---
_id: '62988'
author:
- first_name: Augustina C.
  full_name: Amakor, Augustina C.
  last_name: Amakor
- first_name: Manuel B.
  full_name: Berkemeier, Manuel B.
  last_name: Berkemeier
- first_name: Meike Claudia
  full_name: Wohlleben, Meike Claudia
  id: '43991'
  last_name: Wohlleben
  orcid: 0009-0009-9767-7168
- first_name: Walter
  full_name: Sextro, Walter
  id: '21220'
  last_name: Sextro
- first_name: Sebastian
  full_name: Peitz, Sebastian
  last_name: Peitz
citation:
  ama: 'Amakor AC, Berkemeier MB, Wohlleben MC, Sextro W, Peitz S. Surrogate-Assisted
    Multi-objective Design of Complex Multibody Systems. In: <i>Lecture Notes in Computer
    Science</i>. Springer Nature Switzerland; 2025. doi:<a href="https://doi.org/10.1007/978-3-032-04555-3_21">10.1007/978-3-032-04555-3_21</a>'
  apa: Amakor, A. C., Berkemeier, M. B., Wohlleben, M. C., Sextro, W., &#38; Peitz,
    S. (2025). Surrogate-Assisted Multi-objective Design of Complex Multibody Systems.
    In <i>Lecture Notes in Computer Science</i>. Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-032-04555-3_21">https://doi.org/10.1007/978-3-032-04555-3_21</a>
  bibtex: '@inbook{Amakor_Berkemeier_Wohlleben_Sextro_Peitz_2025, place={Cham}, title={Surrogate-Assisted
    Multi-objective Design of Complex Multibody Systems}, DOI={<a href="https://doi.org/10.1007/978-3-032-04555-3_21">10.1007/978-3-032-04555-3_21</a>},
    booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland},
    author={Amakor, Augustina C. and Berkemeier, Manuel B. and Wohlleben, Meike Claudia
    and Sextro, Walter and Peitz, Sebastian}, year={2025} }'
  chicago: 'Amakor, Augustina C., Manuel B. Berkemeier, Meike Claudia Wohlleben, Walter
    Sextro, and Sebastian Peitz. “Surrogate-Assisted Multi-Objective Design of Complex
    Multibody Systems.” In <i>Lecture Notes in Computer Science</i>. Cham: Springer
    Nature Switzerland, 2025. <a href="https://doi.org/10.1007/978-3-032-04555-3_21">https://doi.org/10.1007/978-3-032-04555-3_21</a>.'
  ieee: 'A. C. Amakor, M. B. Berkemeier, M. C. Wohlleben, W. Sextro, and S. Peitz,
    “Surrogate-Assisted Multi-objective Design of Complex Multibody Systems,” in <i>Lecture
    Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025.'
  mla: Amakor, Augustina C., et al. “Surrogate-Assisted Multi-Objective Design of Complex
    Multibody Systems.” <i>Lecture Notes in Computer Science</i>, Springer Nature
    Switzerland, 2025, doi:<a href="https://doi.org/10.1007/978-3-032-04555-3_21">10.1007/978-3-032-04555-3_21</a>.
  short: 'A.C. Amakor, M.B. Berkemeier, M.C. Wohlleben, W. Sextro, S. Peitz, in: Lecture
    Notes in Computer Science, Springer Nature Switzerland, Cham, 2025.'
date_created: 2025-12-09T12:46:17Z
date_updated: 2026-03-03T06:32:10Z
department:
- _id: '151'
doi: 10.1007/978-3-032-04555-3_21
language:
- iso: eng
place: Cham
publication: Lecture Notes in Computer Science
publication_identifier:
  isbn:
  - '9783032045546'
  - '9783032045553'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
publisher: Springer Nature Switzerland
quality_controlled: '1'
status: public
title: Surrogate-Assisted Multi-objective Design of Complex Multibody Systems
type: book_chapter
user_id: '43991'
year: '2025'
...
---
_id: '61765'
author:
- first_name: Andreas
  full_name: Mazur, Andreas
  last_name: Mazur
- first_name: Henning
  full_name: Peters, Henning
  last_name: Peters
- first_name: André
  full_name: Artelt, André
  last_name: Artelt
- first_name: Lukas
  full_name: Koller, Lukas
  last_name: Koller
- first_name: Christoph
  full_name: Hartmann, Christoph
  last_name: Hartmann
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Barbara
  full_name: Hammer, Barbara
  last_name: Hammer
citation:
  ama: 'Mazur A, Peters H, Artelt A, et al. Studying the Generalization Behavior of Surrogate
    Models for Punch-Bending by Generating Plausible Counterfactuals. In: <i>Lecture
    Notes in Computer Science</i>. Springer Nature Switzerland; 2025. doi:<a href="https://doi.org/10.1007/978-3-032-04555-3_16">10.1007/978-3-032-04555-3_16</a>'
  apa: Mazur, A., Peters, H., Artelt, A., Koller, L., Hartmann, C., Trächtler, A.,
    &#38; Hammer, B. (2025). Studying the Generalization Behavior of Surrogate Models
    for Punch-Bending by Generating Plausible Counterfactuals. In <i>Lecture Notes
    in Computer Science</i>. Springer Nature Switzerland. <a href="https://doi.org/10.1007/978-3-032-04555-3_16">https://doi.org/10.1007/978-3-032-04555-3_16</a>
  bibtex: '@inbook{Mazur_Peters_Artelt_Koller_Hartmann_Trächtler_Hammer_2025, place={Cham},
    title={Studying the Generalization Behavior of Surrogate Models for Punch-Bending
    by Generating Plausible Counterfactuals}, DOI={<a href="https://doi.org/10.1007/978-3-032-04555-3_16">10.1007/978-3-032-04555-3_16</a>},
    booktitle={Lecture Notes in Computer Science}, publisher={Springer Nature Switzerland},
    author={Mazur, Andreas and Peters, Henning and Artelt, André and Koller, Lukas
    and Hartmann, Christoph and Trächtler, Ansgar and Hammer, Barbara}, year={2025}
    }'
  chicago: 'Mazur, Andreas, Henning Peters, André Artelt, Lukas Koller, Christoph
    Hartmann, Ansgar Trächtler, and Barbara Hammer. “Studying the Generalization Behavior
    of Surrogate Models for Punch-Bending by Generating Plausible Counterfactuals.”
    In <i>Lecture Notes in Computer Science</i>. Cham: Springer Nature Switzerland,
    2025. <a href="https://doi.org/10.1007/978-3-032-04555-3_16">https://doi.org/10.1007/978-3-032-04555-3_16</a>.'
  ieee: 'A. Mazur <i>et al.</i>, “Studying the Generalization Behavior of Surrogate
    Models for Punch-Bending by Generating Plausible Counterfactuals,” in <i>Lecture
    Notes in Computer Science</i>, Cham: Springer Nature Switzerland, 2025.'
  mla: Mazur, Andreas, et al. “Studying the Generalization Behavior of Surrogate Models
    for Punch-Bending by Generating Plausible Counterfactuals.” <i>Lecture Notes in
    Computer Science</i>, Springer Nature Switzerland, 2025, doi:<a href="https://doi.org/10.1007/978-3-032-04555-3_16">10.1007/978-3-032-04555-3_16</a>.
  short: 'A. Mazur, H. Peters, A. Artelt, L. Koller, C. Hartmann, A. Trächtler, B.
    Hammer, in: Lecture Notes in Computer Science, Springer Nature Switzerland, Cham,
    2025.'
date_created: 2025-10-08T16:12:14Z
date_updated: 2025-10-30T12:49:25Z
department:
- _id: '153'
- _id: '241'
doi: 10.1007/978-3-032-04555-3_16
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1007/978-3-032-04555-3_16
oa: '1'
place: Cham
publication: Lecture Notes in Computer Science
publication_identifier:
  isbn:
  - '9783032045546'
  - '9783032045553'
  issn:
  - 0302-9743
  - 1611-3349
publication_status: published
publisher: Springer Nature Switzerland
status: public
title: Studying the Generalization Behavior of Surrogate Models for Punch-Bending
  by Generating Plausible Counterfactuals
type: book_chapter
user_id: '82875'
year: '2025'
...
