---
_id: '6359'
author:
- first_name: Linus
  full_name: Langenkamp, Linus
  id: '240430'
  last_name: Langenkamp
  orcid: 0009-0009-7517-4842
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0009-7517-4842/work/198540284
- first_name: Philip
  full_name: Hannebohm, Philip
  id: '221456'
  last_name: Hannebohm
  orcid: 0009-0003-8902-9079
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0003-8902-9079/work/198540286
- first_name: Bernhard
  full_name: Bachmann, Bernhard
  id: '33931'
  last_name: Bachmann
  orcid: 0000-0002-4339-0438
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-4339-0438/work/198540287
citation:
  alphadin: '<span style="font-variant:small-caps;">Langenkamp, Linus</span> ; <span
    style="font-variant:small-caps;">Hannebohm, Philip</span> ; <span style="font-variant:small-caps;">Bachmann,
    Bernhard</span>: Efficient Training of Physics-enhanced Neural ODEs via Direct
    Collocation and Nonlinear Programming. In: <span style="font-variant:small-caps;">Zimmer,
    D.</span> ; <span style="font-variant:small-caps;">Müller, U. C.</span> (Hrsg.):
    <i>Proceedings of the 16th International Modelica&#38;FMI Conference</i>. Bd.
    218 : Linköping University Electronic Press, 2025, S. 445–457'
  ama: 'Langenkamp L, Hannebohm P, Bachmann B. Efficient Training of Physics-enhanced
    Neural ODEs via Direct Collocation and Nonlinear Programming. In: Zimmer D, Müller
    UC, eds. <i>Proceedings of the 16th International Modelica&#38;FMI Conference</i>.
    Vol 218. Linköping University Electronic Press; 2025:445-457. doi:<a href="https://doi.org/10.3384/ecp218445">10.3384/ecp218445</a>'
  apa: 'Langenkamp, L., Hannebohm, P., &#38; Bachmann, B. (2025). Efficient Training
    of Physics-enhanced Neural ODEs via Direct Collocation and Nonlinear Programming.
    In D. Zimmer &#38; U. C. Müller (Eds.), <i>Proceedings of the 16th International
    Modelica&#38;FMI Conference</i> (Vol. 218, pp. 445–457). Luzern: Linköping University
    Electronic Press. <a href="https://doi.org/10.3384/ecp218445">https://doi.org/10.3384/ecp218445</a>'
  bibtex: '@inproceedings{Langenkamp_Hannebohm_Bachmann_2025, title={Efficient Training
    of Physics-enhanced Neural ODEs via Direct Collocation and Nonlinear Programming},
    volume={218}, DOI={<a href="https://doi.org/10.3384/ecp218445">10.3384/ecp218445</a>},
    booktitle={Proceedings of the 16th International Modelica&#38;FMI Conference},
    publisher={Linköping University Electronic Press}, author={Langenkamp, Linus and
    Hannebohm, Philip and Bachmann, Bernhard}, editor={Zimmer, Dirk and Müller, Ulf
    ChristianEditors}, year={2025}, pages={445–457} }'
  chicago: Langenkamp, Linus, Philip Hannebohm, and Bernhard Bachmann. “Efficient
    Training of Physics-Enhanced Neural ODEs via Direct Collocation and Nonlinear
    Programming.” In <i>Proceedings of the 16th International Modelica&#38;FMI Conference</i>,
    edited by Dirk Zimmer and Ulf Christian Müller, 218:445–57. Linköping University
    Electronic Press, 2025. <a href="https://doi.org/10.3384/ecp218445">https://doi.org/10.3384/ecp218445</a>.
  ieee: L. Langenkamp, P. Hannebohm, and B. Bachmann, “Efficient Training of Physics-enhanced
    Neural ODEs via Direct Collocation and Nonlinear Programming,” in <i>Proceedings
    of the 16th International Modelica&#38;FMI Conference</i>, Luzern, 2025, vol.
    218, pp. 445–457.
  mla: Langenkamp, Linus, et al. “Efficient Training of Physics-Enhanced Neural ODEs
    via Direct Collocation and Nonlinear Programming.” <i>Proceedings of the 16th
    International Modelica&#38;FMI Conference</i>, edited by Dirk Zimmer and Ulf Christian
    Müller, vol. 218, Linköping University Electronic Press, 2025, pp. 445–57, doi:<a
    href="https://doi.org/10.3384/ecp218445">10.3384/ecp218445</a>.
  short: 'L. Langenkamp, P. Hannebohm, B. Bachmann, in: D. Zimmer, U.C. Müller (Eds.),
    Proceedings of the 16th International Modelica&#38;FMI Conference, Linköping University
    Electronic Press, 2025, pp. 445–457.'
conference:
  end_date: 2025-09-10
  location: Luzern
  name: The 16th International Modelica&FMI Conference
  start_date: 2025-09-08
date_created: 2025-12-02T13:49:45Z
date_updated: 2026-03-17T15:29:29Z
department:
- _id: '103'
doi: 10.3384/ecp218445
editor:
- first_name: Dirk
  full_name: Zimmer, Dirk
  last_name: Zimmer
- first_name: Ulf Christian
  full_name: Müller, Ulf Christian
  last_name: Müller
file:
- access_level: open_access
  content_type: application/pdf
  creator: llangenkamp
  date_created: 2025-12-02T13:48:28Z
  date_updated: 2025-12-02T13:48:28Z
  file_id: '6360'
  file_name: paper.pdf
  file_size: 11486460
  relation: main_file
  success: 1
file_date_updated: 2025-12-02T13:48:28Z
has_accepted_license: '1'
intvolume: '       218'
keyword:
- Physics-enhanced Neural ODEs
- Dynamic Optimization
- Nonlinear Programming
- Modelica
- NeuralODEs
- Universal Differential Equations
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 445 - 457
publication: Proceedings of the 16th International Modelica&FMI Conference
publication_status: published
publisher: Linköping University Electronic Press
status: public
title: Efficient Training of Physics-enhanced Neural ODEs via Direct Collocation and
  Nonlinear Programming
tmp:
  image: /images/cc_by.png
  legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
  name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
  short: CC BY (4.0)
type: conference
urn: urn:nbn:de:hbz:bi10-63592
user_id: '240430'
volume: 218
year: '2025'
...
---
_id: '1523'
author:
- first_name: Vitalij
  full_name: Ruge, Vitalij
  last_name: Ruge
- first_name: Willi
  full_name: Braun, Willi
  last_name: Braun
- first_name: Bernhard
  full_name: Bachmann, Bernhard
  id: '33931'
  last_name: Bachmann
  orcid: 0000-0002-4339-0438
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-4339-0438/work/102900205
- first_name: Andrea
  full_name: Walther, Andrea
  last_name: Walther
- first_name: Kshitij
  full_name: Kulshreshtha, Kshitij
  last_name: Kulshreshtha
citation:
  alphadin: '<span style="font-variant:small-caps;">Ruge, Vitalij</span> ; <span style="font-variant:small-caps;">Braun,
    Willi</span> ; <span style="font-variant:small-caps;">Bachmann, Bernhard</span>
    ; <span style="font-variant:small-caps;">Walther, Andrea</span> ; <span style="font-variant:small-caps;">Kulshreshtha,
    Kshitij</span>: Efficient Implementation of Collocation Methods for Optimization
    using OpenModelica and ADOL-C. In: <i>Proceedings of the 10th International Modelica
    Conference, March 10-12, 2014, Lund, Sweden</i>, <i>Linköping Electronic Conference
    Proceedings</i>. Bd. 96 : Linköping University Electronic Press, 2014, S. 1017–1025'
  ama: 'Ruge V, Braun W, Bachmann B, Walther A, Kulshreshtha K. Efficient Implementation
    of Collocation Methods for Optimization using OpenModelica and ADOL-C. In: <i>Proceedings
    of the 10th International Modelica Conference, March 10-12, 2014, Lund, Sweden</i>.
    Vol 96. Linköping Electronic Conference Proceedings. Linköping University Electronic
    Press; 2014:1017-1025. doi:<a href="https://doi.org/10.3384/ecp140961017">10.3384/ecp140961017</a>'
  apa: 'Ruge, V., Braun, W., Bachmann, B., Walther, A., &#38; Kulshreshtha, K. (2014).
    Efficient Implementation of Collocation Methods for Optimization using OpenModelica
    and ADOL-C. In <i>Proceedings of the 10th International Modelica Conference, March
    10-12, 2014, Lund, Sweden</i> (Vol. 96, pp. 1017–1025). Lund / Schweden: Linköping
    University Electronic Press. <a href="https://doi.org/10.3384/ecp140961017">https://doi.org/10.3384/ecp140961017</a>'
  bibtex: '@inproceedings{Ruge_Braun_Bachmann_Walther_Kulshreshtha_2014, series={Linköping
    Electronic Conference Proceedings}, title={Efficient Implementation of Collocation
    Methods for Optimization using OpenModelica and ADOL-C}, volume={96}, DOI={<a
    href="https://doi.org/10.3384/ecp140961017">10.3384/ecp140961017</a>}, booktitle={Proceedings
    of the 10th International Modelica Conference, March 10-12, 2014, Lund, Sweden},
    publisher={Linköping University Electronic Press}, author={Ruge, Vitalij and Braun,
    Willi and Bachmann, Bernhard and Walther, Andrea and Kulshreshtha, Kshitij}, year={2014},
    pages={1017–1025}, collection={Linköping Electronic Conference Proceedings} }'
  chicago: Ruge, Vitalij, Willi Braun, Bernhard Bachmann, Andrea Walther, and Kshitij
    Kulshreshtha. “Efficient Implementation of Collocation Methods for Optimization
    Using OpenModelica and ADOL-C.” In <i>Proceedings of the 10th International Modelica
    Conference, March 10-12, 2014, Lund, Sweden</i>, 96:1017–25. Linköping Electronic
    Conference Proceedings. Linköping University Electronic Press, 2014. <a href="https://doi.org/10.3384/ecp140961017">https://doi.org/10.3384/ecp140961017</a>.
  ieee: V. Ruge, W. Braun, B. Bachmann, A. Walther, and K. Kulshreshtha, “Efficient
    Implementation of Collocation Methods for Optimization using OpenModelica and
    ADOL-C,” in <i>Proceedings of the 10th International Modelica Conference, March
    10-12, 2014, Lund, Sweden</i>, Lund / Schweden, 2014, vol. 96, pp. 1017–1025.
  mla: Ruge, Vitalij, et al. “Efficient Implementation of Collocation Methods for
    Optimization Using OpenModelica and ADOL-C.” <i>Proceedings of the 10th International
    Modelica Conference, March 10-12, 2014, Lund, Sweden</i>, vol. 96, Linköping University
    Electronic Press, 2014, pp. 1017–25, doi:<a href="https://doi.org/10.3384/ecp140961017">10.3384/ecp140961017</a>.
  short: 'V. Ruge, W. Braun, B. Bachmann, A. Walther, K. Kulshreshtha, in: Proceedings
    of the 10th International Modelica Conference, March 10-12, 2014, Lund, Sweden,
    Linköping University Electronic Press, 2014, pp. 1017–1025.'
conference:
  end_date: 2014-03-12
  location: Lund / Schweden
  name: ' 10th International Modelica Conference '
  start_date: 2014-03-10
date_created: 2021-11-09T14:46:39Z
date_updated: 2026-03-17T15:28:22Z
doi: 10.3384/ecp140961017
intvolume: '        96'
keyword:
- Modelica
- optimization
- automatic differentiation
- collocation
- OpenModelica
- ADOL-C
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 1017-1025
publication: Proceedings of the 10th International Modelica Conference, March 10-12,
  2014, Lund, Sweden
publication_identifier:
  isbn:
  - 978-91-7519-380-9
publication_status: published
publisher: Linköping University Electronic Press
series_title: Linköping Electronic Conference Proceedings
status: public
title: Efficient Implementation of Collocation Methods for Optimization using OpenModelica
  and ADOL-C
type: conference
user_id: '35437'
volume: 96
year: '2014'
...
---
_id: '1503'
author:
- first_name: Patrick
  full_name: Täuber, Patrick
  last_name: Täuber
- first_name: Lennart
  full_name: Ochel, Lennart
  last_name: Ochel
- first_name: Willi
  full_name: Braun, Willi
  last_name: Braun
- first_name: Bernhard
  full_name: Bachmann, Bernhard
  id: '33931'
  last_name: Bachmann
  orcid: 0000-0002-4339-0438
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-4339-0438/work/102900655
citation:
  alphadin: '<span style="font-variant:small-caps;">Täuber, Patrick</span> ; <span
    style="font-variant:small-caps;">Ochel, Lennart</span> ; <span style="font-variant:small-caps;">Braun,
    Willi</span> ; <span style="font-variant:small-caps;">Bachmann, Bernhard</span>:
    Practical realization and adaptation of Cellier’s tearing method. In: <i>Proceedings
    of the 6th International Workshop on Equation-Based Object-Oriented Modeling Languages
    and Tools - EOOLT ’14</i>. New York, New York, USA : ACM Press, 2014, S. 11–19'
  ama: 'Täuber P, Ochel L, Braun W, Bachmann B. Practical realization and adaptation
    of Cellier’s tearing method. In: <i>Proceedings of the 6th International Workshop
    on Equation-Based Object-Oriented Modeling Languages and Tools - EOOLT ’14</i>.
    New York, New York, USA: ACM Press; 2014:11-19. doi:<a href="https://doi.org/10.1145/2666202.2666204">10.1145/2666202.2666204</a>'
  apa: 'Täuber, P., Ochel, L., Braun, W., &#38; Bachmann, B. (2014). Practical realization
    and adaptation of Cellier’s tearing method. In <i>Proceedings of the 6th International
    Workshop on Equation-Based Object-Oriented Modeling Languages and Tools - EOOLT
    ’14</i> (pp. 11–19). New York, New York, USA: ACM Press. <a href="https://doi.org/10.1145/2666202.2666204">https://doi.org/10.1145/2666202.2666204</a>'
  bibtex: '@inproceedings{Täuber_Ochel_Braun_Bachmann_2014, place={New York, New York,
    USA}, title={Practical realization and adaptation of Cellier’s tearing method},
    DOI={<a href="https://doi.org/10.1145/2666202.2666204">10.1145/2666202.2666204</a>},
    booktitle={Proceedings of the 6th International Workshop on Equation-Based Object-Oriented
    Modeling Languages and Tools - EOOLT ’14}, publisher={ACM Press}, author={Täuber,
    Patrick and Ochel, Lennart and Braun, Willi and Bachmann, Bernhard}, year={2014},
    pages={11–19} }'
  chicago: 'Täuber, Patrick, Lennart Ochel, Willi Braun, and Bernhard Bachmann. “Practical
    Realization and Adaptation of Cellier’s Tearing Method.” In <i>Proceedings of
    the 6th International Workshop on Equation-Based Object-Oriented Modeling Languages
    and Tools - EOOLT ’14</i>, 11–19. New York, New York, USA: ACM Press, 2014. <a
    href="https://doi.org/10.1145/2666202.2666204">https://doi.org/10.1145/2666202.2666204</a>.'
  ieee: P. Täuber, L. Ochel, W. Braun, and B. Bachmann, “Practical realization and
    adaptation of Cellier’s tearing method,” in <i>Proceedings of the 6th International
    Workshop on Equation-Based Object-Oriented Modeling Languages and Tools - EOOLT
    ’14</i>, Berlin, Germany, 2014, pp. 11–19.
  mla: Täuber, Patrick, et al. “Practical Realization and Adaptation of Cellier’s
    Tearing Method.” <i>Proceedings of the 6th International Workshop on Equation-Based
    Object-Oriented Modeling Languages and Tools - EOOLT ’14</i>, ACM Press, 2014,
    pp. 11–19, doi:<a href="https://doi.org/10.1145/2666202.2666204">10.1145/2666202.2666204</a>.
  short: 'P. Täuber, L. Ochel, W. Braun, B. Bachmann, in: Proceedings of the 6th International
    Workshop on Equation-Based Object-Oriented Modeling Languages and Tools - EOOLT
    ’14, ACM Press, New York, New York, USA, 2014, pp. 11–19.'
conference:
  end_date: 2014-10-10
  location: Berlin, Germany
  name: 'EOOLT ''14: Proceedings of the 6th International Workshop on Equation-Based
    Object-Oriented Modeling Languages and Tool'
  start_date: 2014-10-10
date_created: 2021-11-09T13:11:38Z
date_updated: 2026-03-17T15:28:21Z
doi: 10.1145/2666202.2666204
keyword:
- tearing
- algebraic loop
- simulation performance
- tearingSelect
- Modelica
- OpenModelica
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 11-19
place: New York, New York, USA
publication: Proceedings of the 6th International Workshop on Equation-Based Object-Oriented
  Modeling Languages and Tools - EOOLT '14
publication_identifier:
  isbn:
  - '9781450329538'
publication_status: published
publisher: ACM Press
status: public
title: Practical realization and adaptation of Cellier's tearing method
type: conference
user_id: '35437'
year: '2014'
...
---
_id: '1509'
author:
- first_name: Sabrina
  full_name: Proß, Sabrina
  last_name: Proß
- first_name: Bernhard
  full_name: Bachmann, Bernhard
  id: '33931'
  last_name: Bachmann
  orcid: 0000-0002-4339-0438
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-4339-0438/work/102900678
citation:
  alphadin: '<span style="font-variant:small-caps;">Proß, Sabrina</span> ; <span style="font-variant:small-caps;">Bachmann,
    Bernhard</span>: An object-oriented Petri net simulation tool for hybrid biological
    processes. In: <i>it – Information Technology</i> Bd. 56, Walter de Gruyter GmbH
    (2014), Nr. 2, S. 55–66'
  ama: Proß S, Bachmann B. An object-oriented Petri net simulation tool for hybrid
    biological processes. <i>it – Information Technology</i>. 2014;56(2):55-66. doi:<a
    href="https://doi.org/10.1515/itit-2013-1027">10.1515/itit-2013-1027</a>
  apa: Proß, S., &#38; Bachmann, B. (2014). An object-oriented Petri net simulation
    tool for hybrid biological processes. <i>It – Information Technology</i>, <i>56</i>(2),
    55–66. <a href="https://doi.org/10.1515/itit-2013-1027">https://doi.org/10.1515/itit-2013-1027</a>
  bibtex: '@article{Proß_Bachmann_2014, title={An object-oriented Petri net simulation
    tool for hybrid biological processes}, volume={56}, DOI={<a href="https://doi.org/10.1515/itit-2013-1027">10.1515/itit-2013-1027</a>},
    number={2}, journal={it – Information Technology}, publisher={Walter de Gruyter
    GmbH}, author={Proß, Sabrina and Bachmann, Bernhard}, year={2014}, pages={55–66}
    }'
  chicago: 'Proß, Sabrina, and Bernhard Bachmann. “An Object-Oriented Petri Net Simulation
    Tool for Hybrid Biological Processes.” <i>It – Information Technology</i> 56,
    no. 2 (2014): 55–66. <a href="https://doi.org/10.1515/itit-2013-1027">https://doi.org/10.1515/itit-2013-1027</a>.'
  ieee: S. Proß and B. Bachmann, “An object-oriented Petri net simulation tool for
    hybrid biological processes,” <i>it – Information Technology</i>, vol. 56, no.
    2, pp. 55–66, 2014.
  mla: Proß, Sabrina, and Bernhard Bachmann. “An Object-Oriented Petri Net Simulation
    Tool for Hybrid Biological Processes.” <i>It – Information Technology</i>, vol.
    56, no. 2, Walter de Gruyter GmbH, 2014, pp. 55–66, doi:<a href="https://doi.org/10.1515/itit-2013-1027">10.1515/itit-2013-1027</a>.
  short: S. Proß, B. Bachmann, It – Information Technology 56 (2014) 55–66.
date_created: 2021-11-09T13:15:53Z
date_updated: 2026-03-17T15:28:21Z
doi: 10.1515/itit-2013-1027
intvolume: '        56'
issue: '2'
keyword:
- ACM CSS→Computing methodologies→Modeling and simulation
- Petri nets
- Modelica
- xHPN
- PNlib
- Hybrid Modeling
language:
- iso: eng
page: 55-66
publication: it – Information Technology
publication_identifier:
  eissn:
  - 2196-7032
  issn:
  - 1611-2776
publication_status: published
publisher: Walter de Gruyter GmbH
status: public
title: An object-oriented Petri net simulation tool for hybrid biological processes
type: journal_article
user_id: '35437'
volume: 56
year: '2014'
...
---
_id: '1514'
author:
- first_name: Sabrina
  full_name: Proß, Sabrina
  last_name: Proß
- first_name: Bernhard
  full_name: Bachmann, Bernhard
  id: '33931'
  last_name: Bachmann
  orcid: 0000-0002-4339-0438
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-4339-0438/work/102900347
citation:
  alphadin: '<span style="font-variant:small-caps;">Proß, Sabrina</span> ; <span style="font-variant:small-caps;">Bachmann,
    Bernhard</span>: Hybrid Modelling and Process Optimization of Biological Systems.
    In: <i>IFAC Proceedings Volumes</i> Bd. 45, Elsevier BV (2012), Nr. 2, S. 1041–1046'
  ama: Proß S, Bachmann B. Hybrid Modelling and Process Optimization of Biological
    Systems. <i>IFAC Proceedings Volumes</i>. 2012;45(2):1041-1046. doi:<a href="https://doi.org/10.3182/20120215-3-AT-3016.00184">10.3182/20120215-3-AT-3016.00184</a>
  apa: Proß, S., &#38; Bachmann, B. (2012). Hybrid Modelling and Process Optimization
    of Biological Systems. <i>IFAC Proceedings Volumes</i>, <i>45</i>(2), 1041–1046.
    <a href="https://doi.org/10.3182/20120215-3-AT-3016.00184">https://doi.org/10.3182/20120215-3-AT-3016.00184</a>
  bibtex: '@article{Proß_Bachmann_2012, title={Hybrid Modelling and Process Optimization
    of Biological Systems}, volume={45}, DOI={<a href="https://doi.org/10.3182/20120215-3-AT-3016.00184">10.3182/20120215-3-AT-3016.00184</a>},
    number={2}, journal={IFAC Proceedings Volumes}, publisher={Elsevier BV}, author={Proß,
    Sabrina and Bachmann, Bernhard}, year={2012}, pages={1041–1046} }'
  chicago: 'Proß, Sabrina, and Bernhard Bachmann. “Hybrid Modelling and Process Optimization
    of Biological Systems.” <i>IFAC Proceedings Volumes</i> 45, no. 2 (2012): 1041–46.
    <a href="https://doi.org/10.3182/20120215-3-AT-3016.00184">https://doi.org/10.3182/20120215-3-AT-3016.00184</a>.'
  ieee: S. Proß and B. Bachmann, “Hybrid Modelling and Process Optimization of Biological
    Systems,” <i>IFAC Proceedings Volumes</i>, vol. 45, no. 2, pp. 1041–1046, 2012.
  mla: Proß, Sabrina, and Bernhard Bachmann. “Hybrid Modelling and Process Optimization
    of Biological Systems.” <i>IFAC Proceedings Volumes</i>, vol. 45, no. 2, Elsevier
    BV, 2012, pp. 1041–46, doi:<a href="https://doi.org/10.3182/20120215-3-AT-3016.00184">10.3182/20120215-3-AT-3016.00184</a>.
  short: S. Proß, B. Bachmann, IFAC Proceedings Volumes 45 (2012) 1041–1046.
date_created: 2021-11-09T13:59:28Z
date_updated: 2026-03-17T15:28:22Z
doi: 10.3182/20120215-3-AT-3016.00184
intvolume: '        45'
issue: '2'
keyword:
- hybrid systems
- process control
- Petri-nets
- biological processes
- hybrid optimization
- open-loop control
- Modelica evolution strategy
- Hooke-Jeeves method
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
page: 1041-1046
publication: IFAC Proceedings Volumes
publication_identifier:
  issn:
  - 1474-6670
publication_status: published
publisher: Elsevier BV
status: public
title: Hybrid Modelling and Process Optimization of Biological Systems
type: journal_article
user_id: '35437'
volume: 45
year: '2012'
...
---
_id: '1495'
author:
- first_name: Bernhard
  full_name: Bachmann, Bernhard
  id: '33931'
  last_name: Bachmann
  orcid: 0000-0002-4339-0438
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-4339-0438/work/102900455
- first_name: Lennart
  full_name: Ochel, Lennart
  last_name: Ochel
- first_name: Vitalij
  full_name: Ruge, Vitalij
  last_name: Ruge
- first_name: Mahder
  full_name: Gebremedhin, Mahder
  last_name: Gebremedhin
- first_name: Peter
  full_name: Fritzson, Peter
  last_name: Fritzson
- first_name: Vaheed
  full_name: Nezhadali, Vaheed
  last_name: Nezhadali
- first_name: Lars
  full_name: Eriksson, Lars
  last_name: Eriksson
- first_name: Martin
  full_name: Sivertsson, Martin
  last_name: Sivertsson
citation:
  alphadin: '<span style="font-variant:small-caps;">Bachmann, Bernhard</span> ; <span
    style="font-variant:small-caps;">Ochel, Lennart</span> ; <span style="font-variant:small-caps;">Ruge,
    Vitalij</span> ; <span style="font-variant:small-caps;">Gebremedhin, Mahder</span>
    ; <span style="font-variant:small-caps;">Fritzson, Peter</span> ; <span style="font-variant:small-caps;">Nezhadali,
    Vaheed</span> ; <span style="font-variant:small-caps;">Eriksson, Lars</span> ;
    <span style="font-variant:small-caps;">Sivertsson, Martin</span>: Parallel Multiple-Shooting
    and Collocation Optimization with OpenModelica. In: <i>Book of abstracts / 9th
    International Modelica Conference</i>, <i>Linköping Electronic Conference Proceedings</i>.
    Bd. 76 : Linköping University Electronic Press, 2012, S. 659–668'
  ama: 'Bachmann B, Ochel L, Ruge V, et al. Parallel Multiple-Shooting and Collocation
    Optimization with OpenModelica. In: <i>Book of Abstracts / 9th International Modelica
    Conference</i>. Vol 76. Linköping Electronic Conference Proceedings. Linköping
    University Electronic Press; 2012:659-668. doi:<a href="https://doi.org/10.3384/ecp12076659">10.3384/ecp12076659</a>'
  apa: 'Bachmann, B., Ochel, L., Ruge, V., Gebremedhin, M., Fritzson, P., Nezhadali,
    V., … Sivertsson, M. (2012). Parallel Multiple-Shooting and Collocation Optimization
    with OpenModelica. In <i>Book of abstracts / 9th International Modelica Conference</i>
    (Vol. 76, pp. 659–668). München: Linköping University Electronic Press. <a href="https://doi.org/10.3384/ecp12076659">https://doi.org/10.3384/ecp12076659</a>'
  bibtex: '@inproceedings{Bachmann_Ochel_Ruge_Gebremedhin_Fritzson_Nezhadali_Eriksson_Sivertsson_2012,
    series={Linköping Electronic Conference Proceedings}, title={Parallel Multiple-Shooting
    and Collocation Optimization with OpenModelica}, volume={76}, DOI={<a href="https://doi.org/10.3384/ecp12076659">10.3384/ecp12076659</a>},
    booktitle={Book of abstracts / 9th International Modelica Conference}, publisher={Linköping
    University Electronic Press}, author={Bachmann, Bernhard and Ochel, Lennart and
    Ruge, Vitalij and Gebremedhin, Mahder and Fritzson, Peter and Nezhadali, Vaheed
    and Eriksson, Lars and Sivertsson, Martin}, year={2012}, pages={659–668}, collection={Linköping
    Electronic Conference Proceedings} }'
  chicago: Bachmann, Bernhard, Lennart Ochel, Vitalij Ruge, Mahder Gebremedhin, Peter
    Fritzson, Vaheed Nezhadali, Lars Eriksson, and Martin Sivertsson. “Parallel Multiple-Shooting
    and Collocation Optimization with OpenModelica.” In <i>Book of Abstracts / 9th
    International Modelica Conference</i>, 76:659–68. Linköping Electronic Conference
    Proceedings. Linköping University Electronic Press, 2012. <a href="https://doi.org/10.3384/ecp12076659">https://doi.org/10.3384/ecp12076659</a>.
  ieee: B. Bachmann <i>et al.</i>, “Parallel Multiple-Shooting and Collocation Optimization
    with OpenModelica,” in <i>Book of abstracts / 9th International Modelica Conference</i>,
    München, 2012, vol. 76, pp. 659–668.
  mla: Bachmann, Bernhard, et al. “Parallel Multiple-Shooting and Collocation Optimization
    with OpenModelica.” <i>Book of Abstracts / 9th International Modelica Conference</i>,
    vol. 76, Linköping University Electronic Press, 2012, pp. 659–68, doi:<a href="https://doi.org/10.3384/ecp12076659">10.3384/ecp12076659</a>.
  short: 'B. Bachmann, L. Ochel, V. Ruge, M. Gebremedhin, P. Fritzson, V. Nezhadali,
    L. Eriksson, M. Sivertsson, in: Book of Abstracts / 9th International Modelica
    Conference, Linköping University Electronic Press, 2012, pp. 659–668.'
conference:
  end_date: 2012-09-05
  location: München
  name: 9th International MODELICA Conference, Munich, Germany
  start_date: 2012-09-03
date_created: 2021-11-09T13:06:25Z
date_updated: 2026-03-17T15:28:21Z
doi: 10.3384/ecp12076659
intvolume: '        76'
keyword:
- Modelica
- Optimica
- optimization
- multiple shooting
- collocation
- parallel
- simulation
language:
- iso: eng
page: 659-668
publication: Book of abstracts / 9th International Modelica Conference
publication_identifier:
  isbn:
  - 978-91-7519-826-2
publication_status: published
publisher: Linköping University Electronic Press
series_title: Linköping Electronic Conference Proceedings
status: public
title: Parallel Multiple-Shooting and Collocation Optimization with OpenModelica
type: conference
user_id: '35437'
volume: 76
year: '2012'
...