---
_id: '67188'
author:
- first_name: Julia
  full_name: Eckel, Julia
  id: '94407'
  last_name: Eckel
  orcid: 0000-0001-5352-9715
- first_name: Maike Sarah
  full_name: Reinerth, Maike Sarah
  last_name: Reinerth
- first_name: Vera
  full_name: Schamal, Vera
  last_name: Schamal
citation:
  ama: 'Eckel J, Reinerth MS, Schamal V. Editorial: Animation and Agency. <i>animationstudies
    20</i>. Published online 2025.'
  apa: 'Eckel, J., Reinerth, M. S., &#38; Schamal, V. (2025). Editorial: Animation
    and Agency. <i>Animationstudies 2.0</i>.'
  bibtex: '@article{Eckel_Reinerth_Schamal_2025, title={Editorial: Animation and Agency},
    journal={animationstudies 2.0}, author={Eckel, Julia and Reinerth, Maike Sarah
    and Schamal, Vera}, year={2025} }'
  chicago: 'Eckel, Julia, Maike Sarah Reinerth, and Vera Schamal. “Editorial: Animation
    and Agency.” <i>Animationstudies 2.0</i>, 2025.'
  ieee: 'J. Eckel, M. S. Reinerth, and V. Schamal, “Editorial: Animation and Agency,”
    <i>animationstudies 2.0</i>, 2025.'
  mla: 'Eckel, Julia, et al. “Editorial: Animation and Agency.” <i>Animationstudies
    2.0</i>, 2025.'
  short: J. Eckel, M.S. Reinerth, V. Schamal, Animationstudies 2.0 (2025).
date_created: 2026-09-19T18:32:07Z
date_updated: 2026-09-19T18:34:01Z
department:
- _id: '11'
- _id: '731'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://blog.animationstudies.org/editorial-animation-and-agency/
oa: '1'
publication: animationstudies 2.0
publication_status: published
status: public
title: 'Editorial: Animation and Agency'
type: journal_article
user_id: '94407'
year: '2025'
...
---
_id: '67187'
citation:
  ama: 'Eckel J, Reinerth MS, Schamal V, eds. <i>Animationstudies 2.0. Theme: Animation
    and Agency</i>.; 2025.'
  apa: 'animationstudies 2.0. Theme: Animation and Agency. (2025). In J. Eckel, M.
    S. Reinerth, &#38; V. Schamal (Eds.), <i>animationstudies 2.0</i>.'
  bibtex: '@book{Eckel_Reinerth_Schamal_2025, title={animationstudies 2.0. Theme:
    Animation and Agency}, journal={animationstudies 2.0}, year={2025} }'
  chicago: 'Eckel, Julia, Maike Sarah Reinerth, and Vera Schamal, eds. <i>Animationstudies
    2.0. Theme: Animation and Agency</i>. <i>Animationstudies 2.0</i>, 2025.'
  ieee: 'J. Eckel, M. S. Reinerth, and V. Schamal, Eds., <i>animationstudies 2.0.
    Theme: Animation and Agency</i>. 2025.'
  mla: 'Eckel, Julia, et al., editors. “Animationstudies 2.0. Theme: Animation and
    Agency.” <i>Animationstudies 2.0</i>, 2025.'
  short: 'J. Eckel, M.S. Reinerth, V. Schamal, eds., Animationstudies 2.0. Theme:
    Animation and Agency, 2025.'
date_created: 2026-09-19T18:29:04Z
date_updated: 2026-09-19T18:34:15Z
department:
- _id: '11'
- _id: '731'
editor:
- first_name: Julia
  full_name: Eckel, Julia
  last_name: Eckel
- first_name: Maike Sarah
  full_name: Reinerth, Maike Sarah
  last_name: Reinerth
- first_name: Vera
  full_name: Schamal, Vera
  last_name: Schamal
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://blog.animationstudies.org/category/animation-and-agency/
oa: '1'
publication: animationstudies 2.0
publication_status: published
status: public
title: 'animationstudies 2.0. Theme: Animation and Agency'
type: journal_editor
user_id: '94407'
year: '2025'
...
---
_id: '67189'
author:
- first_name: Julia
  full_name: Eckel, Julia
  id: '94407'
  last_name: Eckel
  orcid: 0000-0001-5352-9715
citation:
  ama: Eckel J. AI Anymation and Agency. <i>animationstudies 20</i>. Published online
    2025.
  apa: Eckel, J. (2025). AI Anymation and Agency. <i>Animationstudies 2.0</i>.
  bibtex: '@article{Eckel_2025, title={AI Anymation and Agency}, journal={animationstudies
    2.0}, author={Eckel, Julia}, year={2025} }'
  chicago: Eckel, Julia. “AI Anymation and Agency.” <i>Animationstudies 2.0</i>, 2025.
  ieee: J. Eckel, “AI Anymation and Agency,” <i>animationstudies 2.0</i>, 2025.
  mla: Eckel, Julia. “AI Anymation and Agency.” <i>Animationstudies 2.0</i>, 2025.
  short: J. Eckel, Animationstudies 2.0 (2025).
date_created: 2026-09-19T18:33:42Z
date_updated: 2026-09-19T18:33:46Z
department:
- _id: '11'
- _id: '731'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://blog.animationstudies.org/ai-anymation-and-agency/
oa: '1'
publication: animationstudies 2.0
publication_status: published
status: public
title: AI Anymation and Agency
type: journal_article
user_id: '94407'
year: '2025'
...
---
_id: '63193'
abstract:
- lang: eng
  text: The integration of data-driven models and specifically machine learning for
    conditon monitoring and predictive maintenance into companies, especially small
    and medium-sized enterprises, offers significant opportunities in reducing costs,
    operating more sustainably, and maintaining long-term competitiveness. However,
    many small and medium-sized enterprises lack the necessary resources and expertise
    to derive knowledge from data and integrate their own machine learning based solutions.
    To address this challenge, a framework is presented that enables the automated
    generation of data-driven models with a particular focus on condition monitoring
    and predictive maintenance, but applicable to other use cases as well. Using a
    dataset from the 2022 data challenge of the prognostics and health management
    society, it is demonstrated that the framework can generate high-performing models,
    achieving F1-scores up to 0.998, exemplarily for a classification task.
author:
- first_name: Alexander
  full_name: Löwen, Alexander
  id: '47233'
  last_name: Löwen
- first_name: Dennis
  full_name: Quirin, Dennis
  last_name: Quirin
- first_name: Marc
  full_name: Hesse, Marc
  last_name: Hesse
- first_name: Osarenren Kennedy
  full_name: Aimiyekagbon, Osarenren Kennedy
  id: '9557'
  last_name: Aimiyekagbon
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
citation:
  ama: 'Löwen A, Quirin D, Hesse M, Aimiyekagbon OK, Sextro W. Facilitating the Automated
    Generation of Data-Driven Models for the Diagnostics and Prognostics of Technical
    Systems. In: <i>2025 IEEE 30th International Conference on Emerging Technologies
    and Factory Automation (ETFA)</i>. IEEE; 2025. doi:<a href="https://doi.org/10.1109/etfa65518.2025.11205799">10.1109/etfa65518.2025.11205799</a>'
  apa: Löwen, A., Quirin, D., Hesse, M., Aimiyekagbon, O. K., &#38; Sextro, W. (2025).
    Facilitating the Automated Generation of Data-Driven Models for the Diagnostics
    and Prognostics of Technical Systems. <i>2025 IEEE 30th International Conference
    on Emerging Technologies and Factory Automation (ETFA)</i>. 2025 IEEE 30th International
    Conference on Emerging Technologies and Factory Automation (ETFA), Porto. <a href="https://doi.org/10.1109/etfa65518.2025.11205799">https://doi.org/10.1109/etfa65518.2025.11205799</a>
  bibtex: '@inproceedings{Löwen_Quirin_Hesse_Aimiyekagbon_Sextro_2025, title={Facilitating
    the Automated Generation of Data-Driven Models for the Diagnostics and Prognostics
    of Technical Systems}, DOI={<a href="https://doi.org/10.1109/etfa65518.2025.11205799">10.1109/etfa65518.2025.11205799</a>},
    booktitle={2025 IEEE 30th International Conference on Emerging Technologies and
    Factory Automation (ETFA)}, publisher={IEEE}, author={Löwen, Alexander and Quirin,
    Dennis and Hesse, Marc and Aimiyekagbon, Osarenren Kennedy and Sextro, Walter},
    year={2025} }'
  chicago: Löwen, Alexander, Dennis Quirin, Marc Hesse, Osarenren Kennedy Aimiyekagbon,
    and Walter Sextro. “Facilitating the Automated Generation of Data-Driven Models
    for the Diagnostics and Prognostics of Technical Systems.” In <i>2025 IEEE 30th
    International Conference on Emerging Technologies and Factory Automation (ETFA)</i>.
    IEEE, 2025. <a href="https://doi.org/10.1109/etfa65518.2025.11205799">https://doi.org/10.1109/etfa65518.2025.11205799</a>.
  ieee: 'A. Löwen, D. Quirin, M. Hesse, O. K. Aimiyekagbon, and W. Sextro, “Facilitating
    the Automated Generation of Data-Driven Models for the Diagnostics and Prognostics
    of Technical Systems,” presented at the 2025 IEEE 30th International Conference
    on Emerging Technologies and Factory Automation (ETFA), Porto, 2025, doi: <a href="https://doi.org/10.1109/etfa65518.2025.11205799">10.1109/etfa65518.2025.11205799</a>.'
  mla: Löwen, Alexander, et al. “Facilitating the Automated Generation of Data-Driven
    Models for the Diagnostics and Prognostics of Technical Systems.” <i>2025 IEEE
    30th International Conference on Emerging Technologies and Factory Automation
    (ETFA)</i>, IEEE, 2025, doi:<a href="https://doi.org/10.1109/etfa65518.2025.11205799">10.1109/etfa65518.2025.11205799</a>.
  short: 'A. Löwen, D. Quirin, M. Hesse, O.K. Aimiyekagbon, W. Sextro, in: 2025 IEEE
    30th International Conference on Emerging Technologies and Factory Automation
    (ETFA), IEEE, 2025.'
conference:
  location: Porto
  name: 2025 IEEE 30th International Conference on Emerging Technologies and Factory
    Automation (ETFA)
date_created: 2025-12-18T09:07:38Z
date_updated: 2026-09-23T11:20:15Z
department:
- _id: '151'
doi: 10.1109/etfa65518.2025.11205799
language:
- iso: eng
project:
- _id: '1483'
  name: Industrie 4.0 Ökosystem für den automatisierten Einsatz von datengetriebenen
    Services (I4.0AutoServ)
publication: 2025 IEEE 30th International Conference on Emerging Technologies and
  Factory Automation (ETFA)
publication_status: published
publisher: IEEE
related_material:
  link:
  - relation: software
    url: https://gitlab.ub.uni-bielefeld.de/ml4proflow/modules/ml4proflow-mods-ldm
status: public
title: Facilitating the Automated Generation of Data-Driven Models for the Diagnostics
  and Prognostics of Technical Systems
type: conference
user_id: '47233'
year: '2025'
...
---
_id: '67219'
alternative_title:
- Eine sprachhistorische und soziokommunikative Untersuchung zu Lviv/Lemberg 1848–1918
author:
- first_name: Stefaniya
  full_name: Ptashnyk, Stefaniya
  last_name: Ptashnyk
citation:
  ama: Ptashnyk S. <i>Multilingualität in Der Stadt</i>. De Gruyter; 2025. doi:<a
    href="https://doi.org/10.1515/9783111624495">10.1515/9783111624495</a>
  apa: Ptashnyk, S. (2025). <i>Multilingualität in der Stadt</i>. De Gruyter. <a href="https://doi.org/10.1515/9783111624495">https://doi.org/10.1515/9783111624495</a>
  bibtex: '@book{Ptashnyk_2025, title={Multilingualität in der Stadt}, DOI={<a href="https://doi.org/10.1515/9783111624495">10.1515/9783111624495</a>},
    publisher={De Gruyter}, author={Ptashnyk, Stefaniya}, year={2025} }'
  chicago: Ptashnyk, Stefaniya. <i>Multilingualität in Der Stadt</i>. De Gruyter,
    2025. <a href="https://doi.org/10.1515/9783111624495">https://doi.org/10.1515/9783111624495</a>.
  ieee: S. Ptashnyk, <i>Multilingualität in der Stadt</i>. De Gruyter, 2025.
  mla: Ptashnyk, Stefaniya. <i>Multilingualität in Der Stadt</i>. De Gruyter, 2025,
    doi:<a href="https://doi.org/10.1515/9783111624495">10.1515/9783111624495</a>.
  short: S. Ptashnyk, Multilingualität in Der Stadt, De Gruyter, 2025.
date_created: 2026-09-22T10:45:17Z
date_updated: 2026-09-24T11:39:42Z
doi: 10.1515/9783111624495
publication_identifier:
  isbn:
  - '9783111624020'
  - '9783111624495'
  - '9783111624297'
publication_status: published
publisher: De Gruyter
status: public
title: Multilingualität in der Stadt
type: book_editor
user_id: '94428'
year: '2025'
...
---
_id: '54774'
author:
- first_name: Eva
  full_name: Varga, Eva
  id: '100257'
  last_name: Varga
citation:
  ama: 'Varga E. Das Linguistic Soundscaping im Elementarbereich. Ein methodischer
    Ansatz für die Erfahrung von sprachlicher und sprachbezogener Heterogenität. .
    In: Günesli H, Albers T, Mombeck MM, Jesuthasan J, eds. <i>Diskurse und Praktiken
    der Heterogenität. Pädagogisches Handeln in heterogenen Settings. Mit einem Fokus
    auf die Elementar- und Primarbildung.</i> in: Habib, G. et al. (Hg.): Diskurse
    und Praktiken der Heterogenität. Beltz Juventa; :239-248.'
  apa: Varga, E. (n.d.). Das Linguistic Soundscaping im Elementarbereich. Ein methodischer
    Ansatz für die Erfahrung von sprachlicher und sprachbezogener Heterogenität. .
    In H. Günesli, T. Albers, M. M. Mombeck, &#38; J. Jesuthasan (Eds.), <i>Diskurse
    und Praktiken der Heterogenität. Pädagogisches Handeln in heterogenen Settings.
    Mit einem Fokus auf die Elementar- und Primarbildung.</i> (pp. 239–248). Beltz
    Juventa.
  bibtex: '@inbook{Varga, place={Weinheim}, series={in: Habib, G. et al. (Hg.): Diskurse
    und Praktiken der Heterogenität.}, title={Das Linguistic Soundscaping im Elementarbereich.
    Ein methodischer Ansatz für die Erfahrung von sprachlicher und sprachbezogener
    Heterogenität. }, booktitle={Diskurse und Praktiken der Heterogenität. Pädagogisches
    Handeln in heterogenen Settings. Mit einem Fokus auf die Elementar- und Primarbildung.},
    publisher={Beltz Juventa}, author={Varga, Eva}, editor={Günesli, Habib and Albers,
    Timm and Mombeck, Mona M. and Jesuthasan, Jonitta}, pages={239–248}, collection={in:
    Habib, G. et al. (Hg.): Diskurse und Praktiken der Heterogenität.} }'
  chicago: 'Varga, Eva. “Das Linguistic Soundscaping im Elementarbereich. Ein methodischer
    Ansatz für die Erfahrung von sprachlicher und sprachbezogener Heterogenität. .”
    In <i>Diskurse und Praktiken der Heterogenität. Pädagogisches Handeln in heterogenen
    Settings. Mit einem Fokus auf die Elementar- und Primarbildung.</i>, edited by
    Habib Günesli, Timm Albers, Mona M. Mombeck, and Jonitta Jesuthasan, 239–48. in:
    Habib, G. et al. (Hg.): Diskurse und Praktiken der Heterogenität. Weinheim: Beltz
    Juventa, n.d.'
  ieee: 'E. Varga, “Das Linguistic Soundscaping im Elementarbereich. Ein methodischer
    Ansatz für die Erfahrung von sprachlicher und sprachbezogener Heterogenität. ,”
    in <i>Diskurse und Praktiken der Heterogenität. Pädagogisches Handeln in heterogenen
    Settings. Mit einem Fokus auf die Elementar- und Primarbildung.</i>, H. Günesli,
    T. Albers, M. M. Mombeck, and J. Jesuthasan, Eds. Weinheim: Beltz Juventa, pp.
    239–248.'
  mla: Varga, Eva. “Das Linguistic Soundscaping im Elementarbereich. Ein methodischer
    Ansatz für die Erfahrung von sprachlicher und sprachbezogener Heterogenität. .”
    <i>Diskurse und Praktiken der Heterogenität. Pädagogisches Handeln in heterogenen
    Settings. Mit einem Fokus auf die Elementar- und Primarbildung.</i>, edited by
    Habib Günesli et al., Beltz Juventa, pp. 239–48.
  short: 'E. Varga, in: H. Günesli, T. Albers, M.M. Mombeck, J. Jesuthasan (Eds.),
    Diskurse und Praktiken der Heterogenität. Pädagogisches Handeln in heterogenen
    Settings. Mit einem Fokus auf die Elementar- und Primarbildung., Beltz Juventa,
    Weinheim, n.d., pp. 239–248.'
date_created: 2024-06-14T15:36:56Z
date_updated: 2026-09-24T14:33:53Z
editor:
- first_name: Habib
  full_name: Günesli, Habib
  last_name: Günesli
- first_name: Timm
  full_name: Albers, Timm
  last_name: Albers
- first_name: Mona M.
  full_name: Mombeck, Mona M.
  last_name: Mombeck
- first_name: Jonitta
  full_name: Jesuthasan, Jonitta
  last_name: Jesuthasan
language:
- iso: ger
page: 239-248
place: Weinheim
publication: Diskurse und Praktiken der Heterogenität. Pädagogisches Handeln in heterogenen
  Settings. Mit einem Fokus auf die Elementar- und Primarbildung.
publication_status: accepted
publisher: Beltz Juventa
series_title: 'in: Habib, G. et al. (Hg.): Diskurse und Praktiken der Heterogenität.'
status: public
title: 'Das Linguistic Soundscaping im Elementarbereich. Ein methodischer Ansatz für
  die Erfahrung von sprachlicher und sprachbezogener Heterogenität. '
type: book_chapter
user_id: '100257'
year: '2025'
...
---
_id: '66491'
author:
- first_name: Ayce
  full_name: Taskaya, Ayce
  id: '68340'
  last_name: Taskaya
- first_name: Isabell
  full_name: Jenninger, Isabell
  id: '99762'
  last_name: Jenninger
citation:
  ama: 'Taskaya A, Jenninger I. Die Standardberufsbildposition “Umweltschutz und Nachhaltigkeit”
    im Betrieb umsetzen. In: Dietl SF, Schmidt H, Weiß R, Wittwer W, eds. <i>Ausbilder-Handbuch:
    Aufgaben, Konzepte, Praxisbeispiele</i>. 294. Ergänzungslieferung November 2025.
    Deutscher Wirtschaftsdienst; 2025:1-16.'
  apa: 'Taskaya, A., &#38; Jenninger, I. (2025). Die Standardberufsbildposition “Umweltschutz
    und Nachhaltigkeit” im Betrieb umsetzen. In S. F. Dietl, H. Schmidt, R. Weiß,
    &#38; W. Wittwer (Eds.), <i>Ausbilder-Handbuch: Aufgaben, Konzepte, Praxisbeispiele</i>
    (294. Ergänzungslieferung November 2025, pp. 1–16). Deutscher Wirtschaftsdienst.'
  bibtex: '@inbook{Taskaya_Jenninger_2025, place={Hürth}, edition={294. Ergänzungslieferung
    November 2025}, title={Die Standardberufsbildposition “Umweltschutz und Nachhaltigkeit”
    im Betrieb umsetzen}, booktitle={Ausbilder-Handbuch: Aufgaben, Konzepte, Praxisbeispiele},
    publisher={Deutscher Wirtschaftsdienst}, author={Taskaya, Ayce and Jenninger,
    Isabell}, editor={Dietl, Stefan F. and Schmidt, Hermann and Weiß, Reinhold and
    Wittwer, Wolfgang}, year={2025}, pages={1–16} }'
  chicago: 'Taskaya, Ayce, and Isabell Jenninger. “Die Standardberufsbildposition
    ‘Umweltschutz und Nachhaltigkeit’ im Betrieb umsetzen.” In <i>Ausbilder-Handbuch:
    Aufgaben, Konzepte, Praxisbeispiele</i>, edited by Stefan F. Dietl, Hermann Schmidt,
    Reinhold Weiß, and Wolfgang Wittwer, 294. Ergänzungslieferung November 2025.,
    1–16. Hürth: Deutscher Wirtschaftsdienst, 2025.'
  ieee: 'A. Taskaya and I. Jenninger, “Die Standardberufsbildposition ‘Umweltschutz
    und Nachhaltigkeit’ im Betrieb umsetzen,” in <i>Ausbilder-Handbuch: Aufgaben,
    Konzepte, Praxisbeispiele</i>, 294. Ergänzungslieferung November 2025., S. F.
    Dietl, H. Schmidt, R. Weiß, and W. Wittwer, Eds. Hürth: Deutscher Wirtschaftsdienst,
    2025, pp. 1–16.'
  mla: 'Taskaya, Ayce, and Isabell Jenninger. “Die Standardberufsbildposition ‘Umweltschutz
    und Nachhaltigkeit’ im Betrieb umsetzen.” <i>Ausbilder-Handbuch: Aufgaben, Konzepte,
    Praxisbeispiele</i>, edited by Stefan F. Dietl et al., 294. Ergänzungslieferung
    November 2025, Deutscher Wirtschaftsdienst, 2025, pp. 1–16.'
  short: 'A. Taskaya, I. Jenninger, in: S.F. Dietl, H. Schmidt, R. Weiß, W. Wittwer
    (Eds.), Ausbilder-Handbuch: Aufgaben, Konzepte, Praxisbeispiele, 294. Ergänzungslieferung
    November 2025, Deutscher Wirtschaftsdienst, Hürth, 2025, pp. 1–16.'
date_created: 2026-07-15T07:14:42Z
date_updated: 2026-09-25T10:14:48Z
department:
- _id: '208'
edition: 294. Ergänzungslieferung November 2025
editor:
- first_name: Stefan F.
  full_name: Dietl, Stefan F.
  last_name: Dietl
- first_name: Hermann
  full_name: Schmidt, Hermann
  last_name: Schmidt
- first_name: Reinhold
  full_name: Weiß, Reinhold
  last_name: Weiß
- first_name: Wolfgang
  full_name: Wittwer, Wolfgang
  last_name: Wittwer
language:
- iso: ger
page: 1-16
place: Hürth
publication: 'Ausbilder-Handbuch: Aufgaben, Konzepte, Praxisbeispiele'
publication_identifier:
  isbn:
  - 978-3871561658
publication_status: published
publisher: Deutscher Wirtschaftsdienst
status: public
title: Die Standardberufsbildposition "Umweltschutz und Nachhaltigkeit" im Betrieb
  umsetzen
type: book_chapter
user_id: '68340'
year: '2025'
...
---
_id: '60681'
article_type: original
author:
- first_name: Edith Benjamina
  full_name: Díaz Canales, Edith Benjamina
  id: '105704'
  last_name: Díaz Canales
  orcid: 0009-0007-2748-0074
- first_name: Alfredo
  full_name: Avila Galarza, Alfredo
  last_name: Avila Galarza
- first_name: Sabine
  full_name: Schlüter, Sabine
  last_name: Schlüter
- first_name: Erick
  full_name: Lacayo Escobar, Erick
  last_name: Lacayo Escobar
- first_name: Alexander
  full_name: Schlüter, Alexander
  id: '103302'
  last_name: Schlüter
  orcid: 0000-0002-2569-1624
citation:
  ama: 'Díaz Canales EB, Avila Galarza A, Schlüter S, Lacayo Escobar E, Schlüter A.
    Implementing Strategic Environmental Assessment in the Global South, a Challenge:
    Nicaragua as a Case Study. <i>Journal of Sustainable Development Indicators</i>.
    2025;1(2):1-26. doi:<a href="https://doi.org/10.13044/j.sdi.d2.0592">10.13044/j.sdi.d2.0592</a>'
  apa: 'Díaz Canales, E. B., Avila Galarza, A., Schlüter, S., Lacayo Escobar, E.,
    &#38; Schlüter, A. (2025). Implementing Strategic Environmental Assessment in
    the Global South, a Challenge: Nicaragua as a Case Study. <i>Journal of Sustainable
    Development Indicators</i>, <i>1</i>(2), 1–26. <a href="https://doi.org/10.13044/j.sdi.d2.0592">https://doi.org/10.13044/j.sdi.d2.0592</a>'
  bibtex: '@article{Díaz Canales_Avila Galarza_Schlüter_Lacayo Escobar_Schlüter_2025,
    title={Implementing Strategic Environmental Assessment in the Global South, a
    Challenge: Nicaragua as a Case Study}, volume={1}, DOI={<a href="https://doi.org/10.13044/j.sdi.d2.0592">10.13044/j.sdi.d2.0592</a>},
    number={2}, journal={Journal of Sustainable Development Indicators}, publisher={SDEWES
    Centre}, author={Díaz Canales, Edith Benjamina and Avila Galarza, Alfredo and
    Schlüter, Sabine and Lacayo Escobar, Erick and Schlüter, Alexander}, year={2025},
    pages={1–26} }'
  chicago: 'Díaz Canales, Edith Benjamina, Alfredo Avila Galarza, Sabine Schlüter,
    Erick Lacayo Escobar, and Alexander Schlüter. “Implementing Strategic Environmental
    Assessment in the Global South, a Challenge: Nicaragua as a Case Study.” <i>Journal
    of Sustainable Development Indicators</i> 1, no. 2 (2025): 1–26. <a href="https://doi.org/10.13044/j.sdi.d2.0592">https://doi.org/10.13044/j.sdi.d2.0592</a>.'
  ieee: 'E. B. Díaz Canales, A. Avila Galarza, S. Schlüter, E. Lacayo Escobar, and
    A. Schlüter, “Implementing Strategic Environmental Assessment in the Global South,
    a Challenge: Nicaragua as a Case Study,” <i>Journal of Sustainable Development
    Indicators</i>, vol. 1, no. 2, pp. 1–26, 2025, doi: <a href="https://doi.org/10.13044/j.sdi.d2.0592">10.13044/j.sdi.d2.0592</a>.'
  mla: 'Díaz Canales, Edith Benjamina, et al. “Implementing Strategic Environmental
    Assessment in the Global South, a Challenge: Nicaragua as a Case Study.” <i>Journal
    of Sustainable Development Indicators</i>, vol. 1, no. 2, SDEWES Centre, 2025,
    pp. 1–26, doi:<a href="https://doi.org/10.13044/j.sdi.d2.0592">10.13044/j.sdi.d2.0592</a>.'
  short: E.B. Díaz Canales, A. Avila Galarza, S. Schlüter, E. Lacayo Escobar, A. Schlüter,
    Journal of Sustainable Development Indicators 1 (2025) 1–26.
date_created: 2025-07-21T09:04:07Z
date_updated: 2026-09-28T12:17:09Z
department:
- _id: '9'
- _id: '876'
- _id: '321'
- _id: '393'
doi: 10.13044/j.sdi.d2.0592
intvolume: '         1'
issue: '2'
language:
- iso: eng
page: 1-26
publication: Journal of Sustainable Development Indicators
publication_identifier:
  issn:
  - 3044-5221
publication_status: published
publisher: SDEWES Centre
quality_controlled: '1'
status: public
title: 'Implementing Strategic Environmental Assessment in the Global South, a Challenge:
  Nicaragua as a Case Study'
type: journal_article
user_id: '105704'
volume: 1
year: '2025'
...
---
_id: '63602'
abstract:
- lang: eng
  text: We show that, on a smoothly paracompact convenient manifold $M$ modeled on
    a convenient space with the bornological approximation property, the dual map
    of a Poisson bracket factors as a smooth section of the vector bundle $L_{skew}^2(T^*M,\mathbb
    R)$.
author:
- first_name: ' P. W.'
  full_name: Michor,  P. W.
  last_name: Michor
- first_name: Praful
  full_name: Rahangdale, Praful
  id: '103300'
  last_name: Rahangdale
citation:
  ama: Michor  P. W., Rahangdale P. Poisson bivectors on infinite dimensional manifolds.
    Published online 2025.
  apa: Michor,  P. W., &#38; Rahangdale, P. (2025). <i>Poisson bivectors on infinite
    dimensional manifolds</i>.
  bibtex: '@article{Michor_Rahangdale_2025, title={Poisson bivectors on infinite dimensional
    manifolds}, author={Michor,  P. W. and Rahangdale, Praful}, year={2025} }'
  chicago: Michor,  P. W., and Praful Rahangdale. “Poisson Bivectors on Infinite Dimensional
    Manifolds,” 2025.
  ieee: P. W. Michor and P. Rahangdale, “Poisson bivectors on infinite dimensional
    manifolds.” 2025.
  mla: Michor,  P. W., and Praful Rahangdale. <i>Poisson Bivectors on Infinite Dimensional
    Manifolds</i>. 2025.
  short: P. W. Michor, P. Rahangdale, (2025).
date_created: 2026-01-14T01:08:37Z
date_updated: 2026-09-28T08:35:22Z
department:
- _id: '10'
- _id: '87'
- _id: '93'
external_id:
  arxiv:
  - '2512.08590'
language:
- iso: eng
main_file_link:
- url: https://arxiv.org/abs/2512.08590v1
related_material:
  record:
  - id: '63602'
    relation: earlier_version
    status: public
status: public
title: Poisson bivectors on infinite dimensional manifolds
type: preprint
user_id: '103300'
year: '2025'
...
---
_id: '67279'
author:
- first_name: Christine
  full_name: Schreiber, Christine
  last_name: Schreiber
- first_name: Justine
  full_name: Patrzek, Justine
  last_name: Patrzek
citation:
  ama: 'Schreiber C, Patrzek J. Urteilsbildung als ein didaktisches Modell für den
    Psychologieunterricht. In: <i>Psychologiedidaktik an allgemeinbildenden und beruflichen
    Schulen</i>. Springer Berlin Heidelberg; 2025. doi:<a href="https://doi.org/10.1007/978-3-662-69481-7_5">10.1007/978-3-662-69481-7_5</a>'
  apa: Schreiber, C., &#38; Patrzek, J. (2025). Urteilsbildung als ein didaktisches
    Modell für den Psychologieunterricht. In <i>Psychologiedidaktik an allgemeinbildenden
    und beruflichen Schulen</i>. Springer Berlin Heidelberg. <a href="https://doi.org/10.1007/978-3-662-69481-7_5">https://doi.org/10.1007/978-3-662-69481-7_5</a>
  bibtex: '@inbook{Schreiber_Patrzek_2025, place={Berlin, Heidelberg}, title={Urteilsbildung
    als ein didaktisches Modell für den Psychologieunterricht}, DOI={<a href="https://doi.org/10.1007/978-3-662-69481-7_5">10.1007/978-3-662-69481-7_5</a>},
    booktitle={Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen},
    publisher={Springer Berlin Heidelberg}, author={Schreiber, Christine and Patrzek,
    Justine}, year={2025} }'
  chicago: 'Schreiber, Christine, and Justine Patrzek. “Urteilsbildung als ein didaktisches
    Modell für den Psychologieunterricht.” In <i>Psychologiedidaktik an allgemeinbildenden
    und beruflichen Schulen</i>. Berlin, Heidelberg: Springer Berlin Heidelberg, 2025.
    <a href="https://doi.org/10.1007/978-3-662-69481-7_5">https://doi.org/10.1007/978-3-662-69481-7_5</a>.'
  ieee: 'C. Schreiber and J. Patrzek, “Urteilsbildung als ein didaktisches Modell
    für den Psychologieunterricht,” in <i>Psychologiedidaktik an allgemeinbildenden
    und beruflichen Schulen</i>, Berlin, Heidelberg: Springer Berlin Heidelberg, 2025.'
  mla: Schreiber, Christine, and Justine Patrzek. “Urteilsbildung als ein didaktisches
    Modell für den Psychologieunterricht.” <i>Psychologiedidaktik an allgemeinbildenden
    und beruflichen Schulen</i>, Springer Berlin Heidelberg, 2025, doi:<a href="https://doi.org/10.1007/978-3-662-69481-7_5">10.1007/978-3-662-69481-7_5</a>.
  short: 'C. Schreiber, J. Patrzek, in: Psychologiedidaktik an allgemeinbildenden
    und beruflichen Schulen, Springer Berlin Heidelberg, Berlin, Heidelberg, 2025.'
date_created: 2026-09-29T11:05:29Z
date_updated: 2026-09-29T11:06:05Z
doi: 10.1007/978-3-662-69481-7_5
keyword:
- Unterrichtsfach Psychologie
language:
- iso: ger
place: Berlin, Heidelberg
publication: Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen
publication_identifier:
  isbn:
  - '9783662694800'
  - '9783662694817'
publication_status: published
publisher: Springer Berlin Heidelberg
status: public
title: Urteilsbildung als ein didaktisches Modell für den Psychologieunterricht
type: book_chapter
user_id: '82463'
year: '2025'
...
---
_id: '67278'
author:
- first_name: Justine
  full_name: Patrzek, Justine
  last_name: Patrzek
- first_name: Christine
  full_name: Schreiber, Christine
  last_name: Schreiber
citation:
  ama: 'Patrzek J, Schreiber C. Paradigmenorientierte Didaktik des Psychologieunterrichts.
    In: <i>Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen</i>.
    Springer Berlin Heidelberg; 2025. doi:<a href="https://doi.org/10.1007/978-3-662-69481-7_2">10.1007/978-3-662-69481-7_2</a>'
  apa: Patrzek, J., &#38; Schreiber, C. (2025). Paradigmenorientierte Didaktik des
    Psychologieunterrichts. In <i>Psychologiedidaktik an allgemeinbildenden und beruflichen
    Schulen</i>. Springer Berlin Heidelberg. <a href="https://doi.org/10.1007/978-3-662-69481-7_2">https://doi.org/10.1007/978-3-662-69481-7_2</a>
  bibtex: '@inbook{Patrzek_Schreiber_2025, place={Berlin, Heidelberg}, title={Paradigmenorientierte
    Didaktik des Psychologieunterrichts}, DOI={<a href="https://doi.org/10.1007/978-3-662-69481-7_2">10.1007/978-3-662-69481-7_2</a>},
    booktitle={Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen},
    publisher={Springer Berlin Heidelberg}, author={Patrzek, Justine and Schreiber,
    Christine}, year={2025} }'
  chicago: 'Patrzek, Justine, and Christine Schreiber. “Paradigmenorientierte Didaktik
    des Psychologieunterrichts.” In <i>Psychologiedidaktik an allgemeinbildenden und
    beruflichen Schulen</i>. Berlin, Heidelberg: Springer Berlin Heidelberg, 2025.
    <a href="https://doi.org/10.1007/978-3-662-69481-7_2">https://doi.org/10.1007/978-3-662-69481-7_2</a>.'
  ieee: 'J. Patrzek and C. Schreiber, “Paradigmenorientierte Didaktik des Psychologieunterrichts,”
    in <i>Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen</i>, Berlin,
    Heidelberg: Springer Berlin Heidelberg, 2025.'
  mla: Patrzek, Justine, and Christine Schreiber. “Paradigmenorientierte Didaktik
    des Psychologieunterrichts.” <i>Psychologiedidaktik an allgemeinbildenden und
    beruflichen Schulen</i>, Springer Berlin Heidelberg, 2025, doi:<a href="https://doi.org/10.1007/978-3-662-69481-7_2">10.1007/978-3-662-69481-7_2</a>.
  short: 'J. Patrzek, C. Schreiber, in: Psychologiedidaktik an allgemeinbildenden
    und beruflichen Schulen, Springer Berlin Heidelberg, Berlin, Heidelberg, 2025.'
date_created: 2026-09-29T10:59:26Z
date_updated: 2026-09-29T11:03:26Z
doi: 10.1007/978-3-662-69481-7_2
keyword:
- Unterrichtsfach Psychologie
language:
- iso: ger
place: Berlin, Heidelberg
publication: Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen
publication_identifier:
  isbn:
  - '9783662694800'
  - '9783662694817'
publication_status: published
publisher: Springer Berlin Heidelberg
status: public
title: Paradigmenorientierte Didaktik des Psychologieunterrichts
type: book_chapter
user_id: '82463'
year: '2025'
...
---
_id: '67281'
author:
- first_name: Elena
  full_name: Bender, Elena
  id: '3211'
  last_name: Bender
- first_name: Maia
  full_name: Iobidze, Maia
  last_name: Iobidze
citation:
  ama: 'Bender E, Iobidze M. Lernfelddidaktik im Psychologieunterricht an berufsbildenden
    Schulen. In: Scharlau I, Bender E, Patrzek J, Schreiber C, eds. <i>Psychologiedidaktik
    an allgemeinbildenden und beruflichen Schulen: Ein Lehrbuch mit Unterrichtsmaterialien
    </i>. Springer Nature; 2025:55-88.'
  apa: 'Bender, E., &#38; Iobidze, M. (2025). Lernfelddidaktik im Psychologieunterricht
    an berufsbildenden Schulen. In I. Scharlau, E. Bender, J. Patrzek, &#38; C. Schreiber
    (Eds.), <i>Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen:
    Ein Lehrbuch mit Unterrichtsmaterialien </i> (pp. 55–88). Springer Nature.'
  bibtex: '@inbook{Bender_Iobidze_2025, place={Berlin}, title={Lernfelddidaktik im
    Psychologieunterricht an berufsbildenden Schulen}, booktitle={Psychologiedidaktik
    an allgemeinbildenden und beruflichen Schulen: Ein Lehrbuch mit Unterrichtsmaterialien
    }, publisher={Springer Nature}, author={Bender, Elena and Iobidze, Maia}, editor={Scharlau,
    Ingrid and Bender, Elena and Patrzek, Justine and Schreiber, Christine}, year={2025},
    pages={55–88} }'
  chicago: 'Bender, Elena, and Maia Iobidze. “Lernfelddidaktik im Psychologieunterricht
    an berufsbildenden Schulen.” In <i>Psychologiedidaktik an allgemeinbildenden und
    beruflichen Schulen: Ein Lehrbuch mit Unterrichtsmaterialien </i>, edited by Ingrid
    Scharlau, Elena Bender, Justine Patrzek, and Christine Schreiber, 55–88. Berlin:
    Springer Nature, 2025.'
  ieee: 'E. Bender and M. Iobidze, “Lernfelddidaktik im Psychologieunterricht an berufsbildenden
    Schulen,” in <i>Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen:
    Ein Lehrbuch mit Unterrichtsmaterialien </i>, I. Scharlau, E. Bender, J. Patrzek,
    and C. Schreiber, Eds. Berlin: Springer Nature, 2025, pp. 55–88.'
  mla: 'Bender, Elena, and Maia Iobidze. “Lernfelddidaktik im Psychologieunterricht
    an berufsbildenden Schulen.” <i>Psychologiedidaktik an allgemeinbildenden und
    beruflichen Schulen: Ein Lehrbuch mit Unterrichtsmaterialien </i>, edited by Ingrid
    Scharlau et al., Springer Nature, 2025, pp. 55–88.'
  short: 'E. Bender, M. Iobidze, in: I. Scharlau, E. Bender, J. Patrzek, C. Schreiber
    (Eds.), Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen: Ein
    Lehrbuch mit Unterrichtsmaterialien , Springer Nature, Berlin, 2025, pp. 55–88.'
date_created: 2026-09-30T09:48:48Z
date_updated: 2026-09-30T09:51:23Z
editor:
- first_name: Ingrid
  full_name: Scharlau, Ingrid
  last_name: Scharlau
- first_name: Elena
  full_name: Bender, Elena
  last_name: Bender
- first_name: Justine
  full_name: Patrzek, Justine
  last_name: Patrzek
- first_name: Christine
  full_name: Schreiber, Christine
  last_name: Schreiber
extern: '1'
keyword:
- Unterrichtsfach Psychologie
- Psychologiedidaktik
language:
- iso: ger
page: 55-88
place: Berlin
publication: 'Psychologiedidaktik an allgemeinbildenden und beruflichen Schulen: Ein
  Lehrbuch mit Unterrichtsmaterialien '
publication_identifier:
  eisbn:
  - 978-3-662-69481-7
  isbn:
  - 978-3-662-69480-1
publication_status: published
publisher: Springer Nature
status: public
title: Lernfelddidaktik im Psychologieunterricht an berufsbildenden Schulen
type: book_chapter
user_id: '451'
year: '2025'
...
---
_id: '51159'
abstract:
- lang: eng
  text: Sparsity is a highly desired feature in deep neural networks (DNNs) since
    it ensures numerical efficiency, improves the interpretability of models (due
    to the smaller number of relevant features), and robustness. In machine learning
    approaches based on linear models, it is well known that there exists a connecting
    path between the sparsest solution in terms of the $\ell^1$ norm,i.e., zero weights
    and the non-regularized solution, which is called the regularization path. Very
    recently, there was a first attempt to extend the concept of regularization paths
    to DNNs by means of treating the empirical loss and sparsity ($\ell^1$ norm) as
    two conflicting criteria and solving the resulting multiobjective optimization
    problem. However, due to the non-smoothness of the $\ell^1$ norm and the high
    number of parameters, this approach is not very efficient from a computational
    perspective. To overcome this limitation, we present an algorithm that allows
    for the approximation of the entire Pareto front for the above-mentioned objectives
    in a very efficient manner. We present numerical examples using both deterministic
    and stochastic gradients. We furthermore demonstrate that knowledge of the regularization
    path allows for a well-generalizing network parametrization.
article_number: '100625'
author:
- first_name: Augustina Chidinma
  full_name: Amakor, Augustina Chidinma
  id: '97916'
  last_name: Amakor
- first_name: Konstantin
  full_name: Sonntag, Konstantin
  id: '56399'
  last_name: Sonntag
  orcid: https://orcid.org/0000-0003-3384-3496
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
citation:
  ama: Amakor AC, Sonntag K, Peitz S. A multiobjective continuation method to compute
    the regularization path of deep neural networks. <i>Machine Learning with Applications</i>.
    2025;19. doi:<a href="https://doi.org/10.1016/j.mlwa.2025.100625">10.1016/j.mlwa.2025.100625</a>
  apa: Amakor, A. C., Sonntag, K., &#38; Peitz, S. (2025). A multiobjective continuation
    method to compute the regularization path of deep neural networks. <i>Machine
    Learning with Applications</i>, <i>19</i>, Article 100625. <a href="https://doi.org/10.1016/j.mlwa.2025.100625">https://doi.org/10.1016/j.mlwa.2025.100625</a>
  bibtex: '@article{Amakor_Sonntag_Peitz_2025, title={A multiobjective continuation
    method to compute the regularization path of deep neural networks}, volume={19},
    DOI={<a href="https://doi.org/10.1016/j.mlwa.2025.100625">10.1016/j.mlwa.2025.100625</a>},
    number={100625}, journal={Machine Learning with Applications}, publisher={Elsevier},
    author={Amakor, Augustina Chidinma and Sonntag, Konstantin and Peitz, Sebastian},
    year={2025} }'
  chicago: Amakor, Augustina Chidinma, Konstantin Sonntag, and Sebastian Peitz. “A
    Multiobjective Continuation Method to Compute the Regularization Path of Deep
    Neural Networks.” <i>Machine Learning with Applications</i> 19 (2025). <a href="https://doi.org/10.1016/j.mlwa.2025.100625">https://doi.org/10.1016/j.mlwa.2025.100625</a>.
  ieee: 'A. C. Amakor, K. Sonntag, and S. Peitz, “A multiobjective continuation method
    to compute the regularization path of deep neural networks,” <i>Machine Learning
    with Applications</i>, vol. 19, Art. no. 100625, 2025, doi: <a href="https://doi.org/10.1016/j.mlwa.2025.100625">10.1016/j.mlwa.2025.100625</a>.'
  mla: Amakor, Augustina Chidinma, et al. “A Multiobjective Continuation Method to
    Compute the Regularization Path of Deep Neural Networks.” <i>Machine Learning
    with Applications</i>, vol. 19, 100625, Elsevier, 2025, doi:<a href="https://doi.org/10.1016/j.mlwa.2025.100625">10.1016/j.mlwa.2025.100625</a>.
  short: A.C. Amakor, K. Sonntag, S. Peitz, Machine Learning with Applications 19
    (2025).
date_created: 2024-02-06T08:51:00Z
date_updated: 2026-10-01T11:33:45Z
ddc:
- '000'
department:
- _id: '655'
doi: 10.1016/j.mlwa.2025.100625
file:
- access_level: closed
  content_type: application/pdf
  creator: speitz
  date_created: 2026-10-01T11:24:57Z
  date_updated: 2026-10-01T11:24:57Z
  file_id: '67296'
  file_name: ASP25_A multiobjective continuation method to compute the regularization
    path of deep neural networks.pdf
  file_size: 2433955
  relation: main_file
  success: 1
file_date_updated: 2026-10-01T11:24:57Z
has_accepted_license: '1'
intvolume: '        19'
language:
- iso: eng
publication: Machine Learning with Applications
publisher: Elsevier
quality_controlled: '1'
status: public
title: A multiobjective continuation method to compute the regularization path of
  deep neural networks
type: journal_article
user_id: '47427'
volume: 19
year: '2025'
...
---
_id: '46579'
abstract:
- lang: eng
  text: "The Koopman operator has become an essential tool for data-driven analysis,
    prediction and control of complex systems, the main reason being the enormous
    potential of identifying linear function space representations of nonlinear\r\ndynamics
    from measurements. Until now, the situation where for large-scale systems, we
    (i) only have access to partial observations (i.e., measurements, as is very common
    for experimental data) or (ii) deliberately perform coarse\r\ngraining (for efficiency
    reasons) has not been treated to its full extent. In this paper, we address the
    pitfall associated with this situation, that the classical EDMD algorithm does
    not automatically provide a Koopman operator approximation for the underlying
    system if we do not carefully select the number of observables. Moreover, we show
    that symmetries in the system dynamics can be carried over to the Koopman operator,
    which allows us to massively increase the model efficiency. We also briefly draw
    a connection to domain decomposition techniques for partial differential equations
    and present numerical evidence using the Kuramoto--Sivashinsky equation."
author:
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
- first_name: Hans
  full_name: Harder, Hans
  id: '98879'
  last_name: Harder
- first_name: Feliks
  full_name: Nüske, Feliks
  last_name: Nüske
- first_name: Friedrich
  full_name: Philipp, Friedrich
  last_name: Philipp
- first_name: Manuel
  full_name: Schaller, Manuel
  last_name: Schaller
- first_name: Karl
  full_name: Worthmann, Karl
  last_name: Worthmann
citation:
  ama: Peitz S, Harder H, Nüske F, Philipp F, Schaller M, Worthmann K. Equivariance
    and partial observations in Koopman operator theory for partial differential equations.
    <i>Journal of Computational Dynamics</i>. 2025;12:305-324. doi:<a href="https://doi.org/10.3934/jcd.2024035">10.3934/jcd.2024035</a>
  apa: Peitz, S., Harder, H., Nüske, F., Philipp, F., Schaller, M., &#38; Worthmann,
    K. (2025). Equivariance and partial observations in Koopman operator theory for
    partial differential equations. <i>Journal of Computational Dynamics</i>, <i>12</i>,
    305–324. <a href="https://doi.org/10.3934/jcd.2024035">https://doi.org/10.3934/jcd.2024035</a>
  bibtex: '@article{Peitz_Harder_Nüske_Philipp_Schaller_Worthmann_2025, title={Equivariance
    and partial observations in Koopman operator theory for partial differential equations},
    volume={12}, DOI={<a href="https://doi.org/10.3934/jcd.2024035">10.3934/jcd.2024035</a>},
    journal={Journal of Computational Dynamics}, author={Peitz, Sebastian and Harder,
    Hans and Nüske, Feliks and Philipp, Friedrich and Schaller, Manuel and Worthmann,
    Karl}, year={2025}, pages={305–324} }'
  chicago: 'Peitz, Sebastian, Hans Harder, Feliks Nüske, Friedrich Philipp, Manuel
    Schaller, and Karl Worthmann. “Equivariance and Partial Observations in Koopman
    Operator Theory for Partial Differential Equations.” <i>Journal of Computational
    Dynamics</i> 12 (2025): 305–24. <a href="https://doi.org/10.3934/jcd.2024035">https://doi.org/10.3934/jcd.2024035</a>.'
  ieee: 'S. Peitz, H. Harder, F. Nüske, F. Philipp, M. Schaller, and K. Worthmann,
    “Equivariance and partial observations in Koopman operator theory for partial
    differential equations,” <i>Journal of Computational Dynamics</i>, vol. 12, pp.
    305–324, 2025, doi: <a href="https://doi.org/10.3934/jcd.2024035">10.3934/jcd.2024035</a>.'
  mla: Peitz, Sebastian, et al. “Equivariance and Partial Observations in Koopman
    Operator Theory for Partial Differential Equations.” <i>Journal of Computational
    Dynamics</i>, vol. 12, 2025, pp. 305–24, doi:<a href="https://doi.org/10.3934/jcd.2024035">10.3934/jcd.2024035</a>.
  short: S. Peitz, H. Harder, F. Nüske, F. Philipp, M. Schaller, K. Worthmann, Journal
    of Computational Dynamics 12 (2025) 305–324.
date_created: 2023-08-21T05:52:24Z
date_updated: 2026-10-01T11:32:34Z
department:
- _id: '655'
doi: 10.3934/jcd.2024035
external_id:
  arxiv:
  - '2307.15325'
intvolume: '        12'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/pdf/2307.15325
oa: '1'
page: 305-324
publication: Journal of Computational Dynamics
status: public
title: Equivariance and partial observations in Koopman operator theory for partial
  differential equations
type: journal_article
user_id: '47427'
volume: 12
year: '2025'
...
---
_id: '53793'
abstract:
- lang: eng
  text: We utilize extreme learning machines for the prediction of partial differential
    equations (PDEs). Our method splits the state space into multiple windows that
    are predicted individually using a single model. Despite requiring only few data
    points (in some cases, our method can learn from a single full-state snapshot),
    it still achieves high accuracy and can predict the flow of PDEs over long time
    horizons. Moreover, we show how additional symmetries can be exploited to increase
    sample efficiency and to enforce equivariance.
author:
- first_name: Hans
  full_name: Harder, Hans
  id: '98879'
  last_name: Harder
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
citation:
  ama: 'Harder H, Peitz S. Solving partial differential equations with equivariant
    extreme learning machines. In: Berberich J, Ianelli A, Allgöwer F, eds. <i>Systems
    Theory in Data and Optimization</i>. Springer; 2025:153-168. doi:<a href="https://doi.org/10.1007/978-3-031-83191-1_10">10.1007/978-3-031-83191-1_10</a>'
  apa: Harder, H., &#38; Peitz, S. (2025). Solving partial differential equations
    with equivariant extreme learning machines. In J. Berberich, A. Ianelli, &#38;
    F. Allgöwer (Eds.), <i>Systems theory in data and optimization</i> (pp. 153–168).
    Springer. <a href="https://doi.org/10.1007/978-3-031-83191-1_10">https://doi.org/10.1007/978-3-031-83191-1_10</a>
  bibtex: '@inproceedings{Harder_Peitz_2025, place={Cham}, title={Solving partial
    differential equations with equivariant extreme learning machines}, DOI={<a href="https://doi.org/10.1007/978-3-031-83191-1_10">10.1007/978-3-031-83191-1_10</a>},
    booktitle={Systems theory in data and optimization}, publisher={Springer}, author={Harder,
    Hans and Peitz, Sebastian}, editor={Berberich, J. and Ianelli, A. and Allgöwer,
    F.}, year={2025}, pages={153–168} }'
  chicago: 'Harder, Hans, and Sebastian Peitz. “Solving Partial Differential Equations
    with Equivariant Extreme Learning Machines.” In <i>Systems Theory in Data and
    Optimization</i>, edited by J. Berberich, A. Ianelli, and F. Allgöwer, 153–68.
    Cham: Springer, 2025. <a href="https://doi.org/10.1007/978-3-031-83191-1_10">https://doi.org/10.1007/978-3-031-83191-1_10</a>.'
  ieee: 'H. Harder and S. Peitz, “Solving partial differential equations with equivariant
    extreme learning machines,” in <i>Systems theory in data and optimization</i>,
    2025, pp. 153–168, doi: <a href="https://doi.org/10.1007/978-3-031-83191-1_10">10.1007/978-3-031-83191-1_10</a>.'
  mla: Harder, Hans, and Sebastian Peitz. “Solving Partial Differential Equations
    with Equivariant Extreme Learning Machines.” <i>Systems Theory in Data and Optimization</i>,
    edited by J. Berberich et al., Springer, 2025, pp. 153–68, doi:<a href="https://doi.org/10.1007/978-3-031-83191-1_10">10.1007/978-3-031-83191-1_10</a>.
  short: 'H. Harder, S. Peitz, in: J. Berberich, A. Ianelli, F. Allgöwer (Eds.), Systems
    Theory in Data and Optimization, Springer, Cham, 2025, pp. 153–168.'
date_created: 2024-04-30T08:43:14Z
date_updated: 2026-10-01T11:39:19Z
doi: 10.1007/978-3-031-83191-1_10
editor:
- first_name: J.
  full_name: Berberich, J.
  last_name: Berberich
- first_name: A.
  full_name: Ianelli, A.
  last_name: Ianelli
- first_name: F.
  full_name: Allgöwer, F.
  last_name: Allgöwer
keyword:
- extreme learning machines
- partial differential equations
- data-driven prediction
- high-dimensional systems
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/2404.18530
oa: '1'
page: 153-168
place: Cham
publication: Systems theory in data and optimization
publication_identifier:
  isbn:
  - 978-3-031-83191-1
publication_status: published
publisher: Springer
status: public
title: Solving partial differential equations with equivariant extreme learning machines
type: conference
user_id: '47427'
year: '2025'
...
---
_id: '67313'
author:
- first_name: Diana
  full_name: Voth, Diana
  last_name: Voth
- first_name: Leonidas
  full_name: Dane, Leonidas
  last_name: Dane
- first_name: Jonas
  full_name: Grebe, Jonas
  last_name: Grebe
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
- first_name: Philipp
  full_name: Terhörst, Philipp
  last_name: Terhörst
citation:
  ama: 'Voth D, Dane L, Grebe J, Peitz S, Terhörst P. Effective Backdoor Learning
    on Open-Set Face Recognition Systems. In: <i>2025 IEEE/CVF Winter Conference on
    Applications of Computer Vision (WACV)</i>. ; 2025:1027-1039. doi:<a href="https://doi.org/10.1109/WACV61041.2025.00109">10.1109/WACV61041.2025.00109</a>'
  apa: Voth, D., Dane, L., Grebe, J., Peitz, S., &#38; Terhörst, P. (2025). Effective
    Backdoor Learning on Open-Set Face Recognition Systems. <i>2025 IEEE/CVF Winter
    Conference on Applications of Computer Vision (WACV)</i>, 1027–1039. <a href="https://doi.org/10.1109/WACV61041.2025.00109">https://doi.org/10.1109/WACV61041.2025.00109</a>
  bibtex: '@inproceedings{Voth_Dane_Grebe_Peitz_Terhörst_2025, title={Effective Backdoor
    Learning on Open-Set Face Recognition Systems}, DOI={<a href="https://doi.org/10.1109/WACV61041.2025.00109">10.1109/WACV61041.2025.00109</a>},
    booktitle={2025 IEEE/CVF Winter Conference on Applications of Computer Vision
    (WACV)}, author={Voth, Diana and Dane, Leonidas and Grebe, Jonas and Peitz, Sebastian
    and Terhörst, Philipp}, year={2025}, pages={1027–1039} }'
  chicago: Voth, Diana, Leonidas Dane, Jonas Grebe, Sebastian Peitz, and Philipp Terhörst.
    “Effective Backdoor Learning on Open-Set Face Recognition Systems.” In <i>2025
    IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)</i>, 1027–39,
    2025. <a href="https://doi.org/10.1109/WACV61041.2025.00109">https://doi.org/10.1109/WACV61041.2025.00109</a>.
  ieee: 'D. Voth, L. Dane, J. Grebe, S. Peitz, and P. Terhörst, “Effective Backdoor
    Learning on Open-Set Face Recognition Systems,” in <i>2025 IEEE/CVF Winter Conference
    on Applications of Computer Vision (WACV)</i>, 2025, pp. 1027–1039, doi: <a href="https://doi.org/10.1109/WACV61041.2025.00109">10.1109/WACV61041.2025.00109</a>.'
  mla: Voth, Diana, et al. “Effective Backdoor Learning on Open-Set Face Recognition
    Systems.” <i>2025 IEEE/CVF Winter Conference on Applications of Computer Vision
    (WACV)</i>, 2025, pp. 1027–39, doi:<a href="https://doi.org/10.1109/WACV61041.2025.00109">10.1109/WACV61041.2025.00109</a>.
  short: 'D. Voth, L. Dane, J. Grebe, S. Peitz, P. Terhörst, in: 2025 IEEE/CVF Winter
    Conference on Applications of Computer Vision (WACV), 2025, pp. 1027–1039.'
date_created: 2026-10-01T12:04:52Z
date_updated: 2026-10-01T12:05:02Z
department:
- _id: '655'
doi: 10.1109/WACV61041.2025.00109
keyword:
- own
- own-conference
language:
- iso: eng
page: 1027-1039
publication: 2025 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)
status: public
title: Effective Backdoor Learning on Open-Set Face Recognition Systems
type: conference
user_id: '47427'
year: '2025'
...
---
_id: '67312'
author:
- first_name: Thorben
  full_name: Markmann, Thorben
  last_name: Markmann
- first_name: Michiel
  full_name: Straat, Michiel
  last_name: Straat
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
- first_name: Barbara
  full_name: Hammer, Barbara
  last_name: Hammer
citation:
  ama: 'Markmann T, Straat M, Peitz S, Hammer B. Control of Rayleigh-Bénard Convection:
    Effectiveness of Reinforcement Learning in the Turbulent Regime. <i>arXiv:250412000</i>.
    Published online 2025.'
  apa: 'Markmann, T., Straat, M., Peitz, S., &#38; Hammer, B. (2025). Control of Rayleigh-Bénard
    Convection: Effectiveness of Reinforcement Learning in the Turbulent Regime. In
    <i>arXiv:2504.12000</i>.'
  bibtex: '@article{Markmann_Straat_Peitz_Hammer_2025, title={Control of Rayleigh-Bénard
    Convection: Effectiveness of Reinforcement Learning in the Turbulent Regime},
    journal={arXiv:2504.12000}, author={Markmann, Thorben and Straat, Michiel and
    Peitz, Sebastian and Hammer, Barbara}, year={2025} }'
  chicago: 'Markmann, Thorben, Michiel Straat, Sebastian Peitz, and Barbara Hammer.
    “Control of Rayleigh-Bénard Convection: Effectiveness of Reinforcement Learning
    in the Turbulent Regime.” <i>ArXiv:2504.12000</i>, 2025.'
  ieee: 'T. Markmann, M. Straat, S. Peitz, and B. Hammer, “Control of Rayleigh-Bénard
    Convection: Effectiveness of Reinforcement Learning in the Turbulent Regime,”
    <i>arXiv:2504.12000</i>. 2025.'
  mla: 'Markmann, Thorben, et al. “Control of Rayleigh-Bénard Convection: Effectiveness
    of Reinforcement Learning in the Turbulent Regime.” <i>ArXiv:2504.12000</i>, 2025.'
  short: T. Markmann, M. Straat, S. Peitz, B. Hammer, ArXiv:2504.12000 (2025).
date_created: 2026-10-01T12:04:32Z
date_updated: 2026-10-01T12:04:44Z
department:
- _id: '655'
keyword:
- own
- own-preprint
language:
- iso: eng
publication: arXiv:2504.12000
status: public
title: 'Control of Rayleigh-Bénard Convection: Effectiveness of Reinforcement Learning
  in the Turbulent Regime'
type: preprint
user_id: '47427'
year: '2025'
...
---
_id: '67310'
author:
- first_name: Septimus
  full_name: Boshoff, Septimus
  last_name: Boshoff
- first_name: Sebastian
  full_name: Peitz, Sebastian
  id: '47427'
  last_name: Peitz
  orcid: 0000-0002-3389-793X
- first_name: Stefan
  full_name: Klus, Stefan
  last_name: Klus
citation:
  ama: Boshoff S, Peitz S, Klus S. Bayesian Transfer Operators in Reproducing Kernel
    Hilbert Spaces. <i>arXiv:250922482</i>. Published online 2025.
  apa: Boshoff, S., Peitz, S., &#38; Klus, S. (2025). Bayesian Transfer Operators
    in Reproducing Kernel Hilbert Spaces. In <i>arXiv:2509.22482</i>.
  bibtex: '@article{Boshoff_Peitz_Klus_2025, title={Bayesian Transfer Operators in
    Reproducing Kernel Hilbert Spaces}, journal={arXiv:2509.22482}, author={Boshoff,
    Septimus and Peitz, Sebastian and Klus, Stefan}, year={2025} }'
  chicago: Boshoff, Septimus, Sebastian Peitz, and Stefan Klus. “Bayesian Transfer
    Operators in Reproducing Kernel Hilbert Spaces.” <i>ArXiv:2509.22482</i>, 2025.
  ieee: S. Boshoff, S. Peitz, and S. Klus, “Bayesian Transfer Operators in Reproducing
    Kernel Hilbert Spaces,” <i>arXiv:2509.22482</i>. 2025.
  mla: Boshoff, Septimus, et al. “Bayesian Transfer Operators in Reproducing Kernel
    Hilbert Spaces.” <i>ArXiv:2509.22482</i>, 2025.
  short: S. Boshoff, S. Peitz, S. Klus, ArXiv:2509.22482 (2025).
date_created: 2026-10-01T12:03:40Z
date_updated: 2026-10-01T12:03:58Z
department:
- _id: '655'
keyword:
- own
- own-preprint
language:
- iso: eng
publication: arXiv:2509.22482
status: public
title: Bayesian Transfer Operators in Reproducing Kernel Hilbert Spaces
type: preprint
user_id: '47427'
year: '2025'
...
---
_id: '62181'
abstract:
- lang: eng
  text: This research investigates how Artificial Intelligence (AI) can be systematically
    integrated into existing business processes by combining suitable competencies
    with graphical AI workflow modelling. While AI offers a high potential for automation
    and increased efficiency, its implementation often fails due to a lack of interdisciplinary
    competencies that bridge the gap between domain expertise and IT know-how. Low-code
    platforms and visual modelling tools are increasingly recognised as enablers,
    empowering non-programmers to intuitively create graphical AI- based workflows.
    Nevertheless, specific competencies are required to realise the full potential
    of AI, the domain specific knowledge and align technical understanding with AI
    capabilities. The paper reviews the state of the art in AI-driven business process
    automation and competencies for visual low-code approaches. It then presents a
    practical solution to identify and systematise essential competence areas. Based
    on this, a practical competence model is developed to support the design of user-friendly,
    AI-enabled workflows. This is tested in a practical application context — emergency
    management — where it supports critical decision-making processes and is validated
    through expert feedback. The study concludes by offering actionable recommendations
    to help organisations foster the necessary competencies and methods for competently
    integrating AI into their digital processes.</jats:p>
author:
- first_name: Iris
  full_name: Gräßler, Iris
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Deniz
  full_name: Özcan, Deniz
  id: '58595'
  last_name: Özcan
citation:
  ama: 'Gräßler I, Özcan D. Graphical AI workflow modelling: Identifying relevant
    competencies in AI-based automation of business processes. In: <i>AHFE International</i>.
    Vol 198. AHFE International; 2025. doi:<a href="https://doi.org/10.54941/ahfe1006785">10.54941/ahfe1006785</a>'
  apa: 'Gräßler, I., &#38; Özcan, D. (2025). Graphical AI workflow modelling: Identifying
    relevant competencies in AI-based automation of business processes. <i>AHFE International</i>,
    <i>198</i>. <a href="https://doi.org/10.54941/ahfe1006785">https://doi.org/10.54941/ahfe1006785</a>'
  bibtex: '@inproceedings{Gräßler_Özcan_2025, title={Graphical AI workflow modelling:
    Identifying relevant competencies in AI-based automation of business processes},
    volume={198}, DOI={<a href="https://doi.org/10.54941/ahfe1006785">10.54941/ahfe1006785</a>},
    booktitle={AHFE International}, publisher={AHFE International}, author={Gräßler,
    Iris and Özcan, Deniz}, year={2025} }'
  chicago: 'Gräßler, Iris, and Deniz Özcan. “Graphical AI Workflow Modelling: Identifying
    Relevant Competencies in AI-Based Automation of Business Processes.” In <i>AHFE
    International</i>, Vol. 198. AHFE International, 2025. <a href="https://doi.org/10.54941/ahfe1006785">https://doi.org/10.54941/ahfe1006785</a>.'
  ieee: 'I. Gräßler and D. Özcan, “Graphical AI workflow modelling: Identifying relevant
    competencies in AI-based automation of business processes,” in <i>AHFE International</i>,
    Split, 2025, vol. 198, doi: <a href="https://doi.org/10.54941/ahfe1006785">10.54941/ahfe1006785</a>.'
  mla: 'Gräßler, Iris, and Deniz Özcan. “Graphical AI Workflow Modelling: Identifying
    Relevant Competencies in AI-Based Automation of Business Processes.” <i>AHFE International</i>,
    vol. 198, AHFE International, 2025, doi:<a href="https://doi.org/10.54941/ahfe1006785">10.54941/ahfe1006785</a>.'
  short: 'I. Gräßler, D. Özcan, in: AHFE International, AHFE International, 2025.'
conference:
  end_date: 2025-09-24
  location: Split
  name: '7th International Conference on Human Systems Engineering and Design: Future
    Trends and Applications (IHSED 2025)'
  start_date: 2025-09-22
date_created: 2025-11-13T16:37:59Z
date_updated: 2026-10-01T12:25:18Z
department:
- _id: '43'
- _id: '9'
- _id: '26'
- _id: '152'
doi: 10.54941/ahfe1006785
intvolume: '       198'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication: AHFE International
publication_identifier:
  issn:
  - 2771-0718
publication_status: published
publisher: AHFE International
quality_controlled: '1'
status: public
title: 'Graphical AI workflow modelling: Identifying relevant competencies in AI-based
  automation of business processes'
type: conference
user_id: '58595'
volume: 198
year: '2025'
...
---
_id: '62182'
abstract:
- lang: eng
  text: 'Die vorliegende Zukunftsstudie „Automation 2035“ gibt einen Ausblick auf
    die Entwicklung der Automatisierungstechnik in den nächsten 10 Jahren. Neben der
    Beschreibung von Trends wie Kreislaufwirtschaft, Automatisierung der Märkte, Biologisierung,
    autonome Systeme und Robotik sowie IT-Sicherheit wird die zu erwartende Veränderung
    in der Bildung beschrieben. Dazu verwenden wir Methoden der Zukunftsforschung
    und arbeiten mit der Szenario-Technik, um Zukunftsperspektiven der Automation
    aufzuzeigen. Personas werden eingesetzt, um die zukünftigen Entwicklungen plastisch
    aus den Augen der Personen im Jahr 2025 und in der Zukunft im Jahr 2035 zu beschreiben.
    Schlüsselthemen und Trends: ... ... Inhalt Executive summary 1 1 Einführung 3
    2 Zukunftsfelder für die Automatisierungstechnik 2035 4 2.1 Kreislaufwirtschaft
    4 2.2 Automatisierung der Märkte 7 2.3 Biologisierung 8 2.4 Autonome Systeme und
    Robotik 10 2.5 Security 12 2.6 Veränderung der Ausbildung 13 3 Szenario der Automation
    2035 16 4 Personas 18 4.1 Unternehmer 18 4.2 Ingenieurin 19 4.3 Schüler 20 5 Thesen
    und Ausblick 22 Methodik 24 Autorenteam 25 Schrifttum 26... </p>'
alternative_title:
- VDI-Studie
author:
- first_name: Iris
  full_name: Gräßler, Iris
  id: '47565'
  last_name: Gräßler
  orcid: 0000-0001-5765-971X
- first_name: Deniz
  full_name: Özcan, Deniz
  id: '58595'
  last_name: Özcan
- first_name: Alena Marie
  full_name: Tusek, Alena Marie
  id: '59370'
  last_name: Tusek
- first_name: Attila
  full_name: Bilgic, Attila
  last_name: Bilgic
- first_name: Christian
  full_name: Lange, Christian
  last_name: Lange
- first_name: Christian
  full_name: Stich, Christian
  last_name: Stich
- first_name: Christine
  full_name: Maul, Christine
  last_name: Maul
- first_name: Michael
  full_name: Heizmann, Michael
  last_name: Heizmann
- first_name: Michael
  full_name: Weyrich, Michael
  last_name: Weyrich
- first_name: Sascha
  full_name: Dessel,, Sascha
  last_name: Dessel,
- first_name: Torben
  full_name: Miny, Torben
  last_name: Miny
- first_name: Ulrich
  full_name: Jumar, Ulrich
  last_name: Jumar
citation:
  ama: Gräßler I, Özcan D, Tusek AM, et al. <i>Automation 2035</i>. VDI Verlag; 2025.
    doi:<a href="https://doi.org/10.51202/9783911670180">10.51202/9783911670180</a>
  apa: Gräßler, I., Özcan, D., Tusek, A. M., Bilgic, A., Lange, C., Stich, C., Maul,
    C., Heizmann, M., Weyrich, M., Dessel, S., Miny, T., &#38; Jumar, U. (2025). <i>Automation
    2035</i>. VDI Verlag. <a href="https://doi.org/10.51202/9783911670180">https://doi.org/10.51202/9783911670180</a>
  bibtex: '@book{Gräßler_Özcan_Tusek_Bilgic_Lange_Stich_Maul_Heizmann_Weyrich_Dessel,_et
    al._2025, title={Automation 2035}, DOI={<a href="https://doi.org/10.51202/9783911670180">10.51202/9783911670180</a>},
    publisher={VDI Verlag}, author={Gräßler, Iris and Özcan, Deniz and Tusek, Alena
    Marie and Bilgic, Attila and Lange, Christian and Stich, Christian and Maul, Christine
    and Heizmann, Michael and Weyrich, Michael and Dessel, Sascha and et al.}, year={2025}
    }'
  chicago: Gräßler, Iris, Deniz Özcan, Alena Marie Tusek, Attila Bilgic, Christian
    Lange, Christian Stich, Christine Maul, et al. <i>Automation 2035</i>. VDI Verlag,
    2025. <a href="https://doi.org/10.51202/9783911670180">https://doi.org/10.51202/9783911670180</a>.
  ieee: I. Gräßler <i>et al.</i>, <i>Automation 2035</i>. VDI Verlag, 2025.
  mla: Gräßler, Iris, et al. <i>Automation 2035</i>. VDI Verlag, 2025, doi:<a href="https://doi.org/10.51202/9783911670180">10.51202/9783911670180</a>.
  short: I. Gräßler, D. Özcan, A.M. Tusek, A. Bilgic, C. Lange, C. Stich, C. Maul,
    M. Heizmann, M. Weyrich, S. Dessel, T. Miny, U. Jumar, Automation 2035, VDI Verlag,
    2025.
date_created: 2025-11-13T16:43:05Z
date_updated: 2026-10-01T12:25:27Z
department:
- _id: '43'
- _id: '9'
- _id: '26'
- _id: '152'
doi: 10.51202/9783911670180
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
publication_identifier:
  isbn:
  - '9783911670180'
publication_status: published
publisher: VDI Verlag
quality_controlled: '1'
status: public
title: Automation 2035
type: book
user_id: '58595'
year: '2025'
...