---
_id: '61492'
abstract:
- lang: eng
  text: "This paper deals with the development and results of a prediction framework
    for traffic light control systems as well as the usage and benefits of such predictions
    in green light optimal speed advisory (GLOSA) scenarios.\r\nVarious machine learning
    methods like support vector machines, neural networks or reinforcement learning
    were evaluated for their applicability in the prediction context and compared
    based on their efficiency and most importantly accuracy. The resulting prediction
    framework uses decision tree ensemble models combined with certain model knowledge
    to forecast different control strategies. This method was chosen due to its best
    performance in various test scenarios. Very high accuracy and fidelity were achieved
    for standard control methods like fixed-time, time-of-day-based and 'ordinary'
    traffic-based programs. Only for the more sophisticated model predictive control
    which was tested lower accuracies were achieved.\r\nFor the upcoming GLOSA application
    the penetration of equipped vehicles was varied for different traffic scenarios
    and control strategies. Results showcase high potentials for enhancing urban mobility
    and reducing environmental impact by lower emissions and waiting times. However,
    it is also clear from the studies presented in this contribution that the coordination
    of the control strategy with the GLOSA vehicles is of enormous importance."
author:
- first_name: Kevin
  full_name: Malena, Kevin
  id: '36303'
  last_name: Malena
  orcid: 0000-0003-1183-4679
- first_name: Christopher
  full_name: Link, Christopher
  id: '38249'
  last_name: Link
- first_name: Sandra
  full_name: Gausemeier, Sandra
  id: '17793'
  last_name: Gausemeier
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
citation:
  ama: 'Malena K, Link C, Gausemeier S, Trächtler A. ML-based Prediction Framework
    for varying Traffic Signal Control Strategies and its GLOSA-application. In: <i>2025
    IEEE 28th International Conference on Intelligent Transportation Systems (ITSC)</i>.
    Vol 28. IEEE.'
  apa: Malena, K., Link, C., Gausemeier, S., &#38; Trächtler, A. (n.d.). ML-based
    Prediction Framework for varying Traffic Signal Control Strategies and its GLOSA-application.
    <i>2025 IEEE 28th International Conference on Intelligent Transportation Systems
    (ITSC)</i>, <i>28</i>.
  bibtex: '@inproceedings{Malena_Link_Gausemeier_Trächtler, title={ML-based Prediction
    Framework for varying Traffic Signal Control Strategies and its GLOSA-application},
    volume={28}, booktitle={2025 IEEE 28th International Conference on Intelligent
    Transportation Systems (ITSC)}, publisher={IEEE}, author={Malena, Kevin and Link,
    Christopher and Gausemeier, Sandra and Trächtler, Ansgar} }'
  chicago: Malena, Kevin, Christopher Link, Sandra Gausemeier, and Ansgar Trächtler.
    “ML-Based Prediction Framework for Varying Traffic Signal Control Strategies and
    Its GLOSA-Application.” In <i>2025 IEEE 28th International Conference on Intelligent
    Transportation Systems (ITSC)</i>, Vol. 28. IEEE, n.d.
  ieee: K. Malena, C. Link, S. Gausemeier, and A. Trächtler, “ML-based Prediction
    Framework for varying Traffic Signal Control Strategies and its GLOSA-application,”
    in <i>2025 IEEE 28th International Conference on Intelligent Transportation Systems
    (ITSC)</i>, Gold Coast (Australia), vol. 28.
  mla: Malena, Kevin, et al. “ML-Based Prediction Framework for Varying Traffic Signal
    Control Strategies and Its GLOSA-Application.” <i>2025 IEEE 28th International
    Conference on Intelligent Transportation Systems (ITSC)</i>, vol. 28, IEEE.
  short: 'K. Malena, C. Link, S. Gausemeier, A. Trächtler, in: 2025 IEEE 28th International
    Conference on Intelligent Transportation Systems (ITSC), IEEE, n.d.'
conference:
  end_date: 2025-11-21
  location: Gold Coast (Australia)
  name: 28th International Conference on Intelligent Transportation Systems (ITSC)
  start_date: 2025-11-18
date_created: 2025-10-01T11:20:34Z
date_updated: 2026-01-26T08:50:37Z
department:
- _id: '153'
intvolume: '        28'
keyword:
- ML
- Prediction
- Tree Ensembles
- GLOSA
language:
- iso: eng
publication: 2025 IEEE 28th International Conference on Intelligent Transportation
  Systems (ITSC)
publication_status: accepted
publisher: IEEE
quality_controlled: '1'
status: public
title: ML-based Prediction Framework for varying Traffic Signal Control Strategies
  and its GLOSA-application
type: conference
user_id: '36303'
volume: 28
year: '2026'
...
---
_id: '59088'
abstract:
- lang: eng
  text: "This paper deals with the implementation and results of the application of
    a multi-stage traffic light control system which includes a simulation-based traffic
    estimation and model predictive control.\r\nThe traffic light control system incorporates
    a fuzzy system for traffic light phase preselection, followed by a model predictive
    control to optimise phase combinations and switching times. Predefined phases
    are selected without restrictions in the order according to a multi-objective
    optimisation to adapt to the traffic as freely as possible. Initially, the system
    is tested in simulations and compared with existing methods and analysed afterwards
    for its effectiveness in a prototype commissioning in field tests. Results indicate
    high potentials for reducing emissions and waiting times, highlighting the system's
    value. However, further refinement is necessary for standard implementation. This
    comprehensive approach demonstrates advancements in traffic management technology,
    showcasing the potential for enhancing urban mobility and reducing environmental
    impact."
author:
- first_name: Kevin
  full_name: Malena, Kevin
  id: '36303'
  last_name: Malena
  orcid: 0000-0003-1183-4679
- first_name: Christopher
  full_name: Link, Christopher
  id: '38249'
  last_name: Link
- first_name: Sandra
  full_name: Gausemeier, Sandra
  id: '17793'
  last_name: Gausemeier
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
citation:
  ama: 'Malena K, Link C, Gausemeier S, Trächtler A. Implementation and Results of
    a Multi-Stage Model Predictive Traffic Light Control System. In: <i>2024 IEEE
    27th International Conference on Intelligent Transportation Systems (ITSC)</i>.
    Vol 27. IEEE; 2025. doi:<a href="https://doi.org/10.1109/itsc58415.2024.10919569">10.1109/itsc58415.2024.10919569</a>'
  apa: Malena, K., Link, C., Gausemeier, S., &#38; Trächtler, A. (2025). Implementation
    and Results of a Multi-Stage Model Predictive Traffic Light Control System. <i>2024
    IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)</i>,
    <i>27</i>. <a href="https://doi.org/10.1109/itsc58415.2024.10919569">https://doi.org/10.1109/itsc58415.2024.10919569</a>
  bibtex: '@inproceedings{Malena_Link_Gausemeier_Trächtler_2025, title={Implementation
    and Results of a Multi-Stage Model Predictive Traffic Light Control System}, volume={27},
    DOI={<a href="https://doi.org/10.1109/itsc58415.2024.10919569">10.1109/itsc58415.2024.10919569</a>},
    booktitle={2024 IEEE 27th International Conference on Intelligent Transportation
    Systems (ITSC)}, publisher={IEEE}, author={Malena, Kevin and Link, Christopher
    and Gausemeier, Sandra and Trächtler, Ansgar}, year={2025} }'
  chicago: Malena, Kevin, Christopher Link, Sandra Gausemeier, and Ansgar Trächtler.
    “Implementation and Results of a Multi-Stage Model Predictive Traffic Light Control
    System.” In <i>2024 IEEE 27th International Conference on Intelligent Transportation
    Systems (ITSC)</i>, Vol. 27. IEEE, 2025. <a href="https://doi.org/10.1109/itsc58415.2024.10919569">https://doi.org/10.1109/itsc58415.2024.10919569</a>.
  ieee: 'K. Malena, C. Link, S. Gausemeier, and A. Trächtler, “Implementation and
    Results of a Multi-Stage Model Predictive Traffic Light Control System,” in <i>2024
    IEEE 27th International Conference on Intelligent Transportation Systems (ITSC)</i>,
    Edmonton (Canada), 2025, vol. 27, doi: <a href="https://doi.org/10.1109/itsc58415.2024.10919569">10.1109/itsc58415.2024.10919569</a>.'
  mla: Malena, Kevin, et al. “Implementation and Results of a Multi-Stage Model Predictive
    Traffic Light Control System.” <i>2024 IEEE 27th International Conference on Intelligent
    Transportation Systems (ITSC)</i>, vol. 27, IEEE, 2025, doi:<a href="https://doi.org/10.1109/itsc58415.2024.10919569">10.1109/itsc58415.2024.10919569</a>.
  short: 'K. Malena, C. Link, S. Gausemeier, A. Trächtler, in: 2024 IEEE 27th International
    Conference on Intelligent Transportation Systems (ITSC), IEEE, 2025.'
conference:
  end_date: 2024-09-27
  location: Edmonton (Canada)
  name: 27th International Conference on Intelligent Transportation Systems (ITSC)
  start_date: 2024-09-24
date_created: 2025-03-24T08:57:08Z
date_updated: 2026-01-26T08:50:46Z
department:
- _id: '153'
doi: 10.1109/itsc58415.2024.10919569
intvolume: '        27'
keyword:
- MPC
language:
- iso: eng
publication: 2024 IEEE 27th International Conference on Intelligent Transportation
  Systems (ITSC)
publication_identifier:
  issn:
  - 2153-0017
publication_status: published
publisher: IEEE
quality_controlled: '1'
related_material:
  link:
  - relation: confirmation
    url: https://ieeexplore.ieee.org/document/10919569
status: public
title: Implementation and Results of a Multi-Stage Model Predictive Traffic Light
  Control System
type: conference
user_id: '36303'
volume: 27
year: '2025'
...
---
_id: '59740'
abstract:
- lang: eng
  text: <jats:title>ABSTRACT</jats:title><jats:p>In this contribution, we propose
    an innovative method for determining optimal control sequences for nonlinear systems
    with partially unknown dynamics, which further expands our previous work. Within
    the paradigm of model‐based design, the practicality and safety of commissioning
    feedforward controls and feedback controllers have priority. Our approach leverages
    probabilistic Gaussian processes to adjust for model inaccuracies from measured
    system data. This differs from conventional approaches that involve complicated
    analytical modeling and may entail a substantial time investment to acquire expertise
    and may prove impractical. Consequently, we address the limitations inherent in
    traditional design methodologies. Our research focuses on the formulation and
    solution of the hybrid<jats:sup>1</jats:sup> optimal control problem using probabilistic
    state predictions and multiple shooting. This ensures adaptability, data efficiency,
    and resilience against uncertainties in system dynamics. These attributes are
    empirically substantiated through experimental validation on a chaotic and highly
    sensitive dynamical system—a double pendulum on a cart. Our methodology unfolds
    as an iterative learning process, systematically exploring diverse controls, accumulating
    data within each iteration, and refining the control strategy until the desired
    task is accomplished. The adoption of the two‐degree‐of‐freedom control structure
    allows for the distinct consideration of the feedforward and the feedback control
    signal. For the latter, we employ a time‐variant, linear quadratic regulator (LQR)
    designed to stabilize the system around its target trajectory. Furthermore, we
    integrate a probabilistic long‐term prediction through the unscented transform,
    enabling systematic anticipation of safety‐critical violations. Detailed insights
    into relevant implementation aspects are provided. To ascertain the real‐world
    applicability, we present an exemplary application involving a double pendulum
    on a cart. The objective is to bring the pendulum arms from the lower stable to
    the upper unstable equilibrium by horizontally moving the cart and subsequently
    stabilize them. In this scenario, we assume that the centrifugal forces, crucial
    to the system dynamics, have not been accurately modeled and must be learned from
    data. Solving the control task took only 5 iterations and 1 h of computation time,
    which surpasses our previous work [2], where we used the purely data‐driven PILCO
    framework and required 27 iterations and 57 h of computation time. The time of
    interaction with the system decreased by  and the computation time is lowered
    by . It demonstrates significant practical applicability for commissioning control systems.</jats:p>
author:
- first_name: Michael
  full_name: Hesse, Michael
  id: '29222'
  last_name: Hesse
- first_name: Luis
  full_name: Schwarzer, Luis
  last_name: Schwarzer
- 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, Schwarzer L, Timmermann J, Trächtler A. Robust and Efficient Hybrid
    Optimal Control via Gaussian Process Regression and Multiple Shooting With Experimental
    Validation on a Double Pendulum on a Cart. <i>PAMM</i>. 2025;25(2). doi:<a href="https://doi.org/10.1002/pamm.70004">10.1002/pamm.70004</a>
  apa: Hesse, M., Schwarzer, L., Timmermann, J., &#38; Trächtler, A. (2025). Robust
    and Efficient Hybrid Optimal Control via Gaussian Process Regression and Multiple
    Shooting With Experimental Validation on a Double Pendulum on a Cart. <i>PAMM</i>,
    <i>25</i>(2). <a href="https://doi.org/10.1002/pamm.70004">https://doi.org/10.1002/pamm.70004</a>
  bibtex: '@article{Hesse_Schwarzer_Timmermann_Trächtler_2025, title={Robust and Efficient
    Hybrid Optimal Control via Gaussian Process Regression and Multiple Shooting With
    Experimental Validation on a Double Pendulum on a Cart}, volume={25}, DOI={<a
    href="https://doi.org/10.1002/pamm.70004">10.1002/pamm.70004</a>}, number={2},
    journal={PAMM}, publisher={Wiley}, author={Hesse, Michael and Schwarzer, Luis
    and Timmermann, Julia and Trächtler, Ansgar}, year={2025} }'
  chicago: Hesse, Michael, Luis Schwarzer, Julia Timmermann, and Ansgar Trächtler.
    “Robust and Efficient Hybrid Optimal Control via Gaussian Process Regression and
    Multiple Shooting With Experimental Validation on a Double Pendulum on a Cart.”
    <i>PAMM</i> 25, no. 2 (2025). <a href="https://doi.org/10.1002/pamm.70004">https://doi.org/10.1002/pamm.70004</a>.
  ieee: 'M. Hesse, L. Schwarzer, J. Timmermann, and A. Trächtler, “Robust and Efficient
    Hybrid Optimal Control via Gaussian Process Regression and Multiple Shooting With
    Experimental Validation on a Double Pendulum on a Cart,” <i>PAMM</i>, vol. 25,
    no. 2, 2025, doi: <a href="https://doi.org/10.1002/pamm.70004">10.1002/pamm.70004</a>.'
  mla: Hesse, Michael, et al. “Robust and Efficient Hybrid Optimal Control via Gaussian
    Process Regression and Multiple Shooting With Experimental Validation on a Double
    Pendulum on a Cart.” <i>PAMM</i>, vol. 25, no. 2, Wiley, 2025, doi:<a href="https://doi.org/10.1002/pamm.70004">10.1002/pamm.70004</a>.
  short: M. Hesse, L. Schwarzer, J. Timmermann, A. Trächtler, PAMM 25 (2025).
date_created: 2025-04-30T08:18:46Z
date_updated: 2025-09-03T10:35:24Z
department:
- _id: '880'
- _id: '153'
doi: 10.1002/pamm.70004
intvolume: '        25'
issue: '2'
language:
- iso: eng
project:
- _id: '690'
  name: 'DART: Datengetriebene Methoden in der Regelungstechnik'
publication: PAMM
publication_identifier:
  issn:
  - 1617-7061
  - 1617-7061
publication_status: published
publisher: Wiley
status: public
title: Robust and Efficient Hybrid Optimal Control via Gaussian Process Regression
  and Multiple Shooting With Experimental Validation on a Double Pendulum on a Cart
type: journal_article
user_id: '15402'
volume: 25
year: '2025'
...
---
_id: '61762'
abstract:
- lang: eng
  text: "<jats:title>Abstract</jats:title>\r\n               <jats:p>In punch-bending,
    products such as brackets, electronic contacts or spring elements are produced
    from wire-shaped semi-finished products using separation processes and several
    successive forming processes. Within the multi-stage straightening and bending
    processes, cross-stage and quantity-dependent effects have a significant influence
    on the quality of the end product. In order to optimize the punch-bending process
    with regard to the resulting component deviations and waste rate, this article
    presents the concept of a digital twin for an innovative hybrid model of a multi-stage
    punch-bending process. To ensure efficient development and implementation of the
    digital twin, the graphical modeling notation DSL4DPiFS is used for additional
    support. It makes it possible to derive the required interfaces of the Asset Administration
    Shell of the hybrid data-driven model.</jats:p>"
author:
- first_name: Henning
  full_name: Peters, Henning
  last_name: Peters
- first_name: Andreas
  full_name: Mazur, Andreas
  last_name: Mazur
- first_name: Ankit Kumar
  full_name: Pandey, Ankit Kumar
  last_name: Pandey
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Barbara
  full_name: Hammer, Barbara
  last_name: Hammer
- first_name: Werner
  full_name: Homberg, Werner
  id: '233'
  last_name: Homberg
citation:
  ama: Peters H, Mazur A, Pandey AK, Trächtler A, Hammer B, Homberg W. Development
    of a digital twin for data-driven modeling of punch-bending processes using a
    graphical modeling notation. <i>at - Automatisierungstechnik</i>. 2025;73(3):173-184.
    doi:<a href="https://doi.org/10.1515/auto-2024-0112">10.1515/auto-2024-0112</a>
  apa: Peters, H., Mazur, A., Pandey, A. K., Trächtler, A., Hammer, B., &#38; Homberg,
    W. (2025). Development of a digital twin for data-driven modeling of punch-bending
    processes using a graphical modeling notation. <i>At - Automatisierungstechnik</i>,
    <i>73</i>(3), 173–184. <a href="https://doi.org/10.1515/auto-2024-0112">https://doi.org/10.1515/auto-2024-0112</a>
  bibtex: '@article{Peters_Mazur_Pandey_Trächtler_Hammer_Homberg_2025, title={Development
    of a digital twin for data-driven modeling of punch-bending processes using a
    graphical modeling notation}, volume={73}, DOI={<a href="https://doi.org/10.1515/auto-2024-0112">10.1515/auto-2024-0112</a>},
    number={3}, journal={at - Automatisierungstechnik}, publisher={Walter de Gruyter
    GmbH}, author={Peters, Henning and Mazur, Andreas and Pandey, Ankit Kumar and
    Trächtler, Ansgar and Hammer, Barbara and Homberg, Werner}, year={2025}, pages={173–184}
    }'
  chicago: 'Peters, Henning, Andreas Mazur, Ankit Kumar Pandey, Ansgar Trächtler,
    Barbara Hammer, and Werner Homberg. “Development of a Digital Twin for Data-Driven
    Modeling of Punch-Bending Processes Using a Graphical Modeling Notation.” <i>At
    - Automatisierungstechnik</i> 73, no. 3 (2025): 173–84. <a href="https://doi.org/10.1515/auto-2024-0112">https://doi.org/10.1515/auto-2024-0112</a>.'
  ieee: 'H. Peters, A. Mazur, A. K. Pandey, A. Trächtler, B. Hammer, and W. Homberg,
    “Development of a digital twin for data-driven modeling of punch-bending processes
    using a graphical modeling notation,” <i>at - Automatisierungstechnik</i>, vol.
    73, no. 3, pp. 173–184, 2025, doi: <a href="https://doi.org/10.1515/auto-2024-0112">10.1515/auto-2024-0112</a>.'
  mla: Peters, Henning, et al. “Development of a Digital Twin for Data-Driven Modeling
    of Punch-Bending Processes Using a Graphical Modeling Notation.” <i>At - Automatisierungstechnik</i>,
    vol. 73, no. 3, Walter de Gruyter GmbH, 2025, pp. 173–84, doi:<a href="https://doi.org/10.1515/auto-2024-0112">10.1515/auto-2024-0112</a>.
  short: H. Peters, A. Mazur, A.K. Pandey, A. Trächtler, B. Hammer, W. Homberg, At
    - Automatisierungstechnik 73 (2025) 173–184.
date_created: 2025-10-08T16:10:34Z
date_updated: 2025-10-30T12:49:49Z
department:
- _id: '153'
- _id: '241'
- _id: '156'
doi: 10.1515/auto-2024-0112
intvolume: '        73'
issue: '3'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1515/auto-2024-0112
oa: '1'
page: 173-184
publication: at - Automatisierungstechnik
publication_identifier:
  issn:
  - 0178-2312
  - 2196-677X
publication_status: published
publisher: Walter de Gruyter GmbH
status: public
title: Development of a digital twin for data-driven modeling of punch-bending processes
  using a graphical modeling notation
type: journal_article
user_id: '82875'
volume: 73
year: '2025'
...
---
_id: '61763'
abstract:
- lang: eng
  text: <jats:p>Abstract. Within the punch-bending process semi-finished products
    of strip or wire material are formed and punched in several subsequent steps into
    a finished product like brackets, mounts, contacts or spring elements. In the
    context of those multi-stage straightening and bending processes, cross-stage
    and quantity-dependent effects significantly leads to undesired component deviations.
    To optimize the punch-bending process with regard to these component deviations
    and thus the waste rate, the concept of a hybrid data-driven model is presented.
    To automatically acquire and process this hybrid data while also enable the usage
    by multiple clients, a digital twin has to be developed. In this paper the communication
    infrastructure between the punch-bending system and the digital twin is presented,
    using the Asset Administration Shell as specification. This automated communication
    is validated using exemplary data from the punch-bending system.</jats:p>
author:
- first_name: Henning
  full_name: Peters, Henning
  last_name: Peters
- first_name: Andreas
  full_name: Mazur, Andreas
  last_name: Mazur
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Barbara
  full_name: Hammer, Barbara
  last_name: Hammer
citation:
  ama: 'Peters H, Mazur A, Trächtler A, Hammer B. Integration of a digital twin for
    data-driven modeling of punch-bending processes using the asset administration
    shell. In: <i>Materials Research Proceedings</i>. Vol 54. Materials Research Forum
    LLC; 2025. doi:<a href="https://doi.org/10.21741/9781644903599-166">10.21741/9781644903599-166</a>'
  apa: Peters, H., Mazur, A., Trächtler, A., &#38; Hammer, B. (2025). Integration
    of a digital twin for data-driven modeling of punch-bending processes using the
    asset administration shell. <i>Materials Research Proceedings</i>, <i>54</i>.
    <a href="https://doi.org/10.21741/9781644903599-166">https://doi.org/10.21741/9781644903599-166</a>
  bibtex: '@inproceedings{Peters_Mazur_Trächtler_Hammer_2025, title={Integration of
    a digital twin for data-driven modeling of punch-bending processes using the asset
    administration shell}, volume={54}, DOI={<a href="https://doi.org/10.21741/9781644903599-166">10.21741/9781644903599-166</a>},
    booktitle={Materials Research Proceedings}, publisher={Materials Research Forum
    LLC}, author={Peters, Henning and Mazur, Andreas and Trächtler, Ansgar and Hammer,
    Barbara}, year={2025} }'
  chicago: Peters, Henning, Andreas Mazur, Ansgar Trächtler, and Barbara Hammer. “Integration
    of a Digital Twin for Data-Driven Modeling of Punch-Bending Processes Using the
    Asset Administration Shell.” In <i>Materials Research Proceedings</i>, Vol. 54.
    Materials Research Forum LLC, 2025. <a href="https://doi.org/10.21741/9781644903599-166">https://doi.org/10.21741/9781644903599-166</a>.
  ieee: 'H. Peters, A. Mazur, A. Trächtler, and B. Hammer, “Integration of a digital
    twin for data-driven modeling of punch-bending processes using the asset administration
    shell,” in <i>Materials Research Proceedings</i>, 2025, vol. 54, doi: <a href="https://doi.org/10.21741/9781644903599-166">10.21741/9781644903599-166</a>.'
  mla: Peters, Henning, et al. “Integration of a Digital Twin for Data-Driven Modeling
    of Punch-Bending Processes Using the Asset Administration Shell.” <i>Materials
    Research Proceedings</i>, vol. 54, Materials Research Forum LLC, 2025, doi:<a
    href="https://doi.org/10.21741/9781644903599-166">10.21741/9781644903599-166</a>.
  short: 'H. Peters, A. Mazur, A. Trächtler, B. Hammer, in: Materials Research Proceedings,
    Materials Research Forum LLC, 2025.'
date_created: 2025-10-08T16:11:24Z
date_updated: 2025-10-30T12:51:26Z
department:
- _id: '153'
- _id: '241'
doi: 10.21741/9781644903599-166
intvolume: '        54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.21741/9781644903599-166
oa: '1'
publication: Materials Research Proceedings
publication_identifier:
  issn:
  - 2474-395X
publication_status: published
publisher: Materials Research Forum LLC
status: public
title: Integration of a digital twin for data-driven modeling of punch-bending processes
  using the asset administration shell
type: conference
user_id: '82875'
volume: 54
year: '2025'
...
---
_id: '61761'
abstract:
- lang: eng
  text: "<jats:title>Abstract</jats:title>\r\n               <jats:p>Data-driven methods
    are increasingly utilized in metal forming processes for monitoring and quality
    optimization. An adapted modeling notation DSL4DPiFS for forming processes is
    presented to model hardware, software, and data flow aspects to support the design
    and analysis of data-driven methods. DSL4DPiFS enables metal forming and automation
    experts to model field-level information as data sources, and the data sinks for
    data analysis. The notation was adapted to the requirements of selected metal
    forming processes and evaluated in three case studies.</jats:p>"
author:
- first_name: Birgit
  full_name: Vogel-Heuser, Birgit
  last_name: Vogel-Heuser
- first_name: Mingxi
  full_name: Zhang, Mingxi
  last_name: Zhang
- first_name: Marius
  full_name: Krüger, Marius
  last_name: Krüger
- first_name: Alejandra
  full_name: Vicaria, Alejandra
  last_name: Vicaria
- first_name: Markus
  full_name: Gardill, Markus
  last_name: Gardill
- first_name: Yuyao
  full_name: Jiang, Yuyao
  last_name: Jiang
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Henning
  full_name: Peters, Henning
  last_name: Peters
- first_name: Mathias
  full_name: Liewald, Mathias
  last_name: Liewald
- first_name: Adrian
  full_name: Schenek, Adrian
  last_name: Schenek
- first_name: Pascal
  full_name: Heinzelmann, Pascal
  last_name: Heinzelmann
- first_name: Michael
  full_name: Weyrich, Michael
  last_name: Weyrich
citation:
  ama: Vogel-Heuser B, Zhang M, Krüger M, et al. DSL4DPiFS – a graphical notation
    to model data pipeline deployment in forming systems. <i>at - Automatisierungstechnik</i>.
    2025;73(4):232-250. doi:<a href="https://doi.org/10.1515/auto-2024-0114">10.1515/auto-2024-0114</a>
  apa: Vogel-Heuser, B., Zhang, M., Krüger, M., Vicaria, A., Gardill, M., Jiang, Y.,
    Trächtler, A., Peters, H., Liewald, M., Schenek, A., Heinzelmann, P., &#38; Weyrich,
    M. (2025). DSL4DPiFS – a graphical notation to model data pipeline deployment
    in forming systems. <i>At - Automatisierungstechnik</i>, <i>73</i>(4), 232–250.
    <a href="https://doi.org/10.1515/auto-2024-0114">https://doi.org/10.1515/auto-2024-0114</a>
  bibtex: '@article{Vogel-Heuser_Zhang_Krüger_Vicaria_Gardill_Jiang_Trächtler_Peters_Liewald_Schenek_et
    al._2025, title={DSL4DPiFS – a graphical notation to model data pipeline deployment
    in forming systems}, volume={73}, DOI={<a href="https://doi.org/10.1515/auto-2024-0114">10.1515/auto-2024-0114</a>},
    number={4}, journal={at - Automatisierungstechnik}, publisher={Walter de Gruyter
    GmbH}, author={Vogel-Heuser, Birgit and Zhang, Mingxi and Krüger, Marius and Vicaria,
    Alejandra and Gardill, Markus and Jiang, Yuyao and Trächtler, Ansgar and Peters,
    Henning and Liewald, Mathias and Schenek, Adrian and et al.}, year={2025}, pages={232–250}
    }'
  chicago: 'Vogel-Heuser, Birgit, Mingxi Zhang, Marius Krüger, Alejandra Vicaria,
    Markus Gardill, Yuyao Jiang, Ansgar Trächtler, et al. “DSL4DPiFS – a Graphical
    Notation to Model Data Pipeline Deployment in Forming Systems.” <i>At - Automatisierungstechnik</i>
    73, no. 4 (2025): 232–50. <a href="https://doi.org/10.1515/auto-2024-0114">https://doi.org/10.1515/auto-2024-0114</a>.'
  ieee: 'B. Vogel-Heuser <i>et al.</i>, “DSL4DPiFS – a graphical notation to model
    data pipeline deployment in forming systems,” <i>at - Automatisierungstechnik</i>,
    vol. 73, no. 4, pp. 232–250, 2025, doi: <a href="https://doi.org/10.1515/auto-2024-0114">10.1515/auto-2024-0114</a>.'
  mla: Vogel-Heuser, Birgit, et al. “DSL4DPiFS – a Graphical Notation to Model Data
    Pipeline Deployment in Forming Systems.” <i>At - Automatisierungstechnik</i>,
    vol. 73, no. 4, Walter de Gruyter GmbH, 2025, pp. 232–50, doi:<a href="https://doi.org/10.1515/auto-2024-0114">10.1515/auto-2024-0114</a>.
  short: B. Vogel-Heuser, M. Zhang, M. Krüger, A. Vicaria, M. Gardill, Y. Jiang, A.
    Trächtler, H. Peters, M. Liewald, A. Schenek, P. Heinzelmann, M. Weyrich, At -
    Automatisierungstechnik 73 (2025) 232–250.
date_created: 2025-10-08T16:09:21Z
date_updated: 2025-10-30T12:48:48Z
department:
- _id: '153'
- _id: '241'
doi: 10.1515/auto-2024-0114
intvolume: '        73'
issue: '4'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1515/auto-2024-0114
oa: '1'
page: 232-250
publication: at - Automatisierungstechnik
publication_identifier:
  issn:
  - 0178-2312
  - 2196-677X
publication_status: published
publisher: Walter de Gruyter GmbH
status: public
title: DSL4DPiFS – a graphical notation to model data pipeline deployment in forming
  systems
type: journal_article
user_id: '82875'
volume: 73
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'
...
---
_id: '59907'
abstract:
- lang: eng
  text: <jats:p>Abstract. Flow forming is recognized for its precision in producing
    rotationally symmetric components, but the use of metastable austenitic stainless
    steel (AISI 304L) introduces challenges due to uncontrolled strain-induced α’
    martensite formation. Variations in factors such as eccentricity and batch inconsistencies
    lead to unpredictable microstructural profiles, limiting reproducibility [1,2].
    This study addresses these issues by incorporating thermal actuators for cryogenic
    cooling and induction heating to regulate forming temperatures, enabling control
    of the α’-martensite content. Experimental investigations demonstrate that local
    tempering during thermomechanical reverse flow forming produces discernible variations
    in microstructure, affecting mechanical and magnetic properties [3]. Controlled
    local adjustments of α’-martensite content allow for customization of properties
    in seamless tubes, advancing manufacturing capabilities for complex, defect-free
    components. The results presented demonstrate promising strategies for implementation
    within the context of closed-loop property control in flow forming.</jats:p>
author:
- first_name: Bahman
  full_name: Arian, Bahman
  id: '36287'
  last_name: Arian
- first_name: Werner
  full_name: Homberg, Werner
  id: '233'
  last_name: Homberg
- first_name: Lukas
  full_name: Kersting, Lukas
  last_name: Kersting
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Julian
  full_name: Rozo Vasquez, Julian
  last_name: Rozo Vasquez
- first_name: Frank
  full_name: Walther, Frank
  last_name: Walther
citation:
  ama: 'Arian B, Homberg W, Kersting L, Trächtler A, Rozo Vasquez J, Walther F. Advanced
    thermomechanical flow forming: A novel approach to α’-martensite control for enhanced
    material properties. In: Carlone P, Filice L, Umbrello D, eds. <i>Materials Research
    Proceedings</i>. Vol 54. Materials Research Forum LLC; 2025. doi:<a href="https://doi.org/10.21741/9781644903599-127">10.21741/9781644903599-127</a>'
  apa: 'Arian, B., Homberg, W., Kersting, L., Trächtler, A., Rozo Vasquez, J., &#38;
    Walther, F. (2025). Advanced thermomechanical flow forming: A novel approach to
    α’-martensite control for enhanced material properties. In P. Carlone, L. Filice,
    &#38; D. Umbrello (Eds.), <i>Materials Research Proceedings</i> (Vol. 54). Materials
    Research Forum LLC. <a href="https://doi.org/10.21741/9781644903599-127">https://doi.org/10.21741/9781644903599-127</a>'
  bibtex: '@inproceedings{Arian_Homberg_Kersting_Trächtler_Rozo Vasquez_Walther_2025,
    title={Advanced thermomechanical flow forming: A novel approach to α’-martensite
    control for enhanced material properties}, volume={54}, DOI={<a href="https://doi.org/10.21741/9781644903599-127">10.21741/9781644903599-127</a>},
    booktitle={Materials Research Proceedings}, publisher={Materials Research Forum
    LLC}, author={Arian, Bahman and Homberg, Werner and Kersting, Lukas and Trächtler,
    Ansgar and Rozo Vasquez, Julian and Walther, Frank}, editor={Carlone, Pierpaolo
    and Filice, Luigino and Umbrello, Domenico}, year={2025} }'
  chicago: 'Arian, Bahman, Werner Homberg, Lukas Kersting, Ansgar Trächtler, Julian
    Rozo Vasquez, and Frank Walther. “Advanced Thermomechanical Flow Forming: A Novel
    Approach to α’-Martensite Control for Enhanced Material Properties.” In <i>Materials
    Research Proceedings</i>, edited by Pierpaolo Carlone, Luigino Filice, and Domenico
    Umbrello, Vol. 54. Materials Research Forum LLC, 2025. <a href="https://doi.org/10.21741/9781644903599-127">https://doi.org/10.21741/9781644903599-127</a>.'
  ieee: 'B. Arian, W. Homberg, L. Kersting, A. Trächtler, J. Rozo Vasquez, and F.
    Walther, “Advanced thermomechanical flow forming: A novel approach to α’-martensite
    control for enhanced material properties,” in <i>Materials Research Proceedings</i>,
    Paestum, Italy, 2025, vol. 54, doi: <a href="https://doi.org/10.21741/9781644903599-127">10.21741/9781644903599-127</a>.'
  mla: 'Arian, Bahman, et al. “Advanced Thermomechanical Flow Forming: A Novel Approach
    to α’-Martensite Control for Enhanced Material Properties.” <i>Materials Research
    Proceedings</i>, edited by Pierpaolo Carlone et al., vol. 54, Materials Research
    Forum LLC, 2025, doi:<a href="https://doi.org/10.21741/9781644903599-127">10.21741/9781644903599-127</a>.'
  short: 'B. Arian, W. Homberg, L. Kersting, A. Trächtler, J. Rozo Vasquez, F. Walther,
    in: P. Carlone, L. Filice, D. Umbrello (Eds.), Materials Research Proceedings,
    Materials Research Forum LLC, 2025.'
conference:
  end_date: 2025-05-09
  location: Paestum, Italy
  name: The 28th International ESAFORM Conference on Material Forming - ESAFORM 2025
  start_date: 2025-05-06
date_created: 2025-05-15T06:59:28Z
date_updated: 2025-10-30T13:55:08Z
department:
- _id: '156'
- _id: '153'
- _id: '241'
doi: 10.21741/9781644903599-127
editor:
- first_name: Pierpaolo
  full_name: Carlone, Pierpaolo
  last_name: Carlone
- first_name: Luigino
  full_name: Filice, Luigino
  last_name: Filice
- first_name: Domenico
  full_name: Umbrello, Domenico
  last_name: Umbrello
has_accepted_license: '1'
intvolume: '        54'
keyword:
- Flow Forming
- Thermomechanical Forming
- α’-Martensite
- Property Control
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://mrforum.com/product/9781644903599-127/
oa: '1'
publication: Materials Research Proceedings
publication_identifier:
  issn:
  - 2474-395X
publication_status: published
publisher: Materials Research Forum LLC
quality_controlled: '1'
status: public
title: 'Advanced thermomechanical flow forming: A novel approach to α’-martensite
  control for enhanced material properties'
type: conference
user_id: '36287'
volume: 54
year: '2025'
...
---
_id: '62024'
abstract:
- lang: eng
  text: "<jats:title>Abstract</jats:title>\r\n               <jats:p>This paper presents
    a characterization of the microstructural evolution and its correlation with the
    magnetic structure due to flow forming of semi-finished tubes of austenitic stainless
    steel AISI 304L. The plastic deformation triggers a phase transformation of the
    metastable austenite into α’-martensite.</jats:p>\r\n               <jats:p>Depending
    on the combination of production parameters, different fractions of strain-induced
    α’-martensite were measured by means non-destructive micromagnetic techniques
    and correlated with the evolution of hardness and the microstructure using electron
    backscatter diffraction analyses. The magneto-optical Kerr effect analysis was
    used as a tool to perform a qualitative analysis of the evolution of the magnetic
    domain structure correlated with the formation of α’-martensite. An analysis of
    these data allowed to derive surface magnetization hysteresis loops that were
    compared with integral hysteresis loops of the specimens. It was proven by both
    methods that the formation of martensite increases the magnetic energy and the
    spontaneous magnetization of the specimens. The results of this investigation
    contribute to a better understanding of micromagnetic sensors to monitor and control
    the formation of α’-martensite in a flow forming. Furthermore, various techniques
    have demonstrated the evolution of the magnetic properties of the material, which
    can be applied in applications for invisible coding of workpieces.</jats:p>"
author:
- first_name: Julian
  full_name: Rozo Vasquez, Julian
  last_name: Rozo Vasquez
- first_name: Jan
  full_name: Tappe, Jan
  last_name: Tappe
- first_name: Bahman
  full_name: Arian, Bahman
  id: '36287'
  last_name: Arian
- first_name: Lukas
  full_name: Kersting, Lukas
  last_name: Kersting
- first_name: Werner
  full_name: Homberg, Werner
  id: '233'
  last_name: Homberg
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Frank
  full_name: Walther, Frank
  last_name: Walther
citation:
  ama: Rozo Vasquez J, Tappe J, Arian B, et al. Magneto-optical Kerr effect analysis
    of strain-induced martensite formation during flow forming of metastable austenitic
    steel AISI 304L. <i>Practical Metallography</i>. 2025;62(9-10):617-633. doi:<a
    href="https://doi.org/10.1515/pm-2025-0059">10.1515/pm-2025-0059</a>
  apa: Rozo Vasquez, J., Tappe, J., Arian, B., Kersting, L., Homberg, W., Trächtler,
    A., &#38; Walther, F. (2025). Magneto-optical Kerr effect analysis of strain-induced
    martensite formation during flow forming of metastable austenitic steel AISI 304L.
    <i>Practical Metallography</i>, <i>62</i>(9–10), 617–633. <a href="https://doi.org/10.1515/pm-2025-0059">https://doi.org/10.1515/pm-2025-0059</a>
  bibtex: '@article{Rozo Vasquez_Tappe_Arian_Kersting_Homberg_Trächtler_Walther_2025,
    title={Magneto-optical Kerr effect analysis of strain-induced martensite formation
    during flow forming of metastable austenitic steel AISI 304L}, volume={62}, DOI={<a
    href="https://doi.org/10.1515/pm-2025-0059">10.1515/pm-2025-0059</a>}, number={9–10},
    journal={Practical Metallography}, publisher={Walter de Gruyter GmbH}, author={Rozo
    Vasquez, Julian and Tappe, Jan and Arian, Bahman and Kersting, Lukas and Homberg,
    Werner and Trächtler, Ansgar and Walther, Frank}, year={2025}, pages={617–633}
    }'
  chicago: 'Rozo Vasquez, Julian, Jan Tappe, Bahman Arian, Lukas Kersting, Werner
    Homberg, Ansgar Trächtler, and Frank Walther. “Magneto-Optical Kerr Effect Analysis
    of Strain-Induced Martensite Formation during Flow Forming of Metastable Austenitic
    Steel AISI 304L.” <i>Practical Metallography</i> 62, no. 9–10 (2025): 617–33.
    <a href="https://doi.org/10.1515/pm-2025-0059">https://doi.org/10.1515/pm-2025-0059</a>.'
  ieee: 'J. Rozo Vasquez <i>et al.</i>, “Magneto-optical Kerr effect analysis of strain-induced
    martensite formation during flow forming of metastable austenitic steel AISI 304L,”
    <i>Practical Metallography</i>, vol. 62, no. 9–10, pp. 617–633, 2025, doi: <a
    href="https://doi.org/10.1515/pm-2025-0059">10.1515/pm-2025-0059</a>.'
  mla: Rozo Vasquez, Julian, et al. “Magneto-Optical Kerr Effect Analysis of Strain-Induced
    Martensite Formation during Flow Forming of Metastable Austenitic Steel AISI 304L.”
    <i>Practical Metallography</i>, vol. 62, no. 9–10, Walter de Gruyter GmbH, 2025,
    pp. 617–33, doi:<a href="https://doi.org/10.1515/pm-2025-0059">10.1515/pm-2025-0059</a>.
  short: J. Rozo Vasquez, J. Tappe, B. Arian, L. Kersting, W. Homberg, A. Trächtler,
    F. Walther, Practical Metallography 62 (2025) 617–633.
date_created: 2025-10-30T12:22:54Z
date_updated: 2025-10-30T12:54:17Z
department:
- _id: '153'
- _id: '241'
- _id: '156'
doi: 10.1515/pm-2025-0059
intvolume: '        62'
issue: 9-10
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://doi.org/10.1515/pm-2025-0059
oa: '1'
page: 617-633
publication: Practical Metallography
publication_identifier:
  issn:
  - 2195-8599
  - 0032-678X
publication_status: published
publisher: Walter de Gruyter GmbH
status: public
title: Magneto-optical Kerr effect analysis of strain-induced martensite formation
  during flow forming of metastable austenitic steel AISI 304L
type: journal_article
user_id: '82875'
volume: 62
year: '2025'
...
---
_id: '62022'
abstract:
- lang: eng
  text: <jats:p>Abstract. The incremental flow forming process features a large number
    of process parameter combinations that can be varied from pass to pass or during
    a pass. In the future however, a more efficient utilization of this large number
    of process parameter combinations and a compensation of process disturbances could
    be required. This is due to a rising demand for increasing the part complexity,
    e.g. by graded property structures or a more complex geometry. In this context,
    innovative approaches like closed-loop property control and optimal control are
    advantageous, but require fast process models of flow forming that are not state
    of the art. This paper thus proposes a new modelling approach of multi-pass flow
    forming especially taking the transfer behavior between process parameters and
    wall thickness evolution from pass to pass into focus. A hybrid modelling approach
    is developed that combines knowledge about the incremental process character with
    empirical data regression to a basic analytic relation. The basic relation is
    further extended by a multi-layer neural network to enhance the overall model
    accuracy. This hybrid modelling approach is finally validated using experimental
    data. Thus, it is shown that a suitable model structure was found in context of
    a future closed-loop control or optimal control for multi-pass flow forming.</jats:p>
author:
- first_name: Lukas
  full_name: Kersting, Lukas
  last_name: Kersting
- first_name: Sharin Kumar
  full_name: Gunasagran, Sharin Kumar
  last_name: Gunasagran
- first_name: Bahman
  full_name: Arian, Bahman
  id: '36287'
  last_name: Arian
- first_name: Julian
  full_name: Rozo Vaszquez, Julian
  last_name: Rozo Vaszquez
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Werner
  full_name: Homberg, Werner
  id: '233'
  last_name: Homberg
- first_name: Frank
  full_name: Walther, Frank
  last_name: Walther
citation:
  ama: 'Kersting L, Gunasagran SK, Arian B, et al. Real-time modelling of incremental
    multi-pass flow forming by a hybrid, data-based model. In: <i>Materials Research
    Proceedings</i>. Vol 54. Materials Research Forum LLC; 2025. doi:<a href="https://doi.org/10.21741/9781644903599-140">10.21741/9781644903599-140</a>'
  apa: Kersting, L., Gunasagran, S. K., Arian, B., Rozo Vaszquez, J., Trächtler, A.,
    Homberg, W., &#38; Walther, F. (2025). Real-time modelling of incremental multi-pass
    flow forming by a hybrid, data-based model. <i>Materials Research Proceedings</i>,
    <i>54</i>. <a href="https://doi.org/10.21741/9781644903599-140">https://doi.org/10.21741/9781644903599-140</a>
  bibtex: '@inproceedings{Kersting_Gunasagran_Arian_Rozo Vaszquez_Trächtler_Homberg_Walther_2025,
    title={Real-time modelling of incremental multi-pass flow forming by a hybrid,
    data-based model}, volume={54}, DOI={<a href="https://doi.org/10.21741/9781644903599-140">10.21741/9781644903599-140</a>},
    booktitle={Materials Research Proceedings}, publisher={Materials Research Forum
    LLC}, author={Kersting, Lukas and Gunasagran, Sharin Kumar and Arian, Bahman and
    Rozo Vaszquez, Julian and Trächtler, Ansgar and Homberg, Werner and Walther, Frank},
    year={2025} }'
  chicago: Kersting, Lukas, Sharin Kumar Gunasagran, Bahman Arian, Julian Rozo Vaszquez,
    Ansgar Trächtler, Werner Homberg, and Frank Walther. “Real-Time Modelling of Incremental
    Multi-Pass Flow Forming by a Hybrid, Data-Based Model.” In <i>Materials Research
    Proceedings</i>, Vol. 54. Materials Research Forum LLC, 2025. <a href="https://doi.org/10.21741/9781644903599-140">https://doi.org/10.21741/9781644903599-140</a>.
  ieee: 'L. Kersting <i>et al.</i>, “Real-time modelling of incremental multi-pass
    flow forming by a hybrid, data-based model,” in <i>Materials Research Proceedings</i>,
    2025, vol. 54, doi: <a href="https://doi.org/10.21741/9781644903599-140">10.21741/9781644903599-140</a>.'
  mla: Kersting, Lukas, et al. “Real-Time Modelling of Incremental Multi-Pass Flow
    Forming by a Hybrid, Data-Based Model.” <i>Materials Research Proceedings</i>,
    vol. 54, Materials Research Forum LLC, 2025, doi:<a href="https://doi.org/10.21741/9781644903599-140">10.21741/9781644903599-140</a>.
  short: 'L. Kersting, S.K. Gunasagran, B. Arian, J. Rozo Vaszquez, A. Trächtler,
    W. Homberg, F. Walther, in: Materials Research Proceedings, Materials Research
    Forum LLC, 2025.'
date_created: 2025-10-30T12:16:37Z
date_updated: 2025-10-30T12:53:36Z
department:
- _id: '153'
- _id: '241'
- _id: '156'
doi: 10.21741/9781644903599-140
intvolume: '        54'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: 'https://doi.org/10.21741/9781644903599-140 '
oa: '1'
publication: Materials Research Proceedings
publication_identifier:
  issn:
  - 2474-395X
publication_status: published
publisher: Materials Research Forum LLC
status: public
title: Real-time modelling of incremental multi-pass flow forming by a hybrid, data-based
  model
type: conference
user_id: '82875'
volume: 54
year: '2025'
...
---
_id: '62023'
abstract:
- lang: eng
  text: "<jats:title>Zusammenfassung</jats:title>\r\n               <jats:p>Die Eigenschaftsregelung
    mit einer online-Messung der Bauteileigenschaften ist ein in der Umformtechnik
    viel diskutiertes, aber kaum validiertes Konzept, um den Automatisierungsgrad
    bei der Bauteilfertigung weiter zu erhöhen. Dieser Artikel soll helfen, die Lücke
    beispielhaft für den Fertigungsprozess des Drückwalzens metastabiler Austenite
    zu schließen. Der metastabile austenitische Edelstahl ändert hierbei während der
    Verformung seinen α′-Martensitgehalt und damit verbunden die magnetischen Eigenschaften.
    Deshalb soll über die Regelung das definierte Einstellen des α′-Martensitgehaltes
    möglich werden. Im Rahmen des vorliegenden Artikels wird gezeigt, wie mittels
    des modellbasierten Entwurfs die Eigenschaftsregelung ausgelegt und parametriert
    werden kann. Zudem beinhaltet der Artikel experimentelle Validierungsergebnisse
    der zuvor entworfenen Eigenschaftsregelung.</jats:p>"
author:
- first_name: Lukas
  full_name: Kersting, Lukas
  last_name: Kersting
- first_name: Bahman
  full_name: Arian, Bahman
  id: '36287'
  last_name: Arian
- first_name: Julian
  full_name: Rozo Vasquez, Julian
  last_name: Rozo Vasquez
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Werner
  full_name: Homberg, Werner
  id: '233'
  last_name: Homberg
- first_name: Frank
  full_name: Walther, Frank
  last_name: Walther
citation:
  ama: Kersting L, Arian B, Rozo Vasquez J, Trächtler A, Homberg W, Walther F. Modellbasierter
    Entwurf und Validierung einer Eigenschaftsregelung für das Drückwalzen metastabiler
    Austenite. <i>at - Automatisierungstechnik</i>. 2025;73(7):527-540. doi:<a href="https://doi.org/10.1515/auto-2024-0127">10.1515/auto-2024-0127</a>
  apa: Kersting, L., Arian, B., Rozo Vasquez, J., Trächtler, A., Homberg, W., &#38;
    Walther, F. (2025). Modellbasierter Entwurf und Validierung einer Eigenschaftsregelung
    für das Drückwalzen metastabiler Austenite. <i>At - Automatisierungstechnik</i>,
    <i>73</i>(7), 527–540. <a href="https://doi.org/10.1515/auto-2024-0127">https://doi.org/10.1515/auto-2024-0127</a>
  bibtex: '@article{Kersting_Arian_Rozo Vasquez_Trächtler_Homberg_Walther_2025, title={Modellbasierter
    Entwurf und Validierung einer Eigenschaftsregelung für das Drückwalzen metastabiler
    Austenite}, volume={73}, DOI={<a href="https://doi.org/10.1515/auto-2024-0127">10.1515/auto-2024-0127</a>},
    number={7}, journal={at - Automatisierungstechnik}, publisher={Walter de Gruyter
    GmbH}, author={Kersting, Lukas and Arian, Bahman and Rozo Vasquez, Julian and
    Trächtler, Ansgar and Homberg, Werner and Walther, Frank}, year={2025}, pages={527–540}
    }'
  chicago: 'Kersting, Lukas, Bahman Arian, Julian Rozo Vasquez, Ansgar Trächtler,
    Werner Homberg, and Frank Walther. “Modellbasierter Entwurf Und Validierung Einer
    Eigenschaftsregelung Für Das Drückwalzen Metastabiler Austenite.” <i>At - Automatisierungstechnik</i>
    73, no. 7 (2025): 527–40. <a href="https://doi.org/10.1515/auto-2024-0127">https://doi.org/10.1515/auto-2024-0127</a>.'
  ieee: 'L. Kersting, B. Arian, J. Rozo Vasquez, A. Trächtler, W. Homberg, and F.
    Walther, “Modellbasierter Entwurf und Validierung einer Eigenschaftsregelung für
    das Drückwalzen metastabiler Austenite,” <i>at - Automatisierungstechnik</i>,
    vol. 73, no. 7, pp. 527–540, 2025, doi: <a href="https://doi.org/10.1515/auto-2024-0127">10.1515/auto-2024-0127</a>.'
  mla: Kersting, Lukas, et al. “Modellbasierter Entwurf Und Validierung Einer Eigenschaftsregelung
    Für Das Drückwalzen Metastabiler Austenite.” <i>At - Automatisierungstechnik</i>,
    vol. 73, no. 7, Walter de Gruyter GmbH, 2025, pp. 527–40, doi:<a href="https://doi.org/10.1515/auto-2024-0127">10.1515/auto-2024-0127</a>.
  short: L. Kersting, B. Arian, J. Rozo Vasquez, A. Trächtler, W. Homberg, F. Walther,
    At - Automatisierungstechnik 73 (2025) 527–540.
date_created: 2025-10-30T12:21:42Z
date_updated: 2025-10-30T12:53:56Z
department:
- _id: '153'
- _id: '241'
- _id: '156'
doi: 10.1515/auto-2024-0127
intvolume: '        73'
issue: '7'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: 'https://doi.org/10.1515/auto-2024-0127 '
oa: '1'
page: 527-540
publication: at - Automatisierungstechnik
publication_identifier:
  issn:
  - 0178-2312
  - 2196-677X
publication_status: published
publisher: Walter de Gruyter GmbH
status: public
title: Modellbasierter Entwurf und Validierung einer Eigenschaftsregelung für das
  Drückwalzen metastabiler Austenite
type: journal_article
user_id: '82875'
volume: 73
year: '2025'
...
---
_id: '62021'
author:
- first_name: Lukas
  full_name: Kersting, Lukas
  last_name: Kersting
- first_name: Bahman
  full_name: Arian, Bahman
  id: '36287'
  last_name: Arian
- first_name: Julian
  full_name: Rozo Vasquez, Julian
  last_name: Rozo Vasquez
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Werner
  full_name: Homberg, Werner
  id: '233'
  last_name: Homberg
- first_name: Frank
  full_name: Walther, Frank
  last_name: Walther
citation:
  ama: Kersting L, Arian B, Rozo Vasquez J, Trächtler A, Homberg W, Walther F. State-space
    modelling approach for control and observer design in property-controlled reverse
    flow forming. <i>IFAC-PapersOnLine</i>. 2025;59(1):109-114. doi:<a href="https://doi.org/10.1016/j.ifacol.2025.03.020">10.1016/j.ifacol.2025.03.020</a>
  apa: Kersting, L., Arian, B., Rozo Vasquez, J., Trächtler, A., Homberg, W., &#38;
    Walther, F. (2025). State-space modelling approach for control and observer design
    in property-controlled reverse flow forming. <i>IFAC-PapersOnLine</i>, <i>59</i>(1),
    109–114. <a href="https://doi.org/10.1016/j.ifacol.2025.03.020">https://doi.org/10.1016/j.ifacol.2025.03.020</a>
  bibtex: '@article{Kersting_Arian_Rozo Vasquez_Trächtler_Homberg_Walther_2025, title={State-space
    modelling approach for control and observer design in property-controlled reverse
    flow forming}, volume={59}, DOI={<a href="https://doi.org/10.1016/j.ifacol.2025.03.020">10.1016/j.ifacol.2025.03.020</a>},
    number={1}, journal={IFAC-PapersOnLine}, publisher={Elsevier BV}, author={Kersting,
    Lukas and Arian, Bahman and Rozo Vasquez, Julian and Trächtler, Ansgar and Homberg,
    Werner and Walther, Frank}, year={2025}, pages={109–114} }'
  chicago: 'Kersting, Lukas, Bahman Arian, Julian Rozo Vasquez, Ansgar Trächtler,
    Werner Homberg, and Frank Walther. “State-Space Modelling Approach for Control
    and Observer Design in Property-Controlled Reverse Flow Forming.” <i>IFAC-PapersOnLine</i>
    59, no. 1 (2025): 109–14. <a href="https://doi.org/10.1016/j.ifacol.2025.03.020">https://doi.org/10.1016/j.ifacol.2025.03.020</a>.'
  ieee: 'L. Kersting, B. Arian, J. Rozo Vasquez, A. Trächtler, W. Homberg, and F.
    Walther, “State-space modelling approach for control and observer design in property-controlled
    reverse flow forming,” <i>IFAC-PapersOnLine</i>, vol. 59, no. 1, pp. 109–114,
    2025, doi: <a href="https://doi.org/10.1016/j.ifacol.2025.03.020">10.1016/j.ifacol.2025.03.020</a>.'
  mla: Kersting, Lukas, et al. “State-Space Modelling Approach for Control and Observer
    Design in Property-Controlled Reverse Flow Forming.” <i>IFAC-PapersOnLine</i>,
    vol. 59, no. 1, Elsevier BV, 2025, pp. 109–14, doi:<a href="https://doi.org/10.1016/j.ifacol.2025.03.020">10.1016/j.ifacol.2025.03.020</a>.
  short: L. Kersting, B. Arian, J. Rozo Vasquez, A. Trächtler, W. Homberg, F. Walther,
    IFAC-PapersOnLine 59 (2025) 109–114.
date_created: 2025-10-30T12:14:01Z
date_updated: 2025-10-30T12:53:16Z
department:
- _id: '153'
- _id: '241'
- _id: '156'
doi: 10.1016/j.ifacol.2025.03.020
intvolume: '        59'
issue: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: 'https://doi.org/10.1016/j.ifacol.2025.03.020 '
oa: '1'
page: 109-114
publication: IFAC-PapersOnLine
publication_identifier:
  issn:
  - 2405-8963
publication_status: published
publisher: Elsevier BV
status: public
title: State-space modelling approach for control and observer design in property-controlled
  reverse flow forming
type: journal_article
user_id: '82875'
volume: 59
year: '2025'
...
---
_id: '61427'
abstract:
- lang: eng
  text: "The carbon footprint of modern vehicles and their mechatronic systems is
    more\r\nimportant than ever. Research by the publicly funded Nalyses project and
    the HELLA\r\ncompany shows that the headlamps use phase makes a significant contribution
    to the life\r\ncycle footprint taking into account the current electricity mix
    [1]. Today, functionalities\r\nsuch as adaptive curve light or glare-free high
    beam ensure comfort and safety by\r\nassessing the state of the vehicle and evaluating
    the driving scenario ahead. In future,\r\nthis evaluation will be expanded and
    used to adapt the headlamp to the driving scenario\r\nin such a way that as little
    light as possible is emitted, but as much light as necessary. In\r\norder to achieve
    this goal, an overall evaluation of the regulatory compliant energy\r\nsaving
    potential is crucial in a first step and leads to constraints for a dynamic adaption\r\nwhile
    driving. In this paper, the potential is illustrated by evaluating UNECE Regulation\r\nNo.
    149 and optimizing luminous intensity distributions. Depending on the different\r\nresolutions
    of matrix LED headlamps, this approach can result in a significantly lower\r\nluminous
    flux. On the other hand, the results are point-like distributions that raise the\r\nquestion
    of whether the regulation still provides for sensible minimum requirements for\r\nmodern
    matrix LED headlamps. The results are further presented in a simulated virtual\r\nenvironment
    with regard to the resulting luminance in different driving scenarios. We\r\nthen
    present an approach to integrate regulatory requirements into a control algorithm
    by\r\nsetting optimization constraints and saturating the control. Finally, we
    classify the found\r\nluminous intensity distributions qualitatively according
    to common lighting criteria. In summary, although the investigated minimum distributions
    are by no means desirable\r\nfor drivers themselves, they form the basis on which
    energy-saving distributions for\r\nilluminated areas and twilight scenarios could
    be adaptively controlled in the future."
author:
- first_name: Niklas
  full_name: Fittkau, Niklas
  id: '69890'
  last_name: Fittkau
  orcid: 0009-0007-1281-4465
- first_name: Leon
  full_name: Bußemas, Leon
  id: '51118'
  last_name: Bußemas
- first_name: Kevin
  full_name: Malena, Kevin
  id: '36303'
  last_name: Malena
  orcid: 0000-0003-1183-4679
- first_name: Sandra
  full_name: Gausemeier, Sandra
  id: '17793'
  last_name: Gausemeier
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
citation:
  ama: 'Fittkau N, Bußemas L, Malena K, Gausemeier S, Trächtler A. Regulatory-compliant
    energy-saving potential for the passing beam of matrix LED headlamps. In: <i>Proceedings
    of the 16th International Symposium on Automotive Lighting 2025</i>. ; 2025. doi:<a
    href="https://doi.org/10.26083/tuprints-00030840">10.26083/tuprints-00030840</a>'
  apa: Fittkau, N., Bußemas, L., Malena, K., Gausemeier, S., &#38; Trächtler, A. (2025).
    Regulatory-compliant energy-saving potential for the passing beam of matrix LED
    headlamps. <i>Proceedings of the 16th International Symposium on Automotive Lighting
    2025</i>. 16th International Symposium on Automotive Lighting, Darmstadt. <a href="https://doi.org/10.26083/tuprints-00030840">https://doi.org/10.26083/tuprints-00030840</a>
  bibtex: '@inproceedings{Fittkau_Bußemas_Malena_Gausemeier_Trächtler_2025, place={Darmstadt},
    title={Regulatory-compliant energy-saving potential for the passing beam of matrix
    LED headlamps}, DOI={<a href="https://doi.org/10.26083/tuprints-00030840">10.26083/tuprints-00030840</a>},
    booktitle={Proceedings of the 16th International Symposium on Automotive Lighting
    2025}, author={Fittkau, Niklas and Bußemas, Leon and Malena, Kevin and Gausemeier,
    Sandra and Trächtler, Ansgar}, year={2025} }'
  chicago: Fittkau, Niklas, Leon Bußemas, Kevin Malena, Sandra Gausemeier, and Ansgar
    Trächtler. “Regulatory-Compliant Energy-Saving Potential for the Passing Beam
    of Matrix LED Headlamps.” In <i>Proceedings of the 16th International Symposium
    on Automotive Lighting 2025</i>. Darmstadt, 2025. <a href="https://doi.org/10.26083/tuprints-00030840">https://doi.org/10.26083/tuprints-00030840</a>.
  ieee: 'N. Fittkau, L. Bußemas, K. Malena, S. Gausemeier, and A. Trächtler, “Regulatory-compliant
    energy-saving potential for the passing beam of matrix LED headlamps,” presented
    at the 16th International Symposium on Automotive Lighting, Darmstadt, 2025, doi:
    <a href="https://doi.org/10.26083/tuprints-00030840">10.26083/tuprints-00030840</a>.'
  mla: Fittkau, Niklas, et al. “Regulatory-Compliant Energy-Saving Potential for the
    Passing Beam of Matrix LED Headlamps.” <i>Proceedings of the 16th International
    Symposium on Automotive Lighting 2025</i>, 2025, doi:<a href="https://doi.org/10.26083/tuprints-00030840">10.26083/tuprints-00030840</a>.
  short: 'N. Fittkau, L. Bußemas, K. Malena, S. Gausemeier, A. Trächtler, in: Proceedings
    of the 16th International Symposium on Automotive Lighting 2025, Darmstadt, 2025.'
conference:
  end_date: 2025-09-24
  location: Darmstadt
  name: 16th International Symposium on Automotive Lighting
  start_date: 2025-09-22
date_created: 2025-09-24T08:56:38Z
date_updated: 2025-12-12T12:47:58Z
department:
- _id: '153'
doi: 10.26083/tuprints-00030840
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://tuprints.ulb.tu-darmstadt.de/30825/
oa: '1'
place: Darmstadt
project:
- _id: '693'
  name: Nachhaltigkeitsoptimiertes Life Cycle Assessment technologisch hochkomplexer
    Produkte am Beispiel Automobilbeleuchtung
publication: Proceedings of the 16th International Symposium on Automotive Lighting
  2025
status: public
title: Regulatory-compliant energy-saving potential for the passing beam of matrix
  LED headlamps
type: conference
user_id: '69890'
year: '2025'
...
---
_id: '63527'
author:
- first_name: Mark
  full_name: Henkenjohann, Mark
  last_name: Henkenjohann
- first_name: Udo
  full_name: Nolte, Udo
  last_name: Nolte
- first_name: Julien
  full_name: Jahneke, Julien
  last_name: Jahneke
- first_name: Oliver
  full_name: Reimer, Oliver
  last_name: Reimer
- first_name: Stefan
  full_name: Abrams, Stefan
  last_name: Abrams
- first_name: Fabian
  full_name: Sion, Fabian
  last_name: Sion
- first_name: Christian
  full_name: Henke, Christian
  last_name: Henke
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Sebastian
  full_name: Schubert, Sebastian
  last_name: Schubert
- first_name: Harald
  full_name: Pfifer, Harald
  last_name: Pfifer
citation:
  ama: 'Henkenjohann M, Nolte U, Jahneke J, et al. Dynamic Wind Tunnel Testing of
    an INDI-Based Flight Controller for a Tiltrotor-VTOL. In: <i>AIAA SCITECH 2025
    Forum</i>. American Institute of Aeronautics and Astronautics; 2025. doi:<a href="https://doi.org/10.2514/6.2025-2083">10.2514/6.2025-2083</a>'
  apa: Henkenjohann, M., Nolte, U., Jahneke, J., Reimer, O., Abrams, S., Sion, F.,
    Henke, C., Trächtler, A., Schubert, S., &#38; Pfifer, H. (2025). Dynamic Wind
    Tunnel Testing of an INDI-Based Flight Controller for a Tiltrotor-VTOL. <i>AIAA
    SCITECH 2025 Forum</i>. <a href="https://doi.org/10.2514/6.2025-2083">https://doi.org/10.2514/6.2025-2083</a>
  bibtex: '@inproceedings{Henkenjohann_Nolte_Jahneke_Reimer_Abrams_Sion_Henke_Trächtler_Schubert_Pfifer_2025,
    title={Dynamic Wind Tunnel Testing of an INDI-Based Flight Controller for a Tiltrotor-VTOL},
    DOI={<a href="https://doi.org/10.2514/6.2025-2083">10.2514/6.2025-2083</a>}, booktitle={AIAA
    SCITECH 2025 Forum}, publisher={American Institute of Aeronautics and Astronautics},
    author={Henkenjohann, Mark and Nolte, Udo and Jahneke, Julien and Reimer, Oliver
    and Abrams, Stefan and Sion, Fabian and Henke, Christian and Trächtler, Ansgar
    and Schubert, Sebastian and Pfifer, Harald}, year={2025} }'
  chicago: Henkenjohann, Mark, Udo Nolte, Julien Jahneke, Oliver Reimer, Stefan Abrams,
    Fabian Sion, Christian Henke, Ansgar Trächtler, Sebastian Schubert, and Harald
    Pfifer. “Dynamic Wind Tunnel Testing of an INDI-Based Flight Controller for a
    Tiltrotor-VTOL.” In <i>AIAA SCITECH 2025 Forum</i>. American Institute of Aeronautics
    and Astronautics, 2025. <a href="https://doi.org/10.2514/6.2025-2083">https://doi.org/10.2514/6.2025-2083</a>.
  ieee: 'M. Henkenjohann <i>et al.</i>, “Dynamic Wind Tunnel Testing of an INDI-Based
    Flight Controller for a Tiltrotor-VTOL,” 2025, doi: <a href="https://doi.org/10.2514/6.2025-2083">10.2514/6.2025-2083</a>.'
  mla: Henkenjohann, Mark, et al. “Dynamic Wind Tunnel Testing of an INDI-Based Flight
    Controller for a Tiltrotor-VTOL.” <i>AIAA SCITECH 2025 Forum</i>, American Institute
    of Aeronautics and Astronautics, 2025, doi:<a href="https://doi.org/10.2514/6.2025-2083">10.2514/6.2025-2083</a>.
  short: 'M. Henkenjohann, U. Nolte, J. Jahneke, O. Reimer, S. Abrams, F. Sion, C.
    Henke, A. Trächtler, S. Schubert, H. Pfifer, in: AIAA SCITECH 2025 Forum, American
    Institute of Aeronautics and Astronautics, 2025.'
date_created: 2026-01-07T15:43:24Z
date_updated: 2026-01-07T15:45:27Z
department:
- _id: '153'
- _id: '241'
doi: 10.2514/6.2025-2083
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arc.aiaa.org/doi/10.2514/6.2025-2083
oa: '1'
publication: AIAA SCITECH 2025 Forum
publication_status: published
publisher: American Institute of Aeronautics and Astronautics
status: public
title: Dynamic Wind Tunnel Testing of an INDI-Based Flight Controller for a Tiltrotor-VTOL
type: conference
user_id: '82875'
year: '2025'
...
---
_id: '63528'
author:
- first_name: Fabian
  full_name: Reiling, Fabian
  last_name: Reiling
- first_name: Maximilian
  full_name: Bause, Maximilian
  last_name: Bause
- first_name: Stefan
  full_name: Gröger, Stefan
  last_name: Gröger
- first_name: Christian
  full_name: Henke, Christian
  last_name: Henke
- first_name: Steven
  full_name: Koppert, Steven
  last_name: Koppert
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  last_name: Trächtler
citation:
  ama: 'Reiling F, Bause M, Gröger S, Henke C, Koppert S, Trächtler A. Development
    of a Learning-Based Control System for Robot-Assisted Grinding of Rubber Roller.
    In: <i>2025 11th International Conference on Automation, Robotics, and Applications
    (ICARA)</i>. IEEE; 2025. doi:<a href="https://doi.org/10.1109/icara64554.2025.10977606">10.1109/icara64554.2025.10977606</a>'
  apa: Reiling, F., Bause, M., Gröger, S., Henke, C., Koppert, S., &#38; Trächtler,
    A. (2025). Development of a Learning-Based Control System for Robot-Assisted Grinding
    of Rubber Roller. <i>2025 11th International Conference on Automation, Robotics,
    and Applications (ICARA)</i>. <a href="https://doi.org/10.1109/icara64554.2025.10977606">https://doi.org/10.1109/icara64554.2025.10977606</a>
  bibtex: '@inproceedings{Reiling_Bause_Gröger_Henke_Koppert_Trächtler_2025, title={Development
    of a Learning-Based Control System for Robot-Assisted Grinding of Rubber Roller},
    DOI={<a href="https://doi.org/10.1109/icara64554.2025.10977606">10.1109/icara64554.2025.10977606</a>},
    booktitle={2025 11th International Conference on Automation, Robotics, and Applications
    (ICARA)}, publisher={IEEE}, author={Reiling, Fabian and Bause, Maximilian and
    Gröger, Stefan and Henke, Christian and Koppert, Steven and Trächtler, Ansgar},
    year={2025} }'
  chicago: Reiling, Fabian, Maximilian Bause, Stefan Gröger, Christian Henke, Steven
    Koppert, and Ansgar Trächtler. “Development of a Learning-Based Control System
    for Robot-Assisted Grinding of Rubber Roller.” In <i>2025 11th International Conference
    on Automation, Robotics, and Applications (ICARA)</i>. IEEE, 2025. <a href="https://doi.org/10.1109/icara64554.2025.10977606">https://doi.org/10.1109/icara64554.2025.10977606</a>.
  ieee: 'F. Reiling, M. Bause, S. Gröger, C. Henke, S. Koppert, and A. Trächtler,
    “Development of a Learning-Based Control System for Robot-Assisted Grinding of
    Rubber Roller,” 2025, doi: <a href="https://doi.org/10.1109/icara64554.2025.10977606">10.1109/icara64554.2025.10977606</a>.'
  mla: Reiling, Fabian, et al. “Development of a Learning-Based Control System for
    Robot-Assisted Grinding of Rubber Roller.” <i>2025 11th International Conference
    on Automation, Robotics, and Applications (ICARA)</i>, IEEE, 2025, doi:<a href="https://doi.org/10.1109/icara64554.2025.10977606">10.1109/icara64554.2025.10977606</a>.
  short: 'F. Reiling, M. Bause, S. Gröger, C. Henke, S. Koppert, A. Trächtler, in:
    2025 11th International Conference on Automation, Robotics, and Applications (ICARA),
    IEEE, 2025.'
date_created: 2026-01-07T15:46:06Z
date_updated: 2026-01-07T15:46:51Z
department:
- _id: '153'
- _id: '241'
doi: 10.1109/icara64554.2025.10977606
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://ieeexplore.ieee.org/document/10977606
oa: '1'
publication: 2025 11th International Conference on Automation, Robotics, and Applications
  (ICARA)
publication_status: published
publisher: IEEE
status: public
title: Development of a Learning-Based Control System for Robot-Assisted Grinding
  of Rubber Roller
type: conference
user_id: '82875'
year: '2025'
...
---
_id: '61118'
abstract:
- lang: eng
  text: Im Zuge der Digitalisierung erfahren maschinelles Lernen und datengetriebene
    Methoden derzeit eine große Aufmerksamkeit in Wissenschaft und Industrie. Es fehlt
    jedoch an Grundlagenwissen und Verständnis, wie die datengetriebenen Methoden
    der Informatik mit bewährten modellbasierten Ingenieursmethoden wie dem modellbasierten
    Entwurf in der Mechatronik und Methoden der Regelungstechnik sinnvoll kombiniert
    werden können, um hybride Modelle zu erhalten. Diese ingenieurwissenschaftlichen
    Methoden basieren auf physikalischen Verhaltensmodellen, die eine besonders verdichtete
    und interpretierbare Darstellung von Wissen darstellen und insbesondere kausale
    Zusammenhänge beschreiben. Für spezifische regelungstechnische Anwendungen gibt
    es umfangreiches Vorwissen in Form von bekannten Strukturen und Informationen,
    wie z.B. (Teil-)Modelle oder Parametersätze, die auch bei der Anwendung von Methoden
    wie dem maschinellen Lernen genutzt werden sollten. Eine solche sinnvolle systematische
    Verknüpfung ist wissenschaftlich, insbesondere im Hinblick auf die industrielle
    Anwendung, noch nicht ausreichend untersucht worden und sehr vielversprechend.
    In diesem Beitrag werden die Ergebnisse der Nachwuchsforschungsgruppe DART – Datengetriebene
    Methoden in der Regelungstechnik vorgestellt. Das Hauptziel war es, die synergetische
    Kombination von modell- und datengetriebenen Methoden für regelungstechnische
    Aufgaben zu erforschen und es werden alle wichtigen Forschungsergebnisse aber
    auch die verwendeten Grundprinzipien des maschinellen Lernens in diesem Beitrag
    dargestellt.
- lang: eng
  text: In the course of digitalization, machine learning and data-driven methods
    are currently receiving a great deal of attention in science and industry. However,
    there is a lack of basic knowledge and understanding of how data-driven methods
    in computer science can be meaningfully combined with proven model-based engineering
    methods such as model-based design in mechatronics and control engineering methods
    to obtain hybrid models. These engineering methods are based on physical models,
    which represent a particularly condensed and interpretable representation of knowledge
    and, in particular, describe causal relationships. For specific control engineering
    applications, there is extensive prior knowledge in the form of known structures
    and information, such as (partial) models or parameter sets, which should also
    be used when applying methods such as machine learning. Such a meaningful systematic
    connection has not yet been sufficiently investigated scientifically, especially
    with regard to industrial applications, and is very promising. This contribution
    presents the results of the DART junior research group – Data-driven methods in
    control engineering. The main objective was to investigate the synergistic combination
    of model- and data-driven methods for control engineering tasks, and all important
    research results as well as the basic principles of machine learning used are
    presented in this publication.
author:
- first_name: Julia
  full_name: Timmermann, Julia
  id: '15402'
  last_name: Timmermann
- first_name: Ricarda-Samantha
  full_name: Götte, Ricarda-Samantha
  id: '43992'
  last_name: Götte
- first_name: Annika
  full_name: Junker, Annika
  id: '41470'
  last_name: Junker
  orcid: 0009-0002-6475-2503
- first_name: Michael
  full_name: Hesse, Michael
  id: '29222'
  last_name: Hesse
- first_name: Luis
  full_name: Schwarzer, Luis
  last_name: Schwarzer
citation:
  ama: Timmermann J, Götte R-S, Junker A, Hesse M, Schwarzer L. <i>DART - Datengetriebene
    Methoden in der Regelungstechnik</i>. Vol Band 430. 1. Auflage. HNI Verlagsschriftenreihe;
    2025. doi:<a href="https://doi.org/10.17619/UNIPB/1-2305">10.17619/UNIPB/1-2305</a>
  apa: 'Timmermann, J., Götte, R.-S., Junker, A., Hesse, M., &#38; Schwarzer, L. (2025).
    <i>DART - Datengetriebene Methoden in der Regelungstechnik: Vol. Band 430</i>
    (1. Auflage). HNI Verlagsschriftenreihe. <a href="https://doi.org/10.17619/UNIPB/1-2305">https://doi.org/10.17619/UNIPB/1-2305</a>'
  bibtex: '@book{Timmermann_Götte_Junker_Hesse_Schwarzer_2025, place={Paderborn},
    edition={1. Auflage}, title={DART - Datengetriebene Methoden in der Regelungstechnik},
    volume={Band 430}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-2305">10.17619/UNIPB/1-2305</a>},
    publisher={HNI Verlagsschriftenreihe}, author={Timmermann, Julia and Götte, Ricarda-Samantha
    and Junker, Annika and Hesse, Michael and Schwarzer, Luis}, year={2025} }'
  chicago: 'Timmermann, Julia, Ricarda-Samantha Götte, Annika Junker, Michael Hesse,
    and Luis Schwarzer. <i>DART - Datengetriebene Methoden in der Regelungstechnik</i>.
    1. Auflage. Vol. Band 430. Paderborn: HNI Verlagsschriftenreihe, 2025. <a href="https://doi.org/10.17619/UNIPB/1-2305">https://doi.org/10.17619/UNIPB/1-2305</a>.'
  ieee: 'J. Timmermann, R.-S. Götte, A. Junker, M. Hesse, and L. Schwarzer, <i>DART
    - Datengetriebene Methoden in der Regelungstechnik</i>, 1. Auflage., vol. Band
    430. Paderborn: HNI Verlagsschriftenreihe, 2025.'
  mla: Timmermann, Julia, et al. <i>DART - Datengetriebene Methoden in der Regelungstechnik</i>.
    1. Auflage, vol. Band 430, HNI Verlagsschriftenreihe, 2025, doi:<a href="https://doi.org/10.17619/UNIPB/1-2305">10.17619/UNIPB/1-2305</a>.
  short: J. Timmermann, R.-S. Götte, A. Junker, M. Hesse, L. Schwarzer, DART - Datengetriebene
    Methoden in der Regelungstechnik, 1. Auflage, HNI Verlagsschriftenreihe, Paderborn,
    2025.
date_created: 2025-09-03T09:35:35Z
date_updated: 2026-04-01T06:14:00Z
department:
- _id: '880'
- _id: '153'
doi: 10.17619/UNIPB/1-2305
edition: 1. Auflage
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://digital.ub.uni-paderborn.de/doi/10.17619/UNIPB/1-2305
oa: '1'
place: Paderborn
publication_status: published
publisher: HNI Verlagsschriftenreihe
status: public
title: DART - Datengetriebene Methoden in der Regelungstechnik
type: book
user_id: '41470'
volume: Band 430
year: '2025'
...
---
_id: '53106'
alternative_title:
- LiDAR Sensor Model based on Time Dependent Photon Mapping
author:
- first_name: Leon
  full_name: Bußemas, Leon
  id: '51118'
  last_name: Bußemas
- first_name: Niklas
  full_name: Fittkau, Niklas
  id: '69890'
  last_name: Fittkau
- first_name: Sandra
  full_name: Gausemeier, Sandra
  id: '17793'
  last_name: Gausemeier
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Nico
  full_name: Rüddenklau, Nico
  id: '22359'
  last_name: Rüddenklau
citation:
  ama: 'Bußemas L, Fittkau N, Gausemeier S, Trächtler A, Rüddenklau N. LiDAR-Sensormodell
    basierend auf zeitabhängigem Photon Mapping. In: <i>VDI Mechatroniktagung Dresden
    2024</i>. Technische Universität Dresden; 2024:29-34.'
  apa: Bußemas, L., Fittkau, N., Gausemeier, S., Trächtler, A., &#38; Rüddenklau,
    N. (2024). LiDAR-Sensormodell basierend auf zeitabhängigem Photon Mapping. <i>VDI
    Mechatroniktagung Dresden 2024</i>, 29–34.
  bibtex: '@inproceedings{Bußemas_Fittkau_Gausemeier_Trächtler_Rüddenklau_2024, place={Dresden},
    title={LiDAR-Sensormodell basierend auf zeitabhängigem Photon Mapping}, booktitle={VDI
    Mechatroniktagung Dresden 2024}, publisher={Technische Universität Dresden}, author={Bußemas,
    Leon and Fittkau, Niklas and Gausemeier, Sandra and Trächtler, Ansgar and Rüddenklau,
    Nico}, year={2024}, pages={29–34} }'
  chicago: 'Bußemas, Leon, Niklas Fittkau, Sandra Gausemeier, Ansgar Trächtler, and
    Nico Rüddenklau. “LiDAR-Sensormodell basierend auf zeitabhängigem Photon Mapping.”
    In <i>VDI Mechatroniktagung Dresden 2024</i>, 29–34. Dresden: Technische Universität
    Dresden, 2024.'
  ieee: L. Bußemas, N. Fittkau, S. Gausemeier, A. Trächtler, and N. Rüddenklau, “LiDAR-Sensormodell
    basierend auf zeitabhängigem Photon Mapping,” in <i>VDI Mechatroniktagung Dresden
    2024</i>, Dresden, 2024, pp. 29–34.
  mla: Bußemas, Leon, et al. “LiDAR-Sensormodell basierend auf zeitabhängigem Photon
    Mapping.” <i>VDI Mechatroniktagung Dresden 2024</i>, Technische Universität Dresden,
    2024, pp. 29–34.
  short: 'L. Bußemas, N. Fittkau, S. Gausemeier, A. Trächtler, N. Rüddenklau, in:
    VDI Mechatroniktagung Dresden 2024, Technische Universität Dresden, Dresden, 2024,
    pp. 29–34.'
conference:
  end_date: 15.03.2024
  location: Dresden
  name: VDI Mechatroniktagung 2024
  start_date: 14.03.2024
date_created: 2024-04-02T07:30:50Z
date_updated: 2024-04-02T07:44:03Z
department:
- _id: '153'
has_accepted_license: '1'
language:
- iso: ger
main_file_link:
- open_access: '1'
  url: https://www.vdi-mechatroniktagung.rwth-aachen.de/global/show_document.asp?id=aaaaaaaacjcayqj&download=1
oa: '1'
page: 29-34
place: Dresden
project:
- _id: '691'
  name: 'RoSSHAF: Robustheit von Sensoren und Sensorsystemen gegenüber Umweltbedingungen
    für Hochautomatisiertes Fahren '
publication: VDI Mechatroniktagung Dresden 2024
publisher: Technische Universität Dresden
quality_controlled: '1'
status: public
title: LiDAR-Sensormodell basierend auf zeitabhängigem Photon Mapping
type: conference
user_id: '51118'
year: '2024'
...
---
_id: '56608'
abstract:
- lang: eng
  text: <jats:title>Abstract</jats:title><jats:p>A new control method aims at the
    precise high dynamic control of the force signal for experimental vibration analysis,
    which is generated by an electrodynamic shaker. A bending beam is used as a nonlinear
    test object. A design and a surrogate model of the test rig are shown and parameterized
    based on test rig measurements. The force control algorithm using input/output
    linearisation is described and implemented in Matlab/Simulink for simulative validation
    studies. Conclusions drawn from the mathematical description of the problem as
    well as simulation results show that the design of the contact between shaker
    and test object is crucial to achieve a high control bandwidth and at the same
    time reduce the energy consumption of the shaker. This leads to the practical
    application using a novel damping contact element. Finally, experimental test
    rig results are presented which show a closed loop bandwidth of at least 250 Hz
    for sinusoidal excitation signals.</jats:p>
article_number: '39'
article_type: original
author:
- first_name: Christopher
  full_name: Lüke, Christopher
  id: '22675'
  last_name: Lüke
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
citation:
  ama: Lüke C, Trächtler A. Highly dynamic force control for experimental vibration
    analysis with an electrodynamic shaker Hochdynamische Kraftregelung für die experimentelle
    Schwingungsanalyse mit einem elektrodynamischen Shaker. <i>Forschung im Ingenieurwesen</i>.
    2024;88(1). doi:<a href="https://doi.org/10.1007/s10010-024-00757-z">10.1007/s10010-024-00757-z</a>
  apa: Lüke, C., &#38; Trächtler, A. (2024). Highly dynamic force control for experimental
    vibration analysis with an electrodynamic shaker Hochdynamische Kraftregelung
    für die experimentelle Schwingungsanalyse mit einem elektrodynamischen Shaker.
    <i>Forschung Im Ingenieurwesen</i>, <i>88</i>(1), Article 39. <a href="https://doi.org/10.1007/s10010-024-00757-z">https://doi.org/10.1007/s10010-024-00757-z</a>
  bibtex: '@article{Lüke_Trächtler_2024, title={Highly dynamic force control for experimental
    vibration analysis with an electrodynamic shaker Hochdynamische Kraftregelung
    für die experimentelle Schwingungsanalyse mit einem elektrodynamischen Shaker},
    volume={88}, DOI={<a href="https://doi.org/10.1007/s10010-024-00757-z">10.1007/s10010-024-00757-z</a>},
    number={139}, journal={Forschung im Ingenieurwesen}, publisher={Springer Science
    and Business Media LLC}, author={Lüke, Christopher and Trächtler, Ansgar}, year={2024}
    }'
  chicago: Lüke, Christopher, and Ansgar Trächtler. “Highly Dynamic Force Control
    for Experimental Vibration Analysis with an Electrodynamic Shaker Hochdynamische
    Kraftregelung Für Die Experimentelle Schwingungsanalyse Mit Einem Elektrodynamischen
    Shaker.” <i>Forschung Im Ingenieurwesen</i> 88, no. 1 (2024). <a href="https://doi.org/10.1007/s10010-024-00757-z">https://doi.org/10.1007/s10010-024-00757-z</a>.
  ieee: 'C. Lüke and A. Trächtler, “Highly dynamic force control for experimental
    vibration analysis with an electrodynamic shaker Hochdynamische Kraftregelung
    für die experimentelle Schwingungsanalyse mit einem elektrodynamischen Shaker,”
    <i>Forschung im Ingenieurwesen</i>, vol. 88, no. 1, Art. no. 39, 2024, doi: <a
    href="https://doi.org/10.1007/s10010-024-00757-z">10.1007/s10010-024-00757-z</a>.'
  mla: Lüke, Christopher, and Ansgar Trächtler. “Highly Dynamic Force Control for
    Experimental Vibration Analysis with an Electrodynamic Shaker Hochdynamische Kraftregelung
    Für Die Experimentelle Schwingungsanalyse Mit Einem Elektrodynamischen Shaker.”
    <i>Forschung Im Ingenieurwesen</i>, vol. 88, no. 1, 39, Springer Science and Business
    Media LLC, 2024, doi:<a href="https://doi.org/10.1007/s10010-024-00757-z">10.1007/s10010-024-00757-z</a>.
  short: C. Lüke, A. Trächtler, Forschung Im Ingenieurwesen 88 (2024).
date_created: 2024-10-14T08:11:05Z
date_updated: 2024-10-16T13:44:34Z
department:
- _id: '153'
doi: 10.1007/s10010-024-00757-z
intvolume: '        88'
issue: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://link.springer.com/article/10.1007/s10010-024-00757-z?utm_source=rct_congratemailt&utm_medium=email&utm_campaign=oa_20241011&utm_content=10.1007/s10010-024-00757-z
oa: '1'
publication: Forschung im Ingenieurwesen
publication_identifier:
  issn:
  - 0015-7899
  - 1434-0860
publication_status: published
publisher: Springer Science and Business Media LLC
quality_controlled: '1'
status: public
title: Highly dynamic force control for experimental vibration analysis with an electrodynamic
  shaker Hochdynamische Kraftregelung für die experimentelle Schwingungsanalyse mit
  einem elektrodynamischen Shaker
type: journal_article
user_id: '22675'
volume: 88
year: '2024'
...
---
_id: '54552'
abstract:
- lang: ger
  text: Die vorliegende Dissertation beschreibt das Konzept und den Entwicklungsprozess
    eines Lichtsignalanlagenregelungssystems bis zur Realumsetzung. Das Regelungssystem,
    welches im Rahmen des Pilotprojekts Schlosskreuzung entstanden ist, besteht dabei
    aus zwei untereinander abgestimmten Methoden zur Echtzeit-Verkehrsrekonstruktion
    und zur modellprädiktiven Regelung des Verkehrssystems anhand der vorhandenen
    Lichtsignalanlagen. Die Echtzeit-Verkehrsrekonstruktion approximiert dabei simulationsbasiert
    den aktuellen Verkehrszustand anhand gegebener Messdaten über dynamische Verkehrszuweisungen.
    Die entwickelte mehrstufige Lichtsignalanlagenregelung nutzt ein Fuzzy-System
    zur Phasenvorauswahl, um anschließend über eine modellprädiktive Regelung das
    nichtlineare Problem mit dem Ergebnis der optimalen Kombinationen von Phasen und
    Schaltzeitpunkten zu lösen. Das Regelungssystem wird in dieser Arbeit anhand eines
    ausgewählten Verkehrsgebiets zunächst rein simulativ getestet und mit dem vorliegenden
    Bestandsverfahren verglichen. Im Anschluss an die prototypische Inbetriebnahme
    wird dieser Vergleich durch die Feldtests abgeschlossen. Entsprechende Ergebnisse
    zeigen das große Potential der Entwicklung hinsichtlich der Reduktion von Kriterien
    wie Emissionen oder Wartezeiten und gleichzeitig den Handlungsbedarf für eine
    standardmäßige Nutzung.
- lang: eng
  text: This dissertation describes the concept and the development process of a traffic
    signal control system up to the real implementation.The control system, which
    was developed in the context of the Pilotprojekt Schlosskreuzung, consists of
    two mutually coordinated methods for real-time traffic reconstruction and for
    model-predictive control of the traffic system based on the existing traffic light
    systems.The real-time traffic reconstruction approximates the current traffic
    state simulation-based using given measurement data via dynamic traffic assignments.The
    designed multi-stage traffic signal control system uses a fuzzy-system for phase
    preselection and subsequently employs model predictive control to solve the nonlinear
    problem resulting in the optimal combinations of phases and switching times.In
    this work, the control system is first tested purely simulatively on the basis
    of a selected traffic area and compared with the existing inventory method.Following
    the prototypical commissioning, this comparison is finalised by field tests.Corresponding
    results show the great potential of the development with regard to the reduction
    of criteria such as emissions or waiting times and at the same time the need for
    action for use as standard.
author:
- first_name: Kevin
  full_name: Malena, Kevin
  id: '36303'
  last_name: Malena
  orcid: 0000-0003-1183-4679
citation:
  ama: Malena K. <i>Konzipierung, Analyse und Realumsetzung eines mehrstufigen modellprädiktiven
    Lichtsignalanlagenregelungssystems</i>. Vol 422. Heinz Nixdorf Institut, Universität
    Paderborn; 2024. doi:<a href="https://doi.org/10.17619/UNIPB/1-2021">10.17619/UNIPB/1-2021</a>
  apa: Malena, K. (2024). <i>Konzipierung, Analyse und Realumsetzung eines mehrstufigen
    modellprädiktiven Lichtsignalanlagenregelungssystems</i> (Vol. 422). Heinz Nixdorf
    Institut, Universität Paderborn. <a href="https://doi.org/10.17619/UNIPB/1-2021">https://doi.org/10.17619/UNIPB/1-2021</a>
  bibtex: '@book{Malena_2024, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts},
    title={Konzipierung, Analyse und Realumsetzung eines mehrstufigen modellprädiktiven
    Lichtsignalanlagenregelungssystems}, volume={422}, DOI={<a href="https://doi.org/10.17619/UNIPB/1-2021">10.17619/UNIPB/1-2021</a>},
    publisher={Heinz Nixdorf Institut, Universität Paderborn}, author={Malena, Kevin},
    year={2024}, collection={Verlagsschriftenreihe des Heinz Nixdorf Instituts} }'
  chicago: Malena, Kevin. <i>Konzipierung, Analyse und Realumsetzung eines mehrstufigen
    modellprädiktiven Lichtsignalanlagenregelungssystems</i>. Vol. 422. Verlagsschriftenreihe
    des Heinz Nixdorf Instituts. Heinz Nixdorf Institut, Universität Paderborn, 2024.
    <a href="https://doi.org/10.17619/UNIPB/1-2021">https://doi.org/10.17619/UNIPB/1-2021</a>.
  ieee: K. Malena, <i>Konzipierung, Analyse und Realumsetzung eines mehrstufigen modellprädiktiven
    Lichtsignalanlagenregelungssystems</i>, vol. 422. Heinz Nixdorf Institut, Universität
    Paderborn, 2024.
  mla: Malena, Kevin. <i>Konzipierung, Analyse und Realumsetzung eines mehrstufigen
    modellprädiktiven Lichtsignalanlagenregelungssystems</i>. Heinz Nixdorf Institut,
    Universität Paderborn, 2024, doi:<a href="https://doi.org/10.17619/UNIPB/1-2021">10.17619/UNIPB/1-2021</a>.
  short: K. Malena, Konzipierung, Analyse und Realumsetzung eines mehrstufigen modellprädiktiven
    Lichtsignalanlagenregelungssystems, Heinz Nixdorf Institut, Universität Paderborn,
    2024.
date_created: 2024-06-03T10:42:56Z
date_updated: 2024-10-30T14:41:24Z
ddc:
- '620'
department:
- _id: '153'
doi: 10.17619/UNIPB/1-2021
file:
- access_level: closed
  content_type: application/pdf
  creator: kmalena
  date_created: 2024-10-30T13:57:54Z
  date_updated: 2024-10-30T13:57:54Z
  file_id: '56828'
  file_name: Konzipierung, Analyse und Realumsetzung eines mehrstufigen modellprädiktiven
    Lichtsignalanlagenregelungssystems-1.pdf
  file_size: 14902500
  relation: main_file
  success: 1
file_date_updated: 2024-10-30T13:57:54Z
has_accepted_license: '1'
intvolume: '       422'
keyword:
- Traffic Light System Control
- Model Predictive Control
language:
- iso: ger
page: '207'
publication_identifier:
  isbn:
  - 978-3-947647-41-5
publication_status: published
publisher: Heinz Nixdorf Institut, Universität Paderborn
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
supervisor:
- first_name: Ansgar
  full_name: Trächtler, Ansgar
  id: '552'
  last_name: Trächtler
- first_name: Jürgen
  full_name: Krimmling, Jürgen
  last_name: Krimmling
title: Konzipierung, Analyse und Realumsetzung eines mehrstufigen modellprädiktiven
  Lichtsignalanlagenregelungssystems
type: dissertation
user_id: '36303'
volume: 422
year: '2024'
...
---
_id: '56940'
abstract:
- lang: ger
  text: "Ziel dieser Arbeit ist die Entwicklung eines modellbasierten Beobachters
    für eingangsaffine, nichtlineare Systeme, der trotz Modellungenauigkeiten eine
    hohe Schätzgüte erzielt und zusätzlich eine parametrische, physikalisch interpretierbare
    Darstellung dieser ermöglicht. Diese soll zur automatisierten Verbesserung des
    Modells verwendet werden. Die vorliegende Arbeit analysiert sowohl Techniken der
    hybriden Systemidentifikation wie physikalisch motivierte neuronale Netze, als
    auch Methoden zur Kompensation von Modellungenauigkeiten im Beobachterentwurf.
    Basierend auf der Analyse wird ein neuartiger, modellbasierter Beobachter entworfen,
    der Systemzustände und Modellungenauigkeiten gleichzeitig schätzt und insbesondere
    eine parametrische, physikalisch interpretierbare Darstellung der Ungenauigkeiten
    erzielt. Diese besteht aus einer Linearkombination von physikalisch interpretierbaren
    Funktionen, deren dazugehörige, dünnbesetzt modellierte Parameter mithilfe eines
    augmentierten Zustands parallel zu den Systemzuständen geschätzt werden. Das Novum
    dieser Arbeit stellt somit die echtzeitfähige Schätzung von Zuständen und Modellungenauigkeiten
    in physikalisch-technischer Form dar, auf deren Grundlage ein Konzept zur automatisierten
    Modelladaption umgesetzt wird. Die Applikation der neuartigen Methode ist in der
    Situation auftretender Systemveränderungen besonders vorteilhaft, da diese zur
    Laufzeit durch den augmentierten Beobachter\r\ngeschätzt und identifiziert werden
    können. "
- lang: eng
  text: "The aim of this thesis is the development of a model-based observer for input-affine,
    nonlinear systems that achieves a high estimation quality despite model inaccuracies.
    By additionally providing a parametric, physically interpretable representation
    of the model inaccuracies, an automated improvement of the model should be enabled.
    This thesis\r\nanalyzes techniques of hybrid system identification such as physics-guided
    neural networks, as well as methods for compensating model inaccuracies within
    the observer design. Based on this analysis, a novel model-based observer is designed,
    which estimates states and model inaccuracies jointly and, in particular, obtains
    a parametric, physically\r\ninterpretable representation of the inaccuracies.
    This consists of a linear combination of physically interpretable functions, whose
    associated parameters are modeled sparse and estimated in parallel to the system’s
    states using an augmented state. The novelty of this thesis is thus the real-time
    capability to jointly estimate states and model inaccuracies in a physical-technical
    manner, on the basis of which an automated model adaption can be\r\ncarried out.
    The application of the new methodology is particularly advantageous in the situation
    of occurring system changes since these can be estimated and identified at run
    time by the augmented observer."
author:
- first_name: Ricarda-Samantha
  full_name: Götte, Ricarda-Samantha
  id: '43992'
  last_name: Götte
citation:
  ama: Götte R-S. <i>Online-Schätzung von Modellungenauigkeiten zur automatischen
    Modelladaption unter Beibehaltung einer physikalisch-technischen Interpretierbarkeit</i>.
    Vol 423.; 2024. doi:<a href="https://doi.org/10.17619/UNIPB/1-2066">10.17619/UNIPB/1-2066</a>
  apa: Götte, R.-S. (2024). <i>Online-Schätzung von Modellungenauigkeiten zur automatischen
    Modelladaption unter Beibehaltung einer physikalisch-technischen Interpretierbarkeit</i>
    (Vol. 423). <a href="https://doi.org/10.17619/UNIPB/1-2066">https://doi.org/10.17619/UNIPB/1-2066</a>
  bibtex: '@book{Götte_2024, series={Verlagsschriftenreihe des Heinz Nixdorf Instituts},
    title={Online-Schätzung von Modellungenauigkeiten zur automatischen Modelladaption
    unter Beibehaltung einer physikalisch-technischen Interpretierbarkeit}, volume={423},
    DOI={<a href="https://doi.org/10.17619/UNIPB/1-2066">10.17619/UNIPB/1-2066</a>},
    author={Götte, Ricarda-Samantha}, year={2024}, collection={Verlagsschriftenreihe
    des Heinz Nixdorf Instituts} }'
  chicago: Götte, Ricarda-Samantha. <i>Online-Schätzung von Modellungenauigkeiten
    zur automatischen Modelladaption unter Beibehaltung einer physikalisch-technischen
    Interpretierbarkeit</i>. Vol. 423. Verlagsschriftenreihe des Heinz Nixdorf Instituts,
    2024. <a href="https://doi.org/10.17619/UNIPB/1-2066">https://doi.org/10.17619/UNIPB/1-2066</a>.
  ieee: R.-S. Götte, <i>Online-Schätzung von Modellungenauigkeiten zur automatischen
    Modelladaption unter Beibehaltung einer physikalisch-technischen Interpretierbarkeit</i>,
    vol. 423. 2024.
  mla: Götte, Ricarda-Samantha. <i>Online-Schätzung von Modellungenauigkeiten zur
    automatischen Modelladaption unter Beibehaltung einer physikalisch-technischen
    Interpretierbarkeit</i>. 2024, doi:<a href="https://doi.org/10.17619/UNIPB/1-2066">10.17619/UNIPB/1-2066</a>.
  short: R.-S. Götte, Online-Schätzung von Modellungenauigkeiten zur automatischen
    Modelladaption unter Beibehaltung einer physikalisch-technischen Interpretierbarkeit,
    2024.
date_created: 2024-11-07T11:43:05Z
date_updated: 2024-11-07T11:47:59Z
department:
- _id: '880'
- _id: '153'
doi: 10.17619/UNIPB/1-2066
intvolume: '       423'
keyword:
- state estimation
- joint estimation
- sparsity
language:
- iso: ger
publication_identifier:
  isbn:
  - 978-3-947647-42-2
publication_status: published
series_title: Verlagsschriftenreihe des Heinz Nixdorf Instituts
status: public
supervisor:
- first_name: Julia
  full_name: Timmermann, Julia
  id: '15402'
  last_name: Timmermann
- first_name: Ralf
  full_name: Mikut, Ralf
  last_name: Mikut
title: Online-Schätzung von Modellungenauigkeiten zur automatischen Modelladaption
  unter Beibehaltung einer physikalisch-technischen Interpretierbarkeit
type: dissertation
user_id: '43992'
volume: 423
year: '2024'
...
