---
_id: '53801'
abstract:
- lang: eng
  text: 'In this study, we evaluate the impact of gender-biased data from German-language
    physician reviews on the fairness of fine-tuned language models. For two different
    downstream tasks, we use data reported to be gender biased and aggregate it with
    annotations. First, we propose a new approach to aspect-based sentiment analysis
    that allows identifying, extracting, and classifying implicit and explicit aspect
    phrases and their polarity within a single model. The second task we present is
    grade prediction, where we predict the overall grade of a review on the basis
    of the review text. For both tasks, we train numerous transformer models and evaluate
    their performance. The aggregation of sensitive attributes, such as a physician’s
    gender and migration background, with individual text reviews allows us to measure
    the performance of the models with respect to these sensitive groups. These group-wise
    performance measures act as extrinsic bias measures for our downstream tasks.
    In addition, we translate several gender-specific templates of the intrinsic bias
    metrics into the German language and evaluate our fine-tuned models. Based on
    this set of tasks, fine-tuned models, and intrinsic and extrinsic bias measures,
    we perform correlation analyses between intrinsic and extrinsic bias measures.
    In terms of sensitive groups and effect sizes, our bias measure results show different
    directions. Furthermore, correlations between measures of intrinsic and extrinsic
    bias can be observed in different directions. This leads us to conclude that gender-biased
    data does not inherently lead to biased models. Other variables, such as template
    dependency for intrinsic measures and label distribution in the data, must be
    taken into account as they strongly influence the metric results. Therefore, we
    suggest that metrics and templates should be chosen according to the given task
    and the biases to be assessed. '
article_number: '102235'
article_type: original
author:
- first_name: Joschka
  full_name: Kersting, Joschka
  id: '58701'
  last_name: Kersting
- first_name: Falk
  full_name: Maoro, Falk
  last_name: Maoro
- first_name: Michaela
  full_name: Geierhos, Michaela
  last_name: Geierhos
citation:
  ama: 'Kersting J, Maoro F, Geierhos M. Towards comparable ratings: Exploring bias
    in German physician reviews. <i>Data &#38; Knowledge Engineering</i>. 2023;148.
    doi:<a href="https://doi.org/10.1016/j.datak.2023.102235">10.1016/j.datak.2023.102235</a>'
  apa: 'Kersting, J., Maoro, F., &#38; Geierhos, M. (2023). Towards comparable ratings:
    Exploring bias in German physician reviews. <i>Data &#38; Knowledge Engineering</i>,
    <i>148</i>, Article 102235. <a href="https://doi.org/10.1016/j.datak.2023.102235">https://doi.org/10.1016/j.datak.2023.102235</a>'
  bibtex: '@article{Kersting_Maoro_Geierhos_2023, title={Towards comparable ratings:
    Exploring bias in German physician reviews}, volume={148}, DOI={<a href="https://doi.org/10.1016/j.datak.2023.102235">10.1016/j.datak.2023.102235</a>},
    number={102235}, journal={Data &#38; Knowledge Engineering}, publisher={Elsevier},
    author={Kersting, Joschka and Maoro, Falk and Geierhos, Michaela}, year={2023}
    }'
  chicago: 'Kersting, Joschka, Falk Maoro, and Michaela Geierhos. “Towards Comparable
    Ratings: Exploring Bias in German Physician Reviews.” <i>Data &#38; Knowledge
    Engineering</i> 148 (2023). <a href="https://doi.org/10.1016/j.datak.2023.102235">https://doi.org/10.1016/j.datak.2023.102235</a>.'
  ieee: 'J. Kersting, F. Maoro, and M. Geierhos, “Towards comparable ratings: Exploring
    bias in German physician reviews,” <i>Data &#38; Knowledge Engineering</i>, vol.
    148, Art. no. 102235, 2023, doi: <a href="https://doi.org/10.1016/j.datak.2023.102235">10.1016/j.datak.2023.102235</a>.'
  mla: 'Kersting, Joschka, et al. “Towards Comparable Ratings: Exploring Bias in German
    Physician Reviews.” <i>Data &#38; Knowledge Engineering</i>, vol. 148, 102235,
    Elsevier, 2023, doi:<a href="https://doi.org/10.1016/j.datak.2023.102235">10.1016/j.datak.2023.102235</a>.'
  short: J. Kersting, F. Maoro, M. Geierhos, Data &#38; Knowledge Engineering 148
    (2023).
date_created: 2024-04-30T12:30:56Z
date_updated: 2024-04-30T12:41:14Z
ddc:
- '004'
department:
- _id: '579'
doi: 10.1016/j.datak.2023.102235
file:
- access_level: closed
  content_type: application/pdf
  creator: jkers
  date_created: 2024-04-30T12:34:35Z
  date_updated: 2024-04-30T12:34:35Z
  file_id: '53802'
  file_name: Kersting 2023.pdf
  file_size: 1381398
  relation: main_file
  success: 1
file_date_updated: 2024-04-30T12:34:35Z
funded_apc: '1'
has_accepted_license: '1'
intvolume: '       148'
keyword:
- Language model fairness
- Aspect phrase classification
- Grade prediction
- Physician reviews
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: ' https://doi.org/10.1016/j.datak.2023.102235 '
oa: '1'
project:
- _id: '1'
  grant_number: '160364472'
  name: 'SFB 901: SFB 901: On-The-Fly Computing - Individualisierte IT-Dienstleistungen
    in dynamischen Märkten '
- _id: '3'
  name: 'SFB 901 - B: SFB 901 - Project Area B'
- _id: '9'
  grant_number: '160364472'
  name: 'SFB 901 - B1: SFB 901 - Parametrisierte Servicespezifikation (Subproject
    B1)'
publication: Data & Knowledge Engineering
publication_identifier:
  issn:
  - 0169-023X
publication_status: published
publisher: Elsevier
status: public
title: 'Towards comparable ratings: Exploring bias in German physician reviews'
type: journal_article
user_id: '58701'
volume: 148
year: '2023'
...
---
_id: '41971'
abstract:
- lang: ger
  text: "Ultraschall-Drahtbonden ist eine Standardtechnologie im Bereich der Aufbau-
    und Verbindungstechnik von Leistungshalbleitermodulen. Um Prozessschritte und
    damit wertvolle Zeit zu sparen, sollen die Kupferdickdrähte für die Leistungshalbleiter
    auch für die Kontaktierung von eingespritzten Anschlusssteckern im Modulrahmen
    verwendet werden. Das Kontaktierungsverfahren mit diesen Drähten auf Steckern
    in dünnwandigen Kunststoffrahmen führt häufig zu unzureichender Bondqualität.
    In dieser Arbeit wird das Bonden von Anschlusssteckern experimentell und anhand
    von Simulationen untersucht, um die Prozessstabilität zu steigern.\r\n\r\nZunächst
    wurden Experimente auf Untergründen mit hoher Steifigkeit durchgeführt, um Störgrößen
    von Untergrundeigenschaften zu verringern. Die gewonnenen Erkenntnisse erlaubten
    die Entwicklung eines Simulationsmodells für die Vorhersage der Bondqualität.
    Dieses basiert auf einer flächenaufgelösten Reibarbeitsbestimmung im Fügebereich
    unter Berücksichtigung des Ultraschallerweichungseffektes und der hierdurch entstehenden
    hohen Drahtverformung.\r\n\r\nExperimente an den Anschlusssteckern im Modulrahmen
    zeigten eine verringerte Relativverschiebung zwischen Draht und Stecker, was zu
    einer deutlichen Verringerung der Reibarbeit führt. Außerdem wurden verminderte
    Schwingamplituden des Bondwerkzeugs nachgewiesen. Dies führt zu einer weiteren
    Reduktion der Reibarbeit. Beide Effekte wurden mithilfe eines Mehrmassenschwingers
    modelliert. Die gewonnenen Erkenntnisse und die erstellten Simulationsmodelle
    ermöglichen die Entwicklung von Klemmvorrichtungen, welche die identifizierten
    Störgrößen gezielt kompensieren und so ein verlässliches Bonden der Anschlussstecker
    im gleichen Prozessschritt ermöglichen, in dem auch die Leistungshalbleiter kontaktiert
    werden."
author:
- first_name: Simon
  full_name: Althoff, Simon
  last_name: Althoff
citation:
  ama: Althoff S. <i>Predicting the Bond Quality of Heavy Copper Wire Bonds Using
    a Friction Model Approach</i>. Vol 15. Shaker; 2023.
  apa: Althoff, S. (2023). <i>Predicting the Bond Quality of Heavy Copper Wire Bonds
    using a Friction Model Approach</i> (Vol. 15). Shaker.
  bibtex: '@book{Althoff_2023, series={Schriften des Lehrstuhls für Dynamik und Mechatronik},
    title={Predicting the Bond Quality of Heavy Copper Wire Bonds using a Friction
    Model Approach}, volume={15}, publisher={Shaker}, author={Althoff, Simon}, year={2023},
    collection={Schriften des Lehrstuhls für Dynamik und Mechatronik} }'
  chicago: Althoff, Simon. <i>Predicting the Bond Quality of Heavy Copper Wire Bonds
    Using a Friction Model Approach</i>. Vol. 15. Schriften Des Lehrstuhls Für Dynamik
    Und Mechatronik. Shaker, 2023.
  ieee: S. Althoff, <i>Predicting the Bond Quality of Heavy Copper Wire Bonds using
    a Friction Model Approach</i>, vol. 15. Shaker, 2023.
  mla: Althoff, Simon. <i>Predicting the Bond Quality of Heavy Copper Wire Bonds Using
    a Friction Model Approach</i>. Shaker, 2023.
  short: S. Althoff, Predicting the Bond Quality of Heavy Copper Wire Bonds Using
    a Friction Model Approach, Shaker, 2023.
date_created: 2023-02-10T13:05:19Z
date_updated: 2023-02-10T13:05:42Z
department:
- _id: '151'
extern: '1'
intvolume: '        15'
keyword:
- heavy copper bonding
- wire bonding
- quality prediction
- friction model
- point-contact-element
language:
- iso: eng
main_file_link:
- url: https://katalog.ub.uni-paderborn.de/local/r/9925085762506463?sr[q,any]=Simon%20Althoff
page: '192'
publication_identifier:
  isbn:
  - 978-3-8440-8903-5
publication_status: published
publisher: Shaker
related_material:
  link:
  - relation: confirmation
    url: https://www.shaker.de/de/content/catalogue/index.asp?lang=de&ID=8&ISBN=978-3-8440-8903-5&search=yes
series_title: Schriften des Lehrstuhls für Dynamik und Mechatronik
status: public
supervisor:
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
title: Predicting the Bond Quality of Heavy Copper Wire Bonds using a Friction Model
  Approach
type: dissertation
user_id: '55222'
volume: 15
year: '2023'
...
---
_id: '44672'
abstract:
- lang: eng
  text: With enhancing digitalization, condition monitoring is used in an increasing
    number of application fields across various industrial sectors. By its application,
    increased reliability as well as reduced risks and costs can be achieved. Based
    on different approaches, technical systems are monitored and measured data is
    analyzed to enable condition-based or predictive maintenance. To this end, machine
    learning approaches are usually implemented to diagnose the health states or predict
    the health index of the monitored system. However, these trained models are often
    black-box models, not intuitively explainable for a human. To overcome this shortcoming,
    a model-based approach based on physics is developed for piezoelectric bending
    actuators. Such a model enables a transparent representation of the system. Moreover,
    the model-based approach is extended by a parameter-estimation to account for
    sudden changes in behavior e. g. caused by occurring cracks.
article_number: '114399'
article_type: original
author:
- first_name: Amelie
  full_name: Bender, Amelie
  id: '54290'
  last_name: Bender
citation:
  ama: 'Bender A. Model-based condition monitoring of piezoelectric bending actuators.
    <i>Sensors and Actuators A: Physical</i>. 2023;357. doi:<a href="https://doi.org/10.1016/j.sna.2023.114399">10.1016/j.sna.2023.114399</a>'
  apa: 'Bender, A. (2023). Model-based condition monitoring of piezoelectric bending
    actuators. <i>Sensors and Actuators A: Physical</i>, <i>357</i>, Article 114399.
    <a href="https://doi.org/10.1016/j.sna.2023.114399">https://doi.org/10.1016/j.sna.2023.114399</a>'
  bibtex: '@article{Bender_2023, title={Model-based condition monitoring of piezoelectric
    bending actuators}, volume={357}, DOI={<a href="https://doi.org/10.1016/j.sna.2023.114399">10.1016/j.sna.2023.114399</a>},
    number={114399}, journal={Sensors and Actuators A: Physical}, publisher={Elsevier
    BV}, author={Bender, Amelie}, year={2023} }'
  chicago: 'Bender, Amelie. “Model-Based Condition Monitoring of Piezoelectric Bending
    Actuators.” <i>Sensors and Actuators A: Physical</i> 357 (2023). <a href="https://doi.org/10.1016/j.sna.2023.114399">https://doi.org/10.1016/j.sna.2023.114399</a>.'
  ieee: 'A. Bender, “Model-based condition monitoring of piezoelectric bending actuators,”
    <i>Sensors and Actuators A: Physical</i>, vol. 357, Art. no. 114399, 2023, doi:
    <a href="https://doi.org/10.1016/j.sna.2023.114399">10.1016/j.sna.2023.114399</a>.'
  mla: 'Bender, Amelie. “Model-Based Condition Monitoring of Piezoelectric Bending
    Actuators.” <i>Sensors and Actuators A: Physical</i>, vol. 357, 114399, Elsevier
    BV, 2023, doi:<a href="https://doi.org/10.1016/j.sna.2023.114399">10.1016/j.sna.2023.114399</a>.'
  short: 'A. Bender, Sensors and Actuators A: Physical 357 (2023).'
date_created: 2023-05-09T09:49:44Z
date_updated: 2023-05-09T09:53:31Z
department:
- _id: '151'
doi: 10.1016/j.sna.2023.114399
intvolume: '       357'
keyword:
- Condition Monitoring
- Model-based approach Diagnostics
- Varying conditions
- Explainability
- Piezoelectric bending actuators
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://authors.elsevier.com/a/1h2WV3IC9dF7Hm
oa: '1'
publication: 'Sensors and Actuators A: Physical'
publication_identifier:
  issn:
  - 0924-4247
publication_status: published
publisher: Elsevier BV
quality_controlled: '1'
status: public
title: Model-based condition monitoring of piezoelectric bending actuators
type: journal_article
user_id: '54290'
volume: 357
year: '2023'
...
---
_id: '45793'
abstract:
- lang: eng
  text: The global megatrends of digitization and sustainability lead to new challenges
    for the design and management of technical products in industrial companies. Product
    management - as the bridge between market and company - has the task to absorb
    and combine the manifold requirements and make the right product-related decisions.
    In the process, product management is confronted with heterogeneous information,
    rapidly changing portfolio components, as well as increasing product, and organizational
    complexity. Combining and utilizing data from different sources, e.g., product
    usage data and social media data leads to promising potentials to improve the
    quality of product-related decisions. In this paper, we reinforce the need for
    data-driven product management as an interdisciplinary field of action. The state
    of data-driven product management in practice was analyzed by conducting workshops
    with six manufacturing companies and hosting a focus group meeting with experts
    from different industries. We investigate the expectations and derive requirements
    leading us to open research questions, a vision for data-driven product management,
    and a research agenda to shape future research efforts.
author:
- first_name: Khoren
  full_name: Grigoryan, Khoren
  last_name: Grigoryan
- first_name: Timm
  full_name: Fichtler, Timm
  id: '66731'
  last_name: Fichtler
  orcid: https://orcid.org/0000-0001-6034-4399
- first_name: Nick
  full_name: Schreiner, Nick
  last_name: Schreiner
- first_name: Martin
  full_name: Rabe, Martin
  last_name: Rabe
- first_name: Melina
  full_name: Panzner, Melina
  id: '72658'
  last_name: Panzner
- first_name: Arno
  full_name: Kühn, Arno
  last_name: Kühn
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
- first_name: Christian
  full_name: Koldewey, Christian
  id: '43136'
  last_name: Koldewey
  orcid: https://orcid.org/0000-0001-7992-6399
citation:
  ama: 'Grigoryan K, Fichtler T, Schreiner N, et al. Data-Driven Product Management:
    A Practitioner-Driven Research Agenda. In: <i>Procedia CIRP 33</i>. ; 2023.'
  apa: 'Grigoryan, K., Fichtler, T., Schreiner, N., Rabe, M., Panzner, M., Kühn, A.,
    Dumitrescu, R., &#38; Koldewey, C. (2023). Data-Driven Product Management: A Practitioner-Driven
    Research Agenda. <i>Procedia CIRP 33</i>. 33rd CIRP Design Conference, Sydney.'
  bibtex: '@inproceedings{Grigoryan_Fichtler_Schreiner_Rabe_Panzner_Kühn_Dumitrescu_Koldewey_2023,
    title={Data-Driven Product Management: A Practitioner-Driven Research Agenda},
    booktitle={Procedia CIRP 33}, author={Grigoryan, Khoren and Fichtler, Timm and
    Schreiner, Nick and Rabe, Martin and Panzner, Melina and Kühn, Arno and Dumitrescu,
    Roman and Koldewey, Christian}, year={2023} }'
  chicago: 'Grigoryan, Khoren, Timm Fichtler, Nick Schreiner, Martin Rabe, Melina
    Panzner, Arno Kühn, Roman Dumitrescu, and Christian Koldewey. “Data-Driven Product
    Management: A Practitioner-Driven Research Agenda.” In <i>Procedia CIRP 33</i>,
    2023.'
  ieee: 'K. Grigoryan <i>et al.</i>, “Data-Driven Product Management: A Practitioner-Driven
    Research Agenda,” presented at the 33rd CIRP Design Conference, Sydney, 2023.'
  mla: 'Grigoryan, Khoren, et al. “Data-Driven Product Management: A Practitioner-Driven
    Research Agenda.” <i>Procedia CIRP 33</i>, 2023.'
  short: 'K. Grigoryan, T. Fichtler, N. Schreiner, M. Rabe, M. Panzner, A. Kühn, R.
    Dumitrescu, C. Koldewey, in: Procedia CIRP 33, 2023.'
conference:
  location: Sydney
  name: 33rd CIRP Design Conference
date_created: 2023-06-27T13:46:45Z
date_updated: 2023-06-27T13:57:42Z
department:
- _id: '563'
- _id: '241'
keyword:
- Product Management
- Data Analytics
- Data-Driven Design
- Product-related data
- Lifecycle Data
- Tool-support
language:
- iso: eng
publication: Procedia CIRP 33
status: public
title: 'Data-Driven Product Management: A Practitioner-Driven Research Agenda'
type: conference
user_id: '66731'
year: '2023'
...
---
_id: '45812'
author:
- first_name: Leon
  full_name: Özcan, Leon
  id: '45137'
  last_name: Özcan
- first_name: Timm
  full_name: Fichtler, Timm
  id: '66731'
  last_name: Fichtler
  orcid: https://orcid.org/0000-0001-6034-4399
- first_name: Benjamin
  full_name: Kasten, Benjamin
  last_name: Kasten
- first_name: Christian
  full_name: Koldewey, Christian
  id: '43136'
  last_name: Koldewey
  orcid: https://orcid.org/0000-0001-7992-6399
- first_name: Roman
  full_name: Dumitrescu, Roman
  id: '16190'
  last_name: Dumitrescu
citation:
  ama: 'Özcan L, Fichtler T, Kasten B, Koldewey C, Dumitrescu R. Interview Study on
    Strategy Options for Platform Operation in B2B Markets. In: ; 2023.'
  apa: Özcan, L., Fichtler, T., Kasten, B., Koldewey, C., &#38; Dumitrescu, R. (2023).
    <i>Interview Study on Strategy Options for Platform Operation in B2B Markets</i>.
    ISPIM Innovation Conference, Ljubljana.
  bibtex: '@inproceedings{Özcan_Fichtler_Kasten_Koldewey_Dumitrescu_2023, title={Interview
    Study on Strategy Options for Platform Operation in B2B Markets}, author={Özcan,
    Leon and Fichtler, Timm and Kasten, Benjamin and Koldewey, Christian and Dumitrescu,
    Roman}, year={2023} }'
  chicago: Özcan, Leon, Timm Fichtler, Benjamin Kasten, Christian Koldewey, and Roman
    Dumitrescu. “Interview Study on Strategy Options for Platform Operation in B2B
    Markets,” 2023.
  ieee: L. Özcan, T. Fichtler, B. Kasten, C. Koldewey, and R. Dumitrescu, “Interview
    Study on Strategy Options for Platform Operation in B2B Markets,” presented at
    the ISPIM Innovation Conference, Ljubljana, 2023.
  mla: Özcan, Leon, et al. <i>Interview Study on Strategy Options for Platform Operation
    in B2B Markets</i>. 2023.
  short: 'L. Özcan, T. Fichtler, B. Kasten, C. Koldewey, R. Dumitrescu, in: 2023.'
conference:
  location: Ljubljana
  name: ISPIM Innovation Conference
date_created: 2023-06-28T11:18:12Z
date_updated: 2023-06-28T11:18:31Z
department:
- _id: '563'
keyword:
- Digital Platform
- Platform Strategy
- Strategic Management
- Platform Life Cycle
- Interview Study
- Business Model
- Business-to-Business
- Two-sided Market
- Multi-sided Market
language:
- iso: eng
status: public
title: Interview Study on Strategy Options for Platform Operation in B2B Markets
type: conference
user_id: '66731'
year: '2023'
...
---
_id: '34171'
abstract:
- lang: eng
  text: State estimation when only a partial model of a considered system is available
    remains a major challenge in many engineering fields. This work proposes a joint,
    square-root unscented Kalman filter to estimate states and model uncertainties
    simultaneously by linear combinations of physics-motivated library functions.
    Using a sparsity promoting approach, a selection of those linear combinations
    is chosen and thus an interpretable model can be extracted. Results indicate a
    small estimation error compared to a traditional square-root unscented Kalman
    filter and exhibit the enhancement of physically meaningful models.
author:
- first_name: Ricarda-Samantha
  full_name: Götte, Ricarda-Samantha
  id: '43992'
  last_name: Götte
- first_name: Julia
  full_name: Timmermann, Julia
  id: '15402'
  last_name: Timmermann
citation:
  ama: 'Götte R-S, Timmermann J. Estimating States and Model Uncertainties Jointly
    by a Sparsity Promoting UKF. In: <i>12th IFAC Symposium on Nonlinear Control Systems
    (NOLCOS 2022)</i>. Vol 56. ; 2023:85-90. doi:<a href="https://doi.org/10.1016/j.ifacol.2023.02.015">https://doi.org/10.1016/j.ifacol.2023.02.015</a>'
  apa: Götte, R.-S., &#38; Timmermann, J. (2023). Estimating States and Model Uncertainties
    Jointly by a Sparsity Promoting UKF. <i>12th IFAC Symposium on Nonlinear Control
    Systems (NOLCOS 2022)</i>, <i>56</i>(1), 85–90. <a href="https://doi.org/10.1016/j.ifacol.2023.02.015">https://doi.org/10.1016/j.ifacol.2023.02.015</a>
  bibtex: '@inproceedings{Götte_Timmermann_2023, title={Estimating States and Model
    Uncertainties Jointly by a Sparsity Promoting UKF}, volume={56}, DOI={<a href="https://doi.org/10.1016/j.ifacol.2023.02.015">https://doi.org/10.1016/j.ifacol.2023.02.015</a>},
    number={1}, booktitle={12th IFAC Symposium on Nonlinear Control Systems (NOLCOS
    2022)}, author={Götte, Ricarda-Samantha and Timmermann, Julia}, year={2023}, pages={85–90}
    }'
  chicago: Götte, Ricarda-Samantha, and Julia Timmermann. “Estimating States and Model
    Uncertainties Jointly by a Sparsity Promoting UKF.” In <i>12th IFAC Symposium
    on Nonlinear Control Systems (NOLCOS 2022)</i>, 56:85–90, 2023. <a href="https://doi.org/10.1016/j.ifacol.2023.02.015">https://doi.org/10.1016/j.ifacol.2023.02.015</a>.
  ieee: 'R.-S. Götte and J. Timmermann, “Estimating States and Model Uncertainties
    Jointly by a Sparsity Promoting UKF,” in <i>12th IFAC Symposium on Nonlinear Control
    Systems (NOLCOS 2022)</i>, Canberra, Australien, 2023, vol. 56, no. 1, pp. 85–90,
    doi: <a href="https://doi.org/10.1016/j.ifacol.2023.02.015">https://doi.org/10.1016/j.ifacol.2023.02.015</a>.'
  mla: Götte, Ricarda-Samantha, and Julia Timmermann. “Estimating States and Model
    Uncertainties Jointly by a Sparsity Promoting UKF.” <i>12th IFAC Symposium on
    Nonlinear Control Systems (NOLCOS 2022)</i>, vol. 56, no. 1, 2023, pp. 85–90,
    doi:<a href="https://doi.org/10.1016/j.ifacol.2023.02.015">https://doi.org/10.1016/j.ifacol.2023.02.015</a>.
  short: 'R.-S. Götte, J. Timmermann, in: 12th IFAC Symposium on Nonlinear Control
    Systems (NOLCOS 2022), 2023, pp. 85–90.'
conference:
  end_date: 2023-01-06
  location: Canberra, Australien
  name: 12th IFAC Symposium on Nonlinear Control Systems NOLCOS 2022
  start_date: 2023-01-04
date_created: 2022-12-01T07:17:00Z
date_updated: 2024-11-13T08:43:05Z
department:
- _id: '153'
- _id: '880'
doi: https://doi.org/10.1016/j.ifacol.2023.02.015
intvolume: '        56'
issue: '1'
keyword:
- joint estimation
- unscented transform
- Kalman filter
- sparsity
- data-driven
- compressed sensing
language:
- iso: eng
page: 85-90
publication: 12th IFAC Symposium on Nonlinear Control Systems (NOLCOS 2022)
quality_controlled: '1'
status: public
title: Estimating States and Model Uncertainties Jointly by a Sparsity Promoting UKF
type: conference
user_id: '43992'
volume: 56
year: '2023'
...
---
_id: '29839'
abstract:
- lang: eng
  text: 'The development of business models is a challenging task that can be supported
    with software tools. Here, existing approaches and tools do not focus on the company’s
    situation in which the development takes place (e.g., ﬁnancial resources, product
    type). To tackle this challenge, we used design science research to develop a
    situation-speciﬁc business model development approach that contains three stages:
    First, existing knowledge in terms of tasks to do (e.g., analyze competitive advantage),
    and decisions to be made (e.g., social media marketing) are stored in repositories.
    Second, the knowledge is used to compose a development method based on the company’s
    situation. Third, the development method is enacted to develop a business model.
    This demonstration paper presents a tool-support called Situational Business Model
    Developer that supports all stages of our approach. We release the tool under
    open-source and evaluate it with a case study on developing business models for
    mobile apps.'
author:
- first_name: Sebastian
  full_name: Gottschalk, Sebastian
  id: '47208'
  last_name: Gottschalk
- first_name: Enes
  full_name: Yigitbas, Enes
  id: '8447'
  last_name: Yigitbas
  orcid: 0000-0002-5967-833X
- first_name: Alexander
  full_name: Nowosad, Alexander
  last_name: Nowosad
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
citation:
  ama: 'Gottschalk S, Yigitbas E, Nowosad A, Engels G. Situational Business Model
    Developer: A Tool-support for Situation-speciﬁc Business Model Development. In:
    <i>Proceedings of the 17th International Conference on Wirtschaftsinformatik</i>.
    AIS; 2022.'
  apa: 'Gottschalk, S., Yigitbas, E., Nowosad, A., &#38; Engels, G. (2022). Situational
    Business Model Developer: A Tool-support for Situation-speciﬁc Business Model
    Development. <i>Proceedings of the 17th International Conference on Wirtschaftsinformatik</i>.
    17th International Conference on Wirtschaftsinformatik, Nuremberg.'
  bibtex: '@inproceedings{Gottschalk_Yigitbas_Nowosad_Engels_2022, title={Situational
    Business Model Developer: A Tool-support for Situation-speciﬁc Business Model
    Development}, booktitle={Proceedings of the 17th International Conference on Wirtschaftsinformatik},
    publisher={AIS}, author={Gottschalk, Sebastian and Yigitbas, Enes and Nowosad,
    Alexander and Engels, Gregor}, year={2022} }'
  chicago: 'Gottschalk, Sebastian, Enes Yigitbas, Alexander Nowosad, and Gregor Engels.
    “Situational Business Model Developer: A Tool-Support for Situation-Speciﬁc Business
    Model Development.” In <i>Proceedings of the 17th International Conference on
    Wirtschaftsinformatik</i>. AIS, 2022.'
  ieee: 'S. Gottschalk, E. Yigitbas, A. Nowosad, and G. Engels, “Situational Business
    Model Developer: A Tool-support for Situation-speciﬁc Business Model Development,”
    presented at the 17th International Conference on Wirtschaftsinformatik, Nuremberg,
    2022.'
  mla: 'Gottschalk, Sebastian, et al. “Situational Business Model Developer: A Tool-Support
    for Situation-Speciﬁc Business Model Development.” <i>Proceedings of the 17th
    International Conference on Wirtschaftsinformatik</i>, AIS, 2022.'
  short: 'S. Gottschalk, E. Yigitbas, A. Nowosad, G. Engels, in: Proceedings of the
    17th International Conference on Wirtschaftsinformatik, AIS, 2022.'
conference:
  end_date: 2022-02-23
  location: Nuremberg
  name: 17th International Conference on Wirtschaftsinformatik
  start_date: 2022-02-21
date_created: 2022-02-15T07:20:21Z
date_updated: 2022-02-15T07:26:26Z
department:
- _id: '66'
- _id: '534'
keyword:
- Business Model Development
- Situational Method Engineering
- Tool Support
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://aisel.aisnet.org/wi2022/prototype_track/prototype_track/34/
oa: '1'
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '17'
  name: 'SFB 901 - C5: SFB 901 - Subproject C5'
publication: Proceedings of the 17th International Conference on Wirtschaftsinformatik
publisher: AIS
status: public
title: 'Situational Business Model Developer: A Tool-support for Situation-speciﬁc
  Business Model Development'
type: conference
user_id: '47208'
year: '2022'
...
---
_id: '29842'
abstract:
- lang: eng
  text: To build successful software products, developers continuously have to discover
    what features the users really need. This discovery can be achieved with continuous
    experimentation, testing different software variants with distinct user groups,
    and deploying the superior variant for all users. However, existing approaches
    do not focus on explicit modeling of variants and experiments, which offers advantages
    such as traceability of decisions and combinability of experiments. Therefore,
    our vision is the provision of model-driven continuous experimentation, which
    provides the developer with a framework for structuring the experimentation process.
    For that, we introduce the overall concept, apply it to the experimentation on
    component-based software architectures and point out future research questions.
    In particular, we show the applicability by combining feature models for modeling
    the software variants, users, and experiments (i.e., model-driven) with MAPE-K
    for the adaptation (i.e., continuous experimentation) and implementing the concept
    based on the component-based Angular framework.
author:
- first_name: Sebastian
  full_name: Gottschalk, Sebastian
  id: '47208'
  last_name: Gottschalk
- first_name: Enes
  full_name: Yigitbas, Enes
  id: '8447'
  last_name: Yigitbas
  orcid: 0000-0002-5967-833X
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
citation:
  ama: 'Gottschalk S, Yigitbas E, Engels G. Model-driven Continuous Experimentation
    on Component-based Software Architectures . In: <i>Proceedings of the 18th International
    Conference on Software Architecture Companion </i>. IEEE; 2022. doi:<a href="https://doi.org/10.1109/ICSA-C54293.2022.00011">10.1109/ICSA-C54293.2022.00011</a>'
  apa: Gottschalk, S., Yigitbas, E., &#38; Engels, G. (2022). Model-driven Continuous
    Experimentation on Component-based Software Architectures . <i>Proceedings of
    the 18th International Conference on Software Architecture Companion </i>. 18th
    International Conference on Software Architecture , Hawaii. <a href="https://doi.org/10.1109/ICSA-C54293.2022.00011">https://doi.org/10.1109/ICSA-C54293.2022.00011</a>
  bibtex: '@inproceedings{Gottschalk_Yigitbas_Engels_2022, title={Model-driven Continuous
    Experimentation on Component-based Software Architectures }, DOI={<a href="https://doi.org/10.1109/ICSA-C54293.2022.00011">10.1109/ICSA-C54293.2022.00011</a>},
    booktitle={Proceedings of the 18th International Conference on Software Architecture
    Companion }, publisher={IEEE}, author={Gottschalk, Sebastian and Yigitbas, Enes
    and Engels, Gregor}, year={2022} }'
  chicago: Gottschalk, Sebastian, Enes Yigitbas, and Gregor Engels. “Model-Driven
    Continuous Experimentation on Component-Based Software Architectures .” In <i>Proceedings
    of the 18th International Conference on Software Architecture Companion </i>.
    IEEE, 2022. <a href="https://doi.org/10.1109/ICSA-C54293.2022.00011">https://doi.org/10.1109/ICSA-C54293.2022.00011</a>.
  ieee: 'S. Gottschalk, E. Yigitbas, and G. Engels, “Model-driven Continuous Experimentation
    on Component-based Software Architectures ,” presented at the 18th International
    Conference on Software Architecture , Hawaii, 2022, doi: <a href="https://doi.org/10.1109/ICSA-C54293.2022.00011">10.1109/ICSA-C54293.2022.00011</a>.'
  mla: Gottschalk, Sebastian, et al. “Model-Driven Continuous Experimentation on Component-Based
    Software Architectures .” <i>Proceedings of the 18th International Conference
    on Software Architecture Companion </i>, IEEE, 2022, doi:<a href="https://doi.org/10.1109/ICSA-C54293.2022.00011">10.1109/ICSA-C54293.2022.00011</a>.
  short: 'S. Gottschalk, E. Yigitbas, G. Engels, in: Proceedings of the 18th International
    Conference on Software Architecture Companion , IEEE, 2022.'
conference:
  end_date: 2022-03-15
  location: Hawaii
  name: '18th International Conference on Software Architecture '
  start_date: 2022-03-12
date_created: 2022-02-15T07:32:10Z
date_updated: 2022-07-04T12:34:53Z
ddc:
- '000'
department:
- _id: '66'
- _id: '534'
doi: 10.1109/ICSA-C54293.2022.00011
file:
- access_level: open_access
  content_type: application/pdf
  creator: sego
  date_created: 2022-07-04T12:33:18Z
  date_updated: 2022-07-04T12:34:52Z
  file_id: '32322'
  file_name: ICSA_CR.pdf
  file_size: 183185
  relation: main_file
file_date_updated: 2022-07-04T12:34:52Z
has_accepted_license: '1'
keyword:
- continuous experimentation
- model-driven
- component-based software architectures
- self-adaptation
language:
- iso: eng
oa: '1'
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '17'
  name: 'SFB 901 - C5: SFB 901 - Subproject C5'
publication: 'Proceedings of the 18th International Conference on Software Architecture
  Companion '
publisher: IEEE
status: public
title: 'Model-driven Continuous Experimentation on Component-based Software Architectures '
type: conference
user_id: '47208'
year: '2022'
...
---
_id: '29220'
abstract:
- lang: eng
  text: "Modern services often comprise several components, such as chained virtual
    network functions, microservices, or\r\nmachine learning functions. Providing
    such services requires to decide how often to instantiate each component, where
    to place these instances in the network, how to chain them and route traffic through
    them. \r\nTo overcome limitations of conventional, hardwired heuristics, deep
    reinforcement learning (DRL) approaches for self-learning network and service
    management have emerged recently. These model-free DRL approaches are more flexible
    but typically learn tabula rasa, i.e., disregard existing understanding of networks,
    services, and their coordination. \r\n\r\nInstead, we propose FutureCoord, a novel
    model-based AI approach that leverages existing understanding of networks and
    services for more efficient and effective coordination without time-intensive
    training. FutureCoord combines Monte Carlo Tree Search with a stochastic traffic
    model. This allows FutureCoord to estimate the impact of future incoming traffic
    and effectively optimize long-term effects, taking fluctuating demand and Quality
    of Service (QoS) requirements into account. Our extensive evaluation based on
    real-world network topologies, services, and traffic traces indicates that FutureCoord
    clearly outperforms state-of-the-art model-free and model-based approaches with
    up to 51% higher flow success ratios."
author:
- first_name: Stefan
  full_name: Werner, Stefan
  last_name: Werner
- first_name: Stefan Balthasar
  full_name: Schneider, Stefan Balthasar
  id: '35343'
  last_name: Schneider
  orcid: 0000-0001-8210-4011
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Werner S, Schneider SB, Karl H. Use What You Know: Network and Service Coordination
    Beyond Certainty. In: <i>IEEE/IFIP Network Operations and Management Symposium
    (NOMS)</i>. IEEE; 2022.'
  apa: 'Werner, S., Schneider, S. B., &#38; Karl, H. (2022). Use What You Know: Network
    and Service Coordination Beyond Certainty. <i>IEEE/IFIP Network Operations and
    Management Symposium (NOMS)</i>. IEEE/IFIP Network Operations and Management Symposium
    (NOMS), Budapest.'
  bibtex: '@inproceedings{Werner_Schneider_Karl_2022, title={Use What You Know: Network
    and Service Coordination Beyond Certainty}, booktitle={IEEE/IFIP Network Operations
    and Management Symposium (NOMS)}, publisher={IEEE}, author={Werner, Stefan and
    Schneider, Stefan Balthasar and Karl, Holger}, year={2022} }'
  chicago: 'Werner, Stefan, Stefan Balthasar Schneider, and Holger Karl. “Use What
    You Know: Network and Service Coordination Beyond Certainty.” In <i>IEEE/IFIP
    Network Operations and Management Symposium (NOMS)</i>. IEEE, 2022.'
  ieee: 'S. Werner, S. B. Schneider, and H. Karl, “Use What You Know: Network and
    Service Coordination Beyond Certainty,” presented at the IEEE/IFIP Network Operations
    and Management Symposium (NOMS), Budapest, 2022.'
  mla: 'Werner, Stefan, et al. “Use What You Know: Network and Service Coordination
    Beyond Certainty.” <i>IEEE/IFIP Network Operations and Management Symposium (NOMS)</i>,
    IEEE, 2022.'
  short: 'S. Werner, S.B. Schneider, H. Karl, in: IEEE/IFIP Network Operations and
    Management Symposium (NOMS), IEEE, 2022.'
conference:
  end_date: 2022-04-29
  location: Budapest
  name: IEEE/IFIP Network Operations and Management Symposium (NOMS)
  start_date: 2022-04-25
date_created: 2022-01-11T08:43:26Z
date_updated: 2022-01-11T08:44:04Z
ddc:
- '004'
department:
- _id: '75'
file:
- access_level: open_access
  content_type: application/pdf
  creator: stschn
  date_created: 2022-01-11T08:39:57Z
  date_updated: 2022-01-11T08:39:57Z
  file_id: '29222'
  file_name: author_version.pdf
  file_size: 528653
  relation: main_file
file_date_updated: 2022-01-11T08:39:57Z
has_accepted_license: '1'
keyword:
- network management
- service management
- AI
- Monte Carlo Tree Search
- model-based
- QoS
language:
- iso: eng
oa: '1'
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '16'
  name: 'SFB 901 - C4: SFB 901 - Subproject C4'
publication: IEEE/IFIP Network Operations and Management Symposium (NOMS)
publisher: IEEE
quality_controlled: '1'
status: public
title: 'Use What You Know: Network and Service Coordination Beyond Certainty'
type: conference
user_id: '35343'
year: '2022'
...
---
_id: '33500'
abstract:
- lang: eng
  text: 'This article is dedicated to piezoelectric ultrasonic power transducers that
    differ to well known medical ultrasonic diagnostic apparatus or non destructive
    testing devices by the level of power in use; typically several tens of up to
    more than thousand watts are used in a multitude of different applications. After
    a short introduction including historical development, the first focus is on theoretical
    background of the operating principle, design and mechanical modeling. As piezoelectric
    elements transform electrical to mechanical energy and vice versa, equivalent
    circuit modeling is also described. After that, sample applications are delineated
    by the matter wherein ultrasound generates unique effects: incredible high pressure
    level as well in air as in water, micro-bubbles generating temperature peaks for
    very short time instances in fluids, acoustoplastic effect, enhancement of diffusion
    and recrystallization in solids, friction manipulation, incremental deformation
    and micro-cracking of surfaces, or even generation of macroscopic movements in
    motors. At the end, some future directions ranging from novel modeling approaches
    to advanced control and new materials are addressed.'
author:
- first_name: Tobias
  full_name: Hemsel, Tobias
  id: '210'
  last_name: Hemsel
- first_name: Jens
  full_name: Twiefel, Jens
  last_name: Twiefel
citation:
  ama: 'Hemsel T, Twiefel J. Piezoelectric Ultrasonic Power Transducers. In: <i>Reference
    Module in Materials Science and Materials Engineering</i>. Elsevier; 2022. doi:<a
    href="https://doi.org/10.1016/b978-0-12-819728-8.00047-4">10.1016/b978-0-12-819728-8.00047-4</a>'
  apa: Hemsel, T., &#38; Twiefel, J. (2022). Piezoelectric Ultrasonic Power Transducers.
    In <i>Reference Module in Materials Science and Materials Engineering</i>. Elsevier.
    <a href="https://doi.org/10.1016/b978-0-12-819728-8.00047-4">https://doi.org/10.1016/b978-0-12-819728-8.00047-4</a>
  bibtex: '@inbook{Hemsel_Twiefel_2022, title={Piezoelectric Ultrasonic Power Transducers},
    DOI={<a href="https://doi.org/10.1016/b978-0-12-819728-8.00047-4">10.1016/b978-0-12-819728-8.00047-4</a>},
    booktitle={Reference Module in Materials Science and Materials Engineering}, publisher={Elsevier},
    author={Hemsel, Tobias and Twiefel, Jens}, year={2022} }'
  chicago: Hemsel, Tobias, and Jens Twiefel. “Piezoelectric Ultrasonic Power Transducers.”
    In <i>Reference Module in Materials Science and Materials Engineering</i>. Elsevier,
    2022. <a href="https://doi.org/10.1016/b978-0-12-819728-8.00047-4">https://doi.org/10.1016/b978-0-12-819728-8.00047-4</a>.
  ieee: T. Hemsel and J. Twiefel, “Piezoelectric Ultrasonic Power Transducers,” in
    <i>Reference Module in Materials Science and Materials Engineering</i>, Elsevier,
    2022.
  mla: Hemsel, Tobias, and Jens Twiefel. “Piezoelectric Ultrasonic Power Transducers.”
    <i>Reference Module in Materials Science and Materials Engineering</i>, Elsevier,
    2022, doi:<a href="https://doi.org/10.1016/b978-0-12-819728-8.00047-4">10.1016/b978-0-12-819728-8.00047-4</a>.
  short: 'T. Hemsel, J. Twiefel, in: Reference Module in Materials Science and Materials
    Engineering, Elsevier, 2022.'
date_created: 2022-09-30T09:35:16Z
date_updated: 2022-09-30T09:41:47Z
department:
- _id: '151'
doi: 10.1016/b978-0-12-819728-8.00047-4
keyword:
- Equivalent circuit model
- Langevin transducer
- Lumped parameter model
- Piezoelectric transducer
- Ultrasonic processes
- Ultrasound
language:
- iso: eng
main_file_link:
- url: https://www.sciencedirect.com/science/article/pii/B9780128197288000474
publication: Reference Module in Materials Science and Materials Engineering
publication_identifier:
  isbn:
  - 978-0-12-803581-8
publication_status: published
publisher: Elsevier
quality_controlled: '1'
status: public
title: Piezoelectric Ultrasonic Power Transducers
type: book_chapter
user_id: '210'
year: '2022'
...
---
_id: '36462'
abstract:
- lang: eng
  text: The conduction of structure-borne sound through joints causes energy dissipation.
    The sound reduction index describes this energy loss as a level decrease in the
    particle velocity across series-connected damping elements for which the superposition
    principle applies. This simple model can help to develop a testing method for
    joints based on this characteristic energy loss. In this paper, this model is
    experimentally evaluated for multiple in-series clinched aluminium sheets. Samples
    connected by several clinch points arranged in parallel are investigated experimentally,
    and the results are discussed.
author:
- first_name: Richard
  full_name: Stephan, Richard
  last_name: Stephan
- first_name: Alexander
  full_name: Brosius, Alexander
  last_name: Brosius
citation:
  ama: 'Stephan R, Brosius A. Experimental Measurement Method and Evaluation of an
    Analytical Approach for Sound Conduction through Multiple Clinched Sheets. In:
    <i>The 28th Saxon Conference on Forming Technology SFU and the 7th International
    Conference on Accuracy in Forming Technology ICAFT</i>. MDPI; 2022. doi:<a href="https://doi.org/10.3390/engproc2022026025">10.3390/engproc2022026025</a>'
  apa: Stephan, R., &#38; Brosius, A. (2022). Experimental Measurement Method and
    Evaluation of an Analytical Approach for Sound Conduction through Multiple Clinched
    Sheets. <i>The 28th Saxon Conference on Forming Technology SFU and the 7th International
    Conference on Accuracy in Forming Technology ICAFT</i>. <a href="https://doi.org/10.3390/engproc2022026025">https://doi.org/10.3390/engproc2022026025</a>
  bibtex: '@inproceedings{Stephan_Brosius_2022, title={Experimental Measurement Method
    and Evaluation of an Analytical Approach for Sound Conduction through Multiple
    Clinched Sheets}, DOI={<a href="https://doi.org/10.3390/engproc2022026025">10.3390/engproc2022026025</a>},
    booktitle={The 28th Saxon Conference on Forming Technology SFU and the 7th International
    Conference on Accuracy in Forming Technology ICAFT}, publisher={MDPI}, author={Stephan,
    Richard and Brosius, Alexander}, year={2022} }'
  chicago: Stephan, Richard, and Alexander Brosius. “Experimental Measurement Method
    and Evaluation of an Analytical Approach for Sound Conduction through Multiple
    Clinched Sheets.” In <i>The 28th Saxon Conference on Forming Technology SFU and
    the 7th International Conference on Accuracy in Forming Technology ICAFT</i>.
    MDPI, 2022. <a href="https://doi.org/10.3390/engproc2022026025">https://doi.org/10.3390/engproc2022026025</a>.
  ieee: 'R. Stephan and A. Brosius, “Experimental Measurement Method and Evaluation
    of an Analytical Approach for Sound Conduction through Multiple Clinched Sheets,”
    2022, doi: <a href="https://doi.org/10.3390/engproc2022026025">10.3390/engproc2022026025</a>.'
  mla: Stephan, Richard, and Alexander Brosius. “Experimental Measurement Method and
    Evaluation of an Analytical Approach for Sound Conduction through Multiple Clinched
    Sheets.” <i>The 28th Saxon Conference on Forming Technology SFU and the 7th International
    Conference on Accuracy in Forming Technology ICAFT</i>, MDPI, 2022, doi:<a href="https://doi.org/10.3390/engproc2022026025">10.3390/engproc2022026025</a>.
  short: 'R. Stephan, A. Brosius, in: The 28th Saxon Conference on Forming Technology
    SFU and the 7th International Conference on Accuracy in Forming Technology ICAFT,
    MDPI, 2022.'
date_created: 2023-01-12T13:55:07Z
date_updated: 2023-01-12T13:58:49Z
department:
- _id: '630'
doi: 10.3390/engproc2022026025
keyword:
- clinching
- mechanical joining
- damping
- model
- evaluation
- dynamics
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.mdpi.com/2673-4591/26/1/25
oa: '1'
project:
- _id: '130'
  grant_number: '418701707'
  name: 'TRR 285: TRR 285'
- _id: '133'
  name: 'TRR 285 - C: TRR 285 - Project Area C'
- _id: '148'
  name: 'TRR 285 – C04: TRR 285 - Subproject C04'
publication: The 28th Saxon Conference on Forming Technology SFU and the 7th International
  Conference on Accuracy in Forming Technology ICAFT
publication_status: published
publisher: MDPI
status: public
title: Experimental Measurement Method and Evaluation of an Analytical Approach for
  Sound Conduction through Multiple Clinched Sheets
type: conference
user_id: '7850'
year: '2022'
...
---
_id: '33839'
abstract:
- lang: eng
  text: Modeling is an integral part of many computing-related disciplines and thus
    also represents a curricular core component in computing education in tertiary
    education. Competence models in which modeling is integrated at least to some
    extent already exist in some of these disciplines. However, for the core component
    of graphical modeling, a competence model that illuminates the relevant competences
    in detail is still lacking. Therefore, we develop a competence model for graphical
    modeling with the aim to make teaching and especially assessments in the field
    more competence-oriented. This paper reports on the first two studies conducted
    to develop and validate the competence model for graphical modeling. In the first
    study, the structure of the competence model was developed based on theories and
    approaches of educational science. Competences relevant for graphical modeling
    were deductively derived from literature and existing university course descriptions
    using techniques of qualitative content analysis. The result of the first study
    is a preliminary competence model. In the second study, the preliminary competence
    model was reviewed by means of an expert rating in the modeling community. The
    competence model was revised and refined based on these findings and subsequent
    expert discussions. The main result of the investigation represents the competence
    model for graphical modeling (CMGM), which includes a total of 74 competence facets
    at different cognitive process levels in the five content areas of ”model understanding
    and interpreting”, ”model building and modifying”, ”values, attitudes, and beliefs”,
    ”metacognitive knowledge and skills”, and ”social-communicative skills”.
article_number: '15'
article_type: original
author:
- first_name: Chantal
  full_name: Soyka, Chantal
  id: '83964'
  last_name: Soyka
  orcid: https://orcid.org/0000-0002-4881-5378
- first_name: Niclas
  full_name: Schaper, Niclas
  last_name: Schaper
- first_name: Elena
  full_name: Bender, Elena
  last_name: Bender
- first_name: Michael
  full_name: Striewe, Michael
  last_name: Striewe
- first_name: Meike
  full_name: Ullrich, Meike
  last_name: Ullrich
citation:
  ama: Soyka C, Schaper N, Bender E, Striewe M, Ullrich M. Toward a Competence Model
    for Graphical Modeling. <i>ACM Transactions on Computing Education</i>. 2022;23(1).
    doi:<a href="https://doi.org/10.1145/3567598">10.1145/3567598</a>
  apa: Soyka, C., Schaper, N., Bender, E., Striewe, M., &#38; Ullrich, M. (2022).
    Toward a Competence Model for Graphical Modeling. <i>ACM Transactions on Computing
    Education</i>, <i>23</i>(1), Article 15. <a href="https://doi.org/10.1145/3567598">https://doi.org/10.1145/3567598</a>
  bibtex: '@article{Soyka_Schaper_Bender_Striewe_Ullrich_2022, title={Toward a Competence
    Model for Graphical Modeling}, volume={23}, DOI={<a href="https://doi.org/10.1145/3567598">10.1145/3567598</a>},
    number={115}, journal={ACM Transactions on Computing Education}, publisher={Association
    for Computing Machinery}, author={Soyka, Chantal and Schaper, Niclas and Bender,
    Elena and Striewe, Michael and Ullrich, Meike}, year={2022} }'
  chicago: Soyka, Chantal, Niclas Schaper, Elena Bender, Michael Striewe, and Meike
    Ullrich. “Toward a Competence Model for Graphical Modeling.” <i>ACM Transactions
    on Computing Education</i> 23, no. 1 (2022). <a href="https://doi.org/10.1145/3567598">https://doi.org/10.1145/3567598</a>.
  ieee: 'C. Soyka, N. Schaper, E. Bender, M. Striewe, and M. Ullrich, “Toward a Competence
    Model for Graphical Modeling,” <i>ACM Transactions on Computing Education</i>,
    vol. 23, no. 1, Art. no. 15, 2022, doi: <a href="https://doi.org/10.1145/3567598">10.1145/3567598</a>.'
  mla: Soyka, Chantal, et al. “Toward a Competence Model for Graphical Modeling.”
    <i>ACM Transactions on Computing Education</i>, vol. 23, no. 1, 15, Association
    for Computing Machinery, 2022, doi:<a href="https://doi.org/10.1145/3567598">10.1145/3567598</a>.
  short: C. Soyka, N. Schaper, E. Bender, M. Striewe, M. Ullrich, ACM Transactions
    on Computing Education 23 (2022).
date_created: 2022-10-20T12:58:12Z
date_updated: 2023-01-18T10:08:08Z
department:
- _id: '423'
doi: 10.1145/3567598
intvolume: '        23'
issue: '1'
keyword:
- graphical modeling
- conceptual modeling
- computer science
- competence model
- higher education
language:
- iso: eng
publication: ACM Transactions on Computing Education
publication_status: published
publisher: Association for Computing Machinery
quality_controlled: '1'
status: public
title: Toward a Competence Model for Graphical Modeling
type: journal_article
user_id: '83964'
volume: 23
year: '2022'
...
---
_id: '32174'
abstract:
- lang: eng
  text: <jats:title>Abstract</jats:title><jats:p>Increasing system complexity can
    be controlled by using systems engineering processes. INCOSE defines processes
    with inputs and outputs (artifacts) for this purpose. Specific SE roles are used
    to organize the tasks of the processes within the company. In this work, the responsibilities
    for artifacts are evaluated by means of the RACI scheme and examined by a cluster
    analysis and discussed for a SE transformation project with a German automotive
    OEM. As a result of the study, the optimal composition for systems engineering
    teams is identified and the systems engineering roles are prioritized.</jats:p>
article_type: original
author:
- first_name: Iris
  full_name: Gräßler, Iris
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Henrik
  full_name: Thiele, Henrik
  id: '33419'
  last_name: Thiele
- first_name: Benedikt
  full_name: Grewe, Benedikt
  id: '52359'
  last_name: Grewe
- first_name: Michael
  full_name: Hieb, Michael
  id: '72252'
  last_name: Hieb
citation:
  ama: Gräßler I, Thiele H, Grewe B, Hieb M. Responsibility Assignment in Systems
    Engineering. <i>Proceedings of the Design Society</i>. 2022;2:1875-1884. doi:<a
    href="https://doi.org/10.1017/pds.2022.190">10.1017/pds.2022.190</a>
  apa: Gräßler, I., Thiele, H., Grewe, B., &#38; Hieb, M. (2022). Responsibility Assignment
    in Systems Engineering. <i>Proceedings of the Design Society</i>, <i>2</i>, 1875–1884.
    <a href="https://doi.org/10.1017/pds.2022.190">https://doi.org/10.1017/pds.2022.190</a>
  bibtex: '@article{Gräßler_Thiele_Grewe_Hieb_2022, title={Responsibility Assignment
    in Systems Engineering}, volume={2}, DOI={<a href="https://doi.org/10.1017/pds.2022.190">10.1017/pds.2022.190</a>},
    journal={Proceedings of the Design Society}, publisher={Cambridge University Press
    (CUP)}, author={Gräßler, Iris and Thiele, Henrik and Grewe, Benedikt and Hieb,
    Michael}, year={2022}, pages={1875–1884} }'
  chicago: 'Gräßler, Iris, Henrik Thiele, Benedikt Grewe, and Michael Hieb. “Responsibility
    Assignment in Systems Engineering.” <i>Proceedings of the Design Society</i> 2
    (2022): 1875–84. <a href="https://doi.org/10.1017/pds.2022.190">https://doi.org/10.1017/pds.2022.190</a>.'
  ieee: 'I. Gräßler, H. Thiele, B. Grewe, and M. Hieb, “Responsibility Assignment
    in Systems Engineering,” <i>Proceedings of the Design Society</i>, vol. 2, pp.
    1875–1884, 2022, doi: <a href="https://doi.org/10.1017/pds.2022.190">10.1017/pds.2022.190</a>.'
  mla: Gräßler, Iris, et al. “Responsibility Assignment in Systems Engineering.” <i>Proceedings
    of the Design Society</i>, vol. 2, Cambridge University Press (CUP), 2022, pp.
    1875–84, doi:<a href="https://doi.org/10.1017/pds.2022.190">10.1017/pds.2022.190</a>.
  short: I. Gräßler, H. Thiele, B. Grewe, M. Hieb, Proceedings of the Design Society
    2 (2022) 1875–1884.
conference:
  end_date: 2022-05-26
  location: Dubrovnik
  name: 17th International DESIGN Conference
  start_date: 2022-05-23
date_created: 2022-06-27T07:51:41Z
date_updated: 2023-01-24T08:41:31Z
ddc:
- '620'
department:
- _id: '152'
doi: 10.1017/pds.2022.190
file:
- access_level: closed
  content_type: application/pdf
  creator: hthiele
  date_created: 2022-06-27T07:56:35Z
  date_updated: 2022-06-27T07:56:35Z
  file_id: '32175'
  file_name: responsibility-assignment-in-systems-engineering.pdf
  file_size: 787640
  relation: main_file
  success: 1
file_date_updated: 2022-06-27T07:56:35Z
has_accepted_license: '1'
intvolume: '         2'
keyword:
- systems engineering (SE)
- project management
- model-based systems engineering (MBSE)
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.cambridge.org/core/journals/proceedings-of-the-design-society/article/responsibility-assignment-in-systems-engineering/07269DA1B1160C17AF0E0BE6035FD1A2
oa: '1'
page: 1875-1884
publication: Proceedings of the Design Society
publication_identifier:
  issn:
  - 2732-527X
publication_status: published
publisher: Cambridge University Press (CUP)
quality_controlled: '1'
status: public
title: Responsibility Assignment in Systems Engineering
type: journal_article
user_id: '72252'
volume: 2
year: '2022'
...
---
_id: '32307'
abstract:
- lang: eng
  text: "The development of new business models is essential for startups to become
    successful, as well as  for established companies to explore new business opportunities.
    However, developing such business models is a continuous challenging activity
    where different tasks need to be performed, and business decisions need to be
    made. Both have to fit the constantly changeable situation in which the business
    model is developed to reduce the risk of developing ineffective business models
    with low market penetration. Therefore, a method for developing situation-specific
    business models is needed. As a solution, we refine the concept of situational
    method engineering (SME) to business model development. SME, in turn, provides
    means to construct situation-specific development methods out of fragments from
    a method repository.\r\n\r\nWe develop a concept for the continuous situation-specific
    development of business models based on design science. The approach uses the
    roles of a domain expert,  a method engineer, and a business developer together
    with a repository with method fragments for developing business models and a repository
    with modeling artifacts for supporting the development. Both repositories are
    filled by utilizing the experience of domain experts. Out of these repositories,
    situation-specific development methods for developing business models can be continuously
    composed based on the changeable situation by the method engineer and enacted
    by the business developer. We implement it as an open-source tool and evaluate
    its applicability in an industrial case study of developing a business model for
    a local event platform. Our results show that situation awareness supports the
    continuous development of business models."
author:
- first_name: Sebastian
  full_name: Gottschalk, Sebastian
  id: '47208'
  last_name: Gottschalk
- first_name: Enes
  full_name: Yigitbas, Enes
  id: '8447'
  last_name: Yigitbas
  orcid: 0000-0002-5967-833X
- first_name: Alexander
  full_name: Nowosad, Alexander
  last_name: Nowosad
- first_name: Gregor
  full_name: Engels, Gregor
  id: '107'
  last_name: Engels
citation:
  ama: 'Gottschalk S, Yigitbas E, Nowosad A, Engels G. Continuous Situation-specific
    Development of Business Models: Knowledge Provision, Method Composition, Method
    Enactment. <i>International Journal on Software and Systems Modeling (SoSyM) </i>.
    Published online 2022.'
  apa: 'Gottschalk, S., Yigitbas, E., Nowosad, A., &#38; Engels, G. (2022). Continuous
    Situation-specific Development of Business Models: Knowledge Provision, Method
    Composition, Method Enactment. <i>International Journal on Software and Systems
    Modeling (SoSyM) </i>.'
  bibtex: '@article{Gottschalk_Yigitbas_Nowosad_Engels_2022, title={Continuous Situation-specific
    Development of Business Models: Knowledge Provision, Method Composition, Method
    Enactment}, journal={International Journal on Software and Systems Modeling (SoSyM)
    }, author={Gottschalk, Sebastian and Yigitbas, Enes and Nowosad, Alexander and
    Engels, Gregor}, year={2022} }'
  chicago: 'Gottschalk, Sebastian, Enes Yigitbas, Alexander Nowosad, and Gregor Engels.
    “Continuous Situation-Specific Development of Business Models: Knowledge Provision,
    Method Composition, Method Enactment.” <i>International Journal on Software and
    Systems Modeling (SoSyM) </i>, 2022.'
  ieee: 'S. Gottschalk, E. Yigitbas, A. Nowosad, and G. Engels, “Continuous Situation-specific
    Development of Business Models: Knowledge Provision, Method Composition, Method
    Enactment,” <i>International Journal on Software and Systems Modeling (SoSyM)
    </i>, 2022.'
  mla: 'Gottschalk, Sebastian, et al. “Continuous Situation-Specific Development of
    Business Models: Knowledge Provision, Method Composition, Method Enactment.” <i>International
    Journal on Software and Systems Modeling (SoSyM) </i>, 2022.'
  short: S. Gottschalk, E. Yigitbas, A. Nowosad, G. Engels, International Journal
    on Software and Systems Modeling (SoSyM)  (2022).
date_created: 2022-07-01T08:08:03Z
date_updated: 2023-03-14T09:58:52Z
department:
- _id: '66'
- _id: '534'
keyword:
- Business Model Development
- Situational Method Engineering
- Situation-specific
- Business Model Canvas
- Continuous Development
language:
- iso: eng
project:
- _id: '1'
  name: 'SFB 901: SFB 901'
- _id: '4'
  name: 'SFB 901 - C: SFB 901 - Project Area C'
- _id: '17'
  name: 'SFB 901 - C5: SFB 901 - Subproject C5'
publication: 'International Journal on Software and Systems Modeling (SoSyM) '
status: public
title: 'Continuous Situation-specific Development of Business Models: Knowledge Provision,
  Method Composition, Method Enactment'
type: journal_article
user_id: '8447'
year: '2022'
...
---
_id: '43433'
abstract:
- lang: ger
  text: 'Ziel dieser Studie ist es den digitalen moodlegestützten asynchronen Sprachkurs
    Fachspezifisches Chinesisch für das „Maschinenbau in China Programm“ (mb-cn) der
    Fakultät für Maschinenbau der Universität Paderborn zu evaluieren, um Handlungsempfehlungen
    für zukünftig ähnlich aufgebaute Projekte zu entwickeln. Dazu wurden im Sommersemester
    2021 sechs leitfadengestützte Interviews geführt. Die Interviews wurden anschließend
    mithilfe von deduktiv ermittelten Kategorien, die sich aus dem Technology Acceptance
    Model 2 (TAM2) nach Venkatesh und Davis (2000) ergaben, nach Mayring (2015) analysiert,
    um abschließend die Forschungsfrage zu beantworten: „Wie bewerten mb-cn Ingenieurstudierende
    die wahrgenommene Nützlichkeit der digitalen Sprachlernangebote des Kurses Fachspezifisches
    Chinesisch?“.'
alternative_title:
- Evaluation of a digital subject-specific chinese language course for engineering
  students
article_type: original
author:
- first_name: Dennis
  full_name: Hambach, Dennis
  id: '32850'
  last_name: Hambach
citation:
  ama: Hambach D. Evaluation eines digitalen Fachspezifischen Chinesischsprachkurses
    für Studierende des Ingenieurwesens. <i> die hochschullehre Interdisziplinäre
    Zeitschrift für Hochschule und Lehre</i>. 2022;(8):1-15. doi:<a href="https://doi.org/10.3278/HSL2249W">10.3278/HSL2249W</a>
  apa: Hambach, D. (2022). Evaluation eines digitalen Fachspezifischen Chinesischsprachkurses
    für Studierende des Ingenieurwesens. <i> die hochschullehre. Interdisziplinäre
    Zeitschrift für Hochschule und Lehre</i>, <i>8</i>, 1–15. <a href="https://doi.org/10.3278/HSL2249W">https://doi.org/10.3278/HSL2249W</a>
  bibtex: '@article{Hambach_2022, title={Evaluation eines digitalen Fachspezifischen
    Chinesischsprachkurses für Studierende des Ingenieurwesens}, DOI={<a href="https://doi.org/10.3278/HSL2249W">10.3278/HSL2249W</a>},
    number={8}, journal={ die hochschullehre. Interdisziplinäre Zeitschrift für Hochschule
    und Lehre}, publisher={wbv Publikation}, author={Hambach, Dennis}, year={2022},
    pages={1–15} }'
  chicago: 'Hambach, Dennis. “Evaluation eines digitalen Fachspezifischen Chinesischsprachkurses
    für Studierende des Ingenieurwesens.” <i> die hochschullehre. Interdisziplinäre
    Zeitschrift für Hochschule und Lehre</i>, no. 8 (2022): 1–15. <a href="https://doi.org/10.3278/HSL2249W">https://doi.org/10.3278/HSL2249W</a>.'
  ieee: 'D. Hambach, “Evaluation eines digitalen Fachspezifischen Chinesischsprachkurses
    für Studierende des Ingenieurwesens,” <i> die hochschullehre. Interdisziplinäre
    Zeitschrift für Hochschule und Lehre</i>, no. 8, pp. 1–15, 2022, doi: <a href="https://doi.org/10.3278/HSL2249W">10.3278/HSL2249W</a>.'
  mla: Hambach, Dennis. “Evaluation eines digitalen Fachspezifischen Chinesischsprachkurses
    für Studierende des Ingenieurwesens.” <i> die hochschullehre. Interdisziplinäre
    Zeitschrift für Hochschule und Lehre</i>, no. 8, wbv Publikation, 2022, pp. 1–15,
    doi:<a href="https://doi.org/10.3278/HSL2249W">10.3278/HSL2249W</a>.
  short: D. Hambach,  die hochschullehre. Interdisziplinäre Zeitschrift für Hochschule
    und Lehre (2022) 1–15.
date_created: 2023-04-06T09:59:20Z
date_updated: 2023-04-27T08:59:48Z
ddc:
- '490'
department:
- _id: '669'
- _id: '146'
- _id: '398'
doi: 10.3278/HSL2249W
has_accepted_license: '1'
issue: '8'
keyword:
- Technology Acceptance Model
- Fachspezifische Chinesischsprachkurse
- digitale Lehre
- Moodle
- Evaluation
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://www.wbv.de/shop/Evaluation-eines-digitalen-Fachspezifischen-Chinesischsprachkurses-fuer-Studierende-des-Ingenieurwesens-HSL2249W
oa: '1'
page: 1-15
publication: ' die hochschullehre. Interdisziplinäre Zeitschrift für Hochschule und
  Lehre'
publication_status: published
publisher: wbv Publikation
quality_controlled: '1'
status: public
title: Evaluation eines digitalen Fachspezifischen Chinesischsprachkurses für Studierende
  des Ingenieurwesens
type: journal_article
user_id: '32850'
year: '2022'
...
---
_id: '51343'
abstract:
- lang: eng
  text: This paper presents preliminary work on the formalization of three prominent
    cognitive biases in the diagnostic reasoning process over epileptic seizures,
    psychogenic seizures and syncopes. Diagnostic reasoning is understood as iterative
    exploration of medical evidence. This exploration is represented as a partially
    observable Markov decision process where the state (i.e., the correct diagnosis)
    is uncertain. Observation likelihoods and belief updates are computed using a
    Bayesian network which defines the interrelation between medical risk factors,
    diagnoses and potential findings. The decision problem is solved via partially
    observable upper confidence bounds for trees in Monte-Carlo planning. We compute
    a biased diagnostic exploration policy by altering the generated state transition,
    observation and reward during look ahead simulations. The resulting diagnostic
    policies reproduce reasoning errors which have only been described informally
    in the medical literature. We plan to use this formal representation in the future
    to inversely detect and classify biased reasoning in actual diagnostic trajectories
    obtained from physicians.
author:
- first_name: Dominik
  full_name: Battefeld, Dominik
  id: '91864'
  last_name: Battefeld
  orcid: 0000-0002-5480-0594
- first_name: Stefan
  full_name: Kopp, Stefan
  last_name: Kopp
citation:
  ama: 'Battefeld D, Kopp S. Formalizing cognitive biases in medical diagnostic reasoning.
    In: <i>Proceedings of the 8th Workshop on Formal and Cognitive Reasoning</i>.
    ; 2022.'
  apa: Battefeld, D., &#38; Kopp, S. (2022). Formalizing cognitive biases in medical
    diagnostic reasoning. <i>Proceedings of the 8th Workshop on Formal and Cognitive
    Reasoning</i>. 8th Workshop on Formal and Cognitive Reasoning (FCR), Trier.
  bibtex: '@inproceedings{Battefeld_Kopp_2022, title={Formalizing cognitive biases
    in medical diagnostic reasoning}, booktitle={Proceedings of the 8th Workshop on
    Formal and Cognitive Reasoning}, author={Battefeld, Dominik and Kopp, Stefan},
    year={2022} }'
  chicago: Battefeld, Dominik, and Stefan Kopp. “Formalizing Cognitive Biases in Medical
    Diagnostic Reasoning.” In <i>Proceedings of the 8th Workshop on Formal and Cognitive
    Reasoning</i>, 2022.
  ieee: D. Battefeld and S. Kopp, “Formalizing cognitive biases in medical diagnostic
    reasoning,” presented at the 8th Workshop on Formal and Cognitive Reasoning (FCR),
    Trier, 2022.
  mla: Battefeld, Dominik, and Stefan Kopp. “Formalizing Cognitive Biases in Medical
    Diagnostic Reasoning.” <i>Proceedings of the 8th Workshop on Formal and Cognitive
    Reasoning</i>, 2022.
  short: 'D. Battefeld, S. Kopp, in: Proceedings of the 8th Workshop on Formal and
    Cognitive Reasoning, 2022.'
conference:
  end_date: 2022-09-23
  location: Trier
  name: 8th Workshop on Formal and Cognitive Reasoning (FCR)
  start_date: '2022-09-19 '
date_created: 2024-02-14T09:06:04Z
date_updated: 2024-10-31T10:00:01Z
ddc:
- '000'
department:
- _id: '660'
file:
- access_level: closed
  content_type: application/pdf
  creator: doba2
  date_created: 2024-10-31T09:59:46Z
  date_updated: 2024-10-31T09:59:46Z
  file_id: '56846'
  file_name: paper8.pdf
  file_size: 261528
  relation: main_file
  success: 1
file_date_updated: 2024-10-31T09:59:46Z
has_accepted_license: '1'
keyword:
- Diagnostic reasoning
- Cognitive bias
- Cognitive model
- POMDP
- Bayesian network
- Epilepsy
- CDSS
language:
- iso: eng
project:
- _id: '128'
  name: 'TRR 318 - C5: TRR 318 - Subproject C5'
publication: Proceedings of the 8th Workshop on Formal and Cognitive Reasoning
quality_controlled: '1'
status: public
title: Formalizing cognitive biases in medical diagnostic reasoning
type: conference
user_id: '91864'
year: '2022'
...
---
_id: '26539'
abstract:
- lang: eng
  text: In control design most control strategies are model-based and require accurate
    models to be applied successfully. Due to simplifications and the model-reality-gap
    physics-derived models frequently exhibit deviations from real-world-systems.
    Likewise, purely data-driven methods often do not generalise well enough and may
    violate physical laws. Recently Physics-Guided Neural Networks (PGNN) and physics-inspired
    loss functions separately have shown promising results to conquer these drawbacks.
    In this contribution we extend existing methods towards the identification of
    non-autonomous systems and propose a combined approach PGNN-L, which uses a PGNN
    and a physics-inspired loss term (-L) to successfully identify the system's dynamics,
    while maintaining the consistency with physical laws. The proposed method is demonstrated
    on two real-world nonlinear systems and outperforms existing techniques regarding
    complexity and reliability.
author:
- first_name: Ricarda-Samantha
  full_name: Götte, Ricarda-Samantha
  id: '43992'
  last_name: Götte
- first_name: Julia
  full_name: Timmermann, Julia
  id: '15402'
  last_name: Timmermann
citation:
  ama: 'Götte R-S, Timmermann J. Composed Physics- and Data-driven System Identification
    for Non-autonomous Systems in Control Engineering. In: <i>2022 3rd International
    Conference on Artificial Intelligence, Robotics and Control (AIRC)</i>. ; 2022:67-76.
    doi:<a href="https://doi.org/10.1109/AIRC56195.2022.9836982">10.1109/AIRC56195.2022.9836982</a>'
  apa: Götte, R.-S., &#38; Timmermann, J. (2022). Composed Physics- and Data-driven
    System Identification for Non-autonomous Systems in Control Engineering. <i>2022
    3rd International Conference on Artificial Intelligence, Robotics and Control
    (AIRC)</i>, 67–76. <a href="https://doi.org/10.1109/AIRC56195.2022.9836982">https://doi.org/10.1109/AIRC56195.2022.9836982</a>
  bibtex: '@inproceedings{Götte_Timmermann_2022, title={Composed Physics- and Data-driven
    System Identification for Non-autonomous Systems in Control Engineering}, DOI={<a
    href="https://doi.org/10.1109/AIRC56195.2022.9836982">10.1109/AIRC56195.2022.9836982</a>},
    booktitle={2022 3rd International Conference on Artificial Intelligence, Robotics
    and Control (AIRC)}, author={Götte, Ricarda-Samantha and Timmermann, Julia}, year={2022},
    pages={67–76} }'
  chicago: Götte, Ricarda-Samantha, and Julia Timmermann. “Composed Physics- and Data-Driven
    System Identification for Non-Autonomous Systems in Control Engineering.” In <i>2022
    3rd International Conference on Artificial Intelligence, Robotics and Control
    (AIRC)</i>, 67–76, 2022. <a href="https://doi.org/10.1109/AIRC56195.2022.9836982">https://doi.org/10.1109/AIRC56195.2022.9836982</a>.
  ieee: 'R.-S. Götte and J. Timmermann, “Composed Physics- and Data-driven System
    Identification for Non-autonomous Systems in Control Engineering,” in <i>2022
    3rd International Conference on Artificial Intelligence, Robotics and Control
    (AIRC)</i>, Cairo, Egypt, 2022, pp. 67–76, doi: <a href="https://doi.org/10.1109/AIRC56195.2022.9836982">10.1109/AIRC56195.2022.9836982</a>.'
  mla: Götte, Ricarda-Samantha, and Julia Timmermann. “Composed Physics- and Data-Driven
    System Identification for Non-Autonomous Systems in Control Engineering.” <i>2022
    3rd International Conference on Artificial Intelligence, Robotics and Control
    (AIRC)</i>, 2022, pp. 67–76, doi:<a href="https://doi.org/10.1109/AIRC56195.2022.9836982">10.1109/AIRC56195.2022.9836982</a>.
  short: 'R.-S. Götte, J. Timmermann, in: 2022 3rd International Conference on Artificial
    Intelligence, Robotics and Control (AIRC), 2022, pp. 67–76.'
conference:
  end_date: 2021-12-10
  location: Cairo, Egypt
  name: 3rd International Conference on Artificial Intelligence, Robotics and Control
  start_date: 2021-12-08
date_created: 2021-10-19T14:47:17Z
date_updated: 2024-11-13T08:43:28Z
department:
- _id: '153'
- _id: '880'
doi: 10.1109/AIRC56195.2022.9836982
keyword:
- data-driven
- physics-based
- physics-informed
- neural networks
- system identification
- hybrid modelling
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2112.08148
oa: '1'
page: 67-76
publication: 2022 3rd International Conference on Artificial Intelligence, Robotics
  and Control (AIRC)
quality_controlled: '1'
status: public
title: Composed Physics- and Data-driven System Identification for Non-autonomous
  Systems in Control Engineering
type: conference
user_id: '43992'
year: '2022'
...
---
_id: '31066'
abstract:
- lang: eng
  text: 'While trade-offs between modeling effort and model accuracy remain a major
    concern with system identification, resorting to data-driven methods often leads
    to a complete disregard for physical plausibility. To address this issue, we propose
    a physics-guided hybrid approach for modeling non-autonomous systems under control.
    Starting from a traditional physics-based model, this is extended by a recurrent
    neural network and trained using a sophisticated multi-objective strategy yielding
    physically plausible models. While purely data-driven methods fail to produce
    satisfying results, experiments conducted on real data reveal substantial accuracy
    improvements by our approach compared to a physics-based model. '
author:
- first_name: Oliver
  full_name: Schön, Oliver
  last_name: Schön
- first_name: Ricarda-Samantha
  full_name: Götte, Ricarda-Samantha
  id: '43992'
  last_name: Götte
- first_name: Julia
  full_name: Timmermann, Julia
  id: '15402'
  last_name: Timmermann
citation:
  ama: 'Schön O, Götte R-S, Timmermann J. Multi-Objective Physics-Guided Recurrent
    Neural Networks for Identifying Non-Autonomous Dynamical Systems. In: <i>14th
    IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)</i>. Vol 55.
    ; 2022:19-24. doi:<a href="https://doi.org/10.1016/j.ifacol.2022.07.282">https://doi.org/10.1016/j.ifacol.2022.07.282</a>'
  apa: Schön, O., Götte, R.-S., &#38; Timmermann, J. (2022). Multi-Objective Physics-Guided
    Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems. <i>14th
    IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)</i>, <i>55</i>(12),
    19–24. <a href="https://doi.org/10.1016/j.ifacol.2022.07.282">https://doi.org/10.1016/j.ifacol.2022.07.282</a>
  bibtex: '@inproceedings{Schön_Götte_Timmermann_2022, title={Multi-Objective Physics-Guided
    Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems}, volume={55},
    DOI={<a href="https://doi.org/10.1016/j.ifacol.2022.07.282">https://doi.org/10.1016/j.ifacol.2022.07.282</a>},
    number={12}, booktitle={14th IFAC Workshop on Adaptive and Learning Control Systems
    (ALCOS 2022)}, author={Schön, Oliver and Götte, Ricarda-Samantha and Timmermann,
    Julia}, year={2022}, pages={19–24} }'
  chicago: Schön, Oliver, Ricarda-Samantha Götte, and Julia Timmermann. “Multi-Objective
    Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous Dynamical
    Systems.” In <i>14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS
    2022)</i>, 55:19–24, 2022. <a href="https://doi.org/10.1016/j.ifacol.2022.07.282">https://doi.org/10.1016/j.ifacol.2022.07.282</a>.
  ieee: 'O. Schön, R.-S. Götte, and J. Timmermann, “Multi-Objective Physics-Guided
    Recurrent Neural Networks for Identifying Non-Autonomous Dynamical Systems,” in
    <i>14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)</i>,
    Casablanca, Morocco, 2022, vol. 55, no. 12, pp. 19–24, doi: <a href="https://doi.org/10.1016/j.ifacol.2022.07.282">https://doi.org/10.1016/j.ifacol.2022.07.282</a>.'
  mla: Schön, Oliver, et al. “Multi-Objective Physics-Guided Recurrent Neural Networks
    for Identifying Non-Autonomous Dynamical Systems.” <i>14th IFAC Workshop on Adaptive
    and Learning Control Systems (ALCOS 2022)</i>, vol. 55, no. 12, 2022, pp. 19–24,
    doi:<a href="https://doi.org/10.1016/j.ifacol.2022.07.282">https://doi.org/10.1016/j.ifacol.2022.07.282</a>.
  short: 'O. Schön, R.-S. Götte, J. Timmermann, in: 14th IFAC Workshop on Adaptive
    and Learning Control Systems (ALCOS 2022), 2022, pp. 19–24.'
conference:
  end_date: 2022-07-01
  location: Casablanca, Morocco
  name: 14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)
  start_date: 2022-06-29
date_created: 2022-05-05T06:22:55Z
date_updated: 2024-11-13T08:43:16Z
department:
- _id: '153'
- _id: '880'
doi: https://doi.org/10.1016/j.ifacol.2022.07.282
intvolume: '        55'
issue: '12'
keyword:
- neural networks
- physics-guided
- data-driven
- multi-objective optimization
- system identification
- machine learning
- dynamical systems
language:
- iso: eng
page: 19-24
publication: 14th IFAC Workshop on Adaptive and Learning Control Systems (ALCOS 2022)
quality_controlled: '1'
status: public
title: Multi-Objective Physics-Guided Recurrent Neural Networks for Identifying Non-Autonomous
  Dynamical Systems
type: conference
user_id: '43992'
volume: 55
year: '2022'
...
---
_id: '29803'
abstract:
- lang: eng
  text: "Ultrasonic wire bonding is a solid-state joining process used to form electrical
    interconnections in micro and\r\npower electronics and batteries. A high frequency
    oscillation causes a metallurgical bond deformation in\r\nthe contact area. Due
    to the numerous physical influencing factors, it is very difficult to accurately
    capture\r\nthis process in a model. Therefore, our goal is to determine a suitable
    feed-forward control strategy for the\r\nbonding process even without detailed
    model knowledge. We propose the use of batch constrained Bayesian\r\noptimization
    for the control design. Hence, Bayesian optimization is precisely adapted to the
    application of\r\nbonding: the constraint is used to check one quality feature
    of the process and the use of batches leads to\r\nmore efficient experiments.
    Our approach is suitable to determine a feed-forward control for the bonding\r\nprocess
    that provides very high quality bonds without using a physical model. We also
    show that the quality\r\nof the Bayesian optimization based control outperforms
    random search as well as manual search by a user.\r\nUsing a simple prior knowledge
    model derived from data further improves the quality of the connection.\r\nThe
    Bayesian optimization approach offers the possibility to perform a sensitivity
    analysis of the control\r\nparameters, which allows to evaluate the influence
    of each control parameter on the bond quality. In summary,\r\nBayesian optimization
    applied to the bonding process provides an excellent opportunity to develop a
    feedforward\r\ncontrol without full modeling of the underlying physical processes."
author:
- first_name: Michael
  full_name: Hesse, Michael
  id: '29222'
  last_name: Hesse
- first_name: Matthias
  full_name: Hunstig, Matthias
  last_name: Hunstig
- first_name: Julia
  full_name: Timmermann, Julia
  id: '15402'
  last_name: Timmermann
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
citation:
  ama: 'Hesse M, Hunstig M, Timmermann J, Trächtler A. Batch Constrained Bayesian
    Optimization for UltrasonicWire Bonding Feed-forward Control Design. In: <i>Proceedings
    of the 11th International Conference on Pattern Recognition Applications and Methods
    (ICPRAM)</i>. ; 2022:383-394.'
  apa: Hesse, M., Hunstig, M., Timmermann, J., &#38; Trächtler, A. (2022). Batch Constrained
    Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design.
    <i>Proceedings of the 11th International Conference on Pattern Recognition Applications
    and Methods (ICPRAM)</i>, 383–394.
  bibtex: '@inproceedings{Hesse_Hunstig_Timmermann_Trächtler_2022, title={Batch Constrained
    Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design},
    booktitle={Proceedings of the 11th International Conference on Pattern Recognition
    Applications and Methods (ICPRAM)}, author={Hesse, Michael and Hunstig, Matthias
    and Timmermann, Julia and Trächtler, Ansgar}, year={2022}, pages={383–394} }'
  chicago: Hesse, Michael, Matthias Hunstig, Julia Timmermann, and Ansgar Trächtler.
    “Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-Forward
    Control Design.” In <i>Proceedings of the 11th International Conference on Pattern
    Recognition Applications and Methods (ICPRAM)</i>, 383–94, 2022.
  ieee: M. Hesse, M. Hunstig, J. Timmermann, and A. Trächtler, “Batch Constrained
    Bayesian Optimization for UltrasonicWire Bonding Feed-forward Control Design,”
    in <i>Proceedings of the 11th International Conference on Pattern Recognition
    Applications and Methods (ICPRAM)</i>, Online, 2022, pp. 383–394.
  mla: Hesse, Michael, et al. “Batch Constrained Bayesian Optimization for UltrasonicWire
    Bonding Feed-Forward Control Design.” <i>Proceedings of the 11th International
    Conference on Pattern Recognition Applications and Methods (ICPRAM)</i>, 2022,
    pp. 383–94.
  short: 'M. Hesse, M. Hunstig, J. Timmermann, A. Trächtler, in: Proceedings of the
    11th International Conference on Pattern Recognition Applications and Methods
    (ICPRAM), 2022, pp. 383–394.'
conference:
  end_date: 2022-02-05
  location: Online
  name: 11th International Conference on Pattern Recognition Applications and Methods
  start_date: 2022-02-03
date_created: 2022-02-09T12:50:25Z
date_updated: 2024-11-13T08:44:17Z
department:
- _id: '153'
- _id: '880'
keyword:
- Bayesian optimization
- Wire bonding
- Feed-forward control
- model-free design
language:
- iso: eng
page: 383-394
publication: Proceedings of the 11th International Conference on Pattern Recognition
  Applications and Methods (ICPRAM)
publication_identifier:
  isbn:
  - 978-989-758-549-4
quality_controlled: '1'
status: public
title: Batch Constrained Bayesian Optimization for UltrasonicWire Bonding Feed-forward
  Control Design
type: conference
user_id: '82875'
year: '2022'
...
---
_id: '56993'
author:
- first_name: Michael
  full_name: Schaffer, Michael
  id: '92807'
  last_name: Schaffer
- first_name: Budde
  full_name: Lea, Budde
  last_name: Lea
- first_name: Carsten
  full_name: Schulte, Carsten
  id: '60311'
  last_name: Schulte
- first_name: Heike M.
  full_name: Buhl, Heike M.
  id: '27152'
  last_name: Buhl
citation:
  ama: 'Schaffer M, Lea B, Schulte C, Buhl HM. Die Anpassungen von Erklärungen an
    das Verständnis des Erklärgegenstandes der Gesprächspartner. In: Bermeitinger
    C,  Greve W, eds. <i>52nd DGPs Congress  - Abstracts</i>. ; 2022.'
  apa: Schaffer, M., Lea, B., Schulte, C., &#38; Buhl, H. M. (2022). Die Anpassungen
    von Erklärungen an das Verständnis des Erklärgegenstandes der Gesprächspartner.
    In C. Bermeitinger &#38; W.  Greve (Eds.), <i>52nd DGPs Congress  - Abstracts</i>.
  bibtex: '@inproceedings{Schaffer_Lea_Schulte_Buhl_2022, title={Die Anpassungen von
    Erklärungen an das Verständnis des Erklärgegenstandes der Gesprächspartner}, booktitle={52nd
    DGPs Congress  - Abstracts}, author={Schaffer, Michael and Lea, Budde and Schulte,
    Carsten and Buhl, Heike M.}, editor={Bermeitinger, Christina and  Greve, Werner},
    year={2022} }'
  chicago: Schaffer, Michael, Budde Lea, Carsten Schulte, and Heike M. Buhl. “Die
    Anpassungen von Erklärungen an das Verständnis des Erklärgegenstandes der Gesprächspartner.”
    In <i>52nd DGPs Congress  - Abstracts</i>, edited by Christina Bermeitinger and
    Werner  Greve, 2022.
  ieee: M. Schaffer, B. Lea, C. Schulte, and H. M. Buhl, “Die Anpassungen von Erklärungen
    an das Verständnis des Erklärgegenstandes der Gesprächspartner,” in <i>52nd DGPs
    Congress  - Abstracts</i>, Hildesheim, 2022.
  mla: Schaffer, Michael, et al. “Die Anpassungen von Erklärungen an das Verständnis
    des Erklärgegenstandes der Gesprächspartner.” <i>52nd DGPs Congress  - Abstracts</i>,
    edited by Christina Bermeitinger and Werner  Greve, 2022.
  short: 'M. Schaffer, B. Lea, C. Schulte, H.M. Buhl, in: C. Bermeitinger, W.  Greve
    (Eds.), 52nd DGPs Congress  - Abstracts, 2022.'
conference:
  end_date: 2022-09-15
  location: Hildesheim
  name: 10. – 15.09.2022 52. Kongress der Deutschen Gesellschaft für Psychologie
  start_date: 2022-09-10
date_created: 2024-11-12T10:06:45Z
date_updated: 2025-07-16T08:13:48Z
editor:
- first_name: Christina
  full_name: Bermeitinger, Christina
  last_name: Bermeitinger
- first_name: Werner
  full_name: ' Greve, Werner'
  last_name: ' Greve'
keyword:
- Cognition
- Motivation
- Technical Model
- Mental Model
- Explainer
- Explainee
- Qualitative Content Analysis
language:
- iso: ger
project:
- _id: '114'
  grant_number: '438445824'
  name: 'TRR 318 - A04: TRR 318 - Integration des technischen Modells in das Partnermodell
    bei der Erklärung von digitalen Artefakten (Teilprojekt A04)'
publication: 52nd DGPs Congress  - Abstracts
status: public
title: Die Anpassungen von Erklärungen an das Verständnis des Erklärgegenstandes der
  Gesprächspartner
type: conference_abstract
user_id: '27152'
year: '2022'
...
