation Engineering
    Teaching, a work-in-progress approach for an integrated, customized, and AI-based
    learning support system for automation and programming courses based on instructor-defined
    course objectives. Thereby in the KIAAA system, the individual knowledge level
    of the students is determined and individually tailored virtual learning scenarios
    are generated based on the knowledge and learning profile of the students. These
    are iteratively adapted based on the answers given. To achieve this, KIAAA uses
    several AI components, a hybrid rule-based scenario generation component, a Help-DKT-based
    cognitive model, and a solution assessor that uses a combination of traditional
    code analysis methods and AI-based analyses methods for automated programming
    task assessment. These components are the main parts of KIAAA to generate customized
    programming scenarios as well as visualization and simulation based on a modern
    game and physics engine.
author:
- first_name: Sebastian
  full_name: Eilermann, Sebastian
  last_name: Eilermann
- first_name: Leon
  full_name: Wehmeier, Leon
  id: '81257'
  last_name: Wehmeier
- first_name: Oliver
  full_name: Niggemann, Oliver
  last_name: Niggemann
- first_name: Andreas
  full_name: Deuter, Andreas
  id: '62088'
  last_name: Deuter
  orcid: 0000-0002-6529-6215
citation:
  ama: 'Eilermann S, Wehmeier L, Niggemann O, Deuter A. <i>KIAAA: An AI Assistant
    for Teaching Programming in the Field of Automation</i>. (Jasperneite J, IEEE
    International Conference on Industrial Informatics , Institute of Electrical and
    Electronics Engineers, eds.). IEEE; 2023. doi:<a href="https://doi.org/10.1109/indin51400.2023.10218157">10.1109/indin51400.2023.10218157</a>'
  apa: 'Eilermann, S., Wehmeier, L., Niggemann, O., &#38; Deuter, A. (2023). KIAAA:
    An AI Assistant for Teaching Programming in the Field of Automation. In J. Jasperneite,
    IEEE International Conference on Industrial Informatics , &#38; Institute of Electrical
    and Electronics Engineers (Eds.), <i>2023 IEEE 21st International Conference on
    Industrial Informatics (INDIN)</i>. IEEE. <a href="https://doi.org/10.1109/indin51400.2023.10218157">https://doi.org/10.1109/indin51400.2023.10218157</a>'
  bjps: '<b>Eilermann S <i>et al.</i></b> (2023) <i>KIAAA: An AI Assistant for Teaching
    Programming in the Field of Automation</i>, Jasperneite J, IEEE International
    Conference on Industrial Informatics , and Institute of Electrical and Electronics
    Engineers (eds). [Piscataway, NJ]: IEEE.'
  chicago: 'Eilermann, Sebastian, Leon Wehmeier, Oliver Niggemann, and Andreas Deuter.
    <i>KIAAA: An AI Assistant for Teaching Programming in the Field of Automation</i>.
    Edited by Jürgen Jasperneite, IEEE International Conference on Industrial Informatics
    , and Institute of Electrical and Electronics Engineers. <i>2023 IEEE 21st International
    Conference on Industrial Informatics (INDIN)</i>. [Piscataway, NJ]: IEEE, 2023.
    <a href="https://doi.org/10.1109/indin51400.2023.10218157">https://doi.org/10.1109/indin51400.2023.10218157</a>.'
  chicago-de: 'Eilermann, Sebastian, Leon Wehmeier, Oliver Niggemann und Andreas Deuter.
    2023. <i>KIAAA: An AI Assistant for Teaching Programming in the Field of Automation</i>.
    Hg. von Jürgen Jasperneite, IEEE International Conference on Industrial Informatics
    , und Institute of Electrical and Electronics Engineers. <i>2023 IEEE 21st International
    Conference on Industrial Informatics (INDIN)</i>. [Piscataway, NJ]: IEEE. doi:<a
    href="https://doi.org/10.1109/indin51400.2023.10218157">10.1109/indin51400.2023.10218157</a>,
    .'
  din1505-2-1: '<span style="font-variant:small-caps;">Eilermann, Sebastian</span>
    ; <span style="font-variant:small-caps;">Wehmeier, Leon</span> ; <span style="font-variant:small-caps;">Niggemann,
    Oliver</span> ; <span style="font-variant:small-caps;">Deuter, Andreas</span>
    ; <span style="font-variant:small-caps;">Jasperneite, J.</span> ; <span style="font-variant:small-caps;">IEEE
    International Conference on Industrial Informatics </span> ; <span style="font-variant:small-caps;">Institute
    of Electrical and Electronics Engineers</span> (Hrsg.): <i>KIAAA: An AI Assistant
    for Teaching Programming in the Field of Automation</i>. [Piscataway, NJ] : IEEE,
    2023'
  havard: 'S. Eilermann, L. Wehmeier, O. Niggemann, A. Deuter, KIAAA: An AI Assistant
    for Teaching Programming in the Field of Automation, IEEE, [Piscataway, NJ], 2023.'
  ieee: 'S. Eilermann, L. Wehmeier, O. Niggemann, and A. Deuter, <i>KIAAA: An AI Assistant
    for Teaching Programming in the Field of Automation</i>. [Piscataway, NJ]: IEEE,
    2023. doi: <a href="https://doi.org/10.1109/indin51400.2023.10218157">10.1109/indin51400.2023.10218157</a>.'
  mla: 'Eilermann, Sebastian, et al. “KIAAA: An AI Assistant for Teaching Programming
    in the Field of Automation.” <i>2023 IEEE 21st International Conference on Industrial
    Informatics (INDIN)</i>, edited by Jürgen Jasperneite et al., IEEE, 2023, <a href="https://doi.org/10.1109/indin51400.2023.10218157">https://doi.org/10.1109/indin51400.2023.10218157</a>.'
  short: 'S. Eilermann, L. Wehmeier, O. Niggemann, A. Deuter, KIAAA: An AI Assistant
    for Teaching Programming in the Field of Automation, IEEE, [Piscataway, NJ], 2023.'
  ufg: '<b>Eilermann, Sebastian u. a.</b>: KIAAA: An AI Assistant for Teaching Programming
    in the Field of Automation, hg. von Jasperneite, Jürgen/IEEE International Conference
    on Industrial Informatics , Institute of Electrical and Electronics Engineers,
    [Piscataway, NJ] 2023.'
  van: 'Eilermann S, Wehmeier L, Niggemann O, Deuter A. KIAAA: An AI Assistant for
    Teaching Programming in the Field of Automation. Jasperneite J, IEEE International
    Conference on Industrial Informatics , Institute of Electrical and Electronics
    Engineers, editors. 2023 IEEE 21st International Conference on Industrial Informatics
    (INDIN). [Piscataway, NJ]: IEEE; 2023.'
conference:
  end_date: 2023-07-20
  location: Lemgo
  name: 21st International Conference on Industrial Informatics (INDIN)
  start_date: 2023-07-18
corporate_editor:
- 'IEEE International Conference on Industrial Informatics '
- Institute of Electrical and Electronics Engineers
date_created: 2025-06-24T09:24:47Z
date_updated: 2025-06-24T09:38:24Z
department:
- _id: DEP7022
- _id: DEP1306
- _id: DEP7001
doi: 10.1109/indin51400.2023.10218157
editor:
- first_name: Jürgen
  full_name: Jasperneite, Jürgen
  id: '1899'
  last_name: Jasperneite
keyword:
- Visualization
- Automation
- Education
- Games
- Hybrid power systems
- Task analysis
- Artificial intelligence
language:
- iso: eng
place: '[Piscataway, NJ]'
publication: 2023 IEEE 21st International Conference on Industrial Informatics (INDIN)
publication_identifier:
  eisbn:
  - 978-1-6654-9313-0
  isbn:
  - 978-1-6654-9314-7
publication_status: published
publisher: IEEE
quality_controlled: '1'
status: public
title: 'KIAAA: An AI Assistant for Teaching Programming in the Field of Automation'
type: conference_editor_article
user_id: '83781'
year: '2023'
...
