---
_id: '4617'
author:
- first_name: Karim
full_name: Abdelhak, Karim
last_name: Abdelhak
- first_name: Francesco
full_name: Casella, Francesco
last_name: Casella
- 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/161280999
citation:
alphadin: 'Abdelhak, Karim ; Casella, Francesco ; Bachmann,
Bernhard: Pseudo Array Causalization. In: Proceedings of the 15th International
Modelica Conference 2023, Aachen, October 9-11, Linköping Electronic Conference
Proceedings. Bd. 204 : Linköping University Electronic Press, 2023, S. 177–188'
ama: 'Abdelhak K, Casella F, Bachmann B. Pseudo Array Causalization. In: Proceedings
of the 15th International Modelica Conference 2023, Aachen, October 9-11.
Vol 204. Linköping Electronic Conference Proceedings. Linköping University Electronic
Press; 2023:177-188. doi:10.3384/ecp204177'
apa: 'Abdelhak, K., Casella, F., & Bachmann, B. (2023). Pseudo Array Causalization.
In Proceedings of the 15th International Modelica Conference 2023, Aachen,
October 9-11 (Vol. 204, pp. 177–188). Aachen: Linköping University Electronic
Press. https://doi.org/10.3384/ecp204177'
bibtex: '@inproceedings{Abdelhak_Casella_Bachmann_2023, series={Linköping Electronic
Conference Proceedings}, title={Pseudo Array Causalization}, volume={204}, DOI={10.3384/ecp204177}, booktitle={Proceedings
of the 15th International Modelica Conference 2023, Aachen, October 9-11}, publisher={Linköping
University Electronic Press}, author={Abdelhak, Karim and Casella, Francesco and
Bachmann, Bernhard}, year={2023}, pages={177–188}, collection={Linköping Electronic
Conference Proceedings} }'
chicago: Abdelhak, Karim, Francesco Casella, and Bernhard Bachmann. “Pseudo Array
Causalization.” In Proceedings of the 15th International Modelica Conference
2023, Aachen, October 9-11, 204:177–88. Linköping Electronic Conference Proceedings.
Linköping University Electronic Press, 2023. https://doi.org/10.3384/ecp204177.
ieee: K. Abdelhak, F. Casella, and B. Bachmann, “Pseudo Array Causalization,” in
Proceedings of the 15th International Modelica Conference 2023, Aachen, October
9-11, Aachen, 2023, vol. 204, pp. 177–188.
mla: Abdelhak, Karim, et al. “Pseudo Array Causalization.” Proceedings of the
15th International Modelica Conference 2023, Aachen, October 9-11, vol. 204,
Linköping University Electronic Press, 2023, pp. 177–88, doi:10.3384/ecp204177.
short: 'K. Abdelhak, F. Casella, B. Bachmann, in: Proceedings of the 15th International
Modelica Conference 2023, Aachen, October 9-11, Linköping University Electronic
Press, 2023, pp. 177–188.'
conference:
end_date: 2023-10-11
location: Aachen
name: 15th International Modelica Conference 2023
start_date: 2023-10-09
date_created: 2024-05-29T10:03:24Z
date_updated: 2026-03-17T15:29:03Z
doi: 10.3384/ecp204177
intvolume: ' 204'
language:
- iso: eng
page: 177-188
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
name: Institute for Data Science Solutions
publication: Proceedings of the 15th International Modelica Conference 2023, Aachen,
October 9-11
publication_identifier:
eissn:
- 1650-3740
isbn:
- 978-91-8075-505-4
issn:
- 1650-3686
publication_status: published
publisher: Linköping University Electronic Press
series_title: Linköping Electronic Conference Proceedings
status: public
title: Pseudo Array Causalization
tmp:
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legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
name: Creative Commons Attribution 4.0 International Public License (CC-BY 4.0)
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type: conference
user_id: '220548'
volume: 204
year: '2023'
...
---
_id: '4618'
author:
- first_name: Andreas
full_name: Heuermann, Andreas
last_name: Heuermann
- 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/161055467
- first_name: Matthias
full_name: Schäfer, Matthias
last_name: Schäfer
- 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/161055468
citation:
alphadin: 'Heuermann, Andreas ; Hannebohm, Philip ; Schäfer,
Matthias ; Bachmann, Bernhard:
Accelerating the simulation of equation-based models by replacing non-linear algebraic
loops with error-controlled machine learning surrogates. In: Müller,
D. ; Monti, A. ; Benigni,
A. (Hrsg.): Proceedings of the 15th International Modelica Conference
2023, Aachen, October 9-11, Linköping Electronic Conference Proceedings.
Bd. 204 : Linköping University Electronic Press, 2023, S. 275–284'
ama: 'Heuermann A, Hannebohm P, Schäfer M, Bachmann B. Accelerating the simulation
of equation-based models by replacing non-linear algebraic loops with error-controlled
machine learning surrogates. In: Müller D, Monti A, Benigni A, eds. Proceedings
of the 15th International Modelica Conference 2023, Aachen, October 9-11.
Vol 204. Linköping Electronic Conference Proceedings. Linköping University Electronic
Press; 2023:275-284. doi:10.3384/ecp204275'
apa: 'Heuermann, A., Hannebohm, P., Schäfer, M., & Bachmann, B. (2023). Accelerating
the simulation of equation-based models by replacing non-linear algebraic loops
with error-controlled machine learning surrogates. In D. Müller, A. Monti, &
A. Benigni (Eds.), Proceedings of the 15th International Modelica Conference
2023, Aachen, October 9-11 (Vol. 204, pp. 275–284). Aachen: Linköping University
Electronic Press. https://doi.org/10.3384/ecp204275'
bibtex: '@inproceedings{Heuermann_Hannebohm_Schäfer_Bachmann_2023, series={Linköping
Electronic Conference Proceedings}, title={Accelerating the simulation of equation-based
models by replacing non-linear algebraic loops with error-controlled machine learning
surrogates}, volume={204}, DOI={10.3384/ecp204275},
booktitle={Proceedings of the 15th International Modelica Conference 2023, Aachen,
October 9-11}, publisher={Linköping University Electronic Press}, author={Heuermann,
Andreas and Hannebohm, Philip and Schäfer, Matthias and Bachmann, Bernhard}, editor={Müller,
Dirk and Monti, Antonello and Benigni, Andrea Editors}, year={2023}, pages={275–284},
collection={Linköping Electronic Conference Proceedings} }'
chicago: Heuermann, Andreas, Philip Hannebohm, Matthias Schäfer, and Bernhard Bachmann.
“Accelerating the Simulation of Equation-Based Models by Replacing Non-Linear
Algebraic Loops with Error-Controlled Machine Learning Surrogates.” In Proceedings
of the 15th International Modelica Conference 2023, Aachen, October 9-11,
edited by Dirk Müller, Antonello Monti, and Andrea Benigni, 204:275–84. Linköping
Electronic Conference Proceedings. Linköping University Electronic Press, 2023.
https://doi.org/10.3384/ecp204275.
ieee: A. Heuermann, P. Hannebohm, M. Schäfer, and B. Bachmann, “Accelerating the
simulation of equation-based models by replacing non-linear algebraic loops with
error-controlled machine learning surrogates,” in Proceedings of the 15th International
Modelica Conference 2023, Aachen, October 9-11, Aachen, 2023, vol. 204, pp.
275–284.
mla: Heuermann, Andreas, et al. “Accelerating the Simulation of Equation-Based Models
by Replacing Non-Linear Algebraic Loops with Error-Controlled Machine Learning
Surrogates.” Proceedings of the 15th International Modelica Conference 2023,
Aachen, October 9-11, edited by Dirk Müller et al., vol. 204, Linköping University
Electronic Press, 2023, pp. 275–84, doi:10.3384/ecp204275.
short: 'A. Heuermann, P. Hannebohm, M. Schäfer, B. Bachmann, in: D. Müller, A. Monti,
A. Benigni (Eds.), Proceedings of the 15th International Modelica Conference 2023,
Aachen, October 9-11, Linköping University Electronic Press, 2023, pp. 275–284.'
conference:
end_date: 2023-10-11
location: Aachen
name: 15th International Modelica Conference 2023
start_date: 2023-10-09
date_created: 2024-05-29T10:04:12Z
date_updated: 2026-03-17T15:29:03Z
doi: 10.3384/ecp204275
editor:
- first_name: 'Dirk '
full_name: 'Müller, Dirk '
last_name: Müller
- first_name: 'Antonello '
full_name: 'Monti, Antonello '
last_name: Monti
- first_name: 'Andrea '
full_name: 'Benigni, Andrea '
last_name: Benigni
file:
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content_type: application/pdf
creator: phannebohm
date_created: 2026-03-10T10:37:58Z
date_updated: 2026-03-10T10:37:58Z
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intvolume: ' 204'
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oa: '1'
page: 275-284
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
name: Institute for Data Science Solutions
publication: Proceedings of the 15th International Modelica Conference 2023, Aachen,
October 9-11
publication_identifier:
eissn:
- 1650-3740
isbn:
- 978-91-8075-505-4
issn:
- 1650-3686
publication_status: published
publisher: Linköping University Electronic Press
quality_controlled: '1'
series_title: Linköping Electronic Conference Proceedings
status: public
title: Accelerating the simulation of equation-based models by replacing non-linear
algebraic loops with error-controlled machine learning surrogates
tmp:
image: /images/cc_by.png
legal_code_url: https://creativecommons.org/licenses/by/4.0/legalcode
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urn: urn:nbn:de:hbz:bi10-46183
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...
---
_id: '1526'
alternative_id:
- '1528'
author:
- first_name: Willi
full_name: Braun, Willi
last_name: Braun
- first_name: Kshitij
full_name: Kulshreshtha, Kshitij
last_name: Kulshreshtha
- first_name: Rüdiger
full_name: Franke, Rüdiger
last_name: Franke
- first_name: Andrea
full_name: Walther, Andrea
last_name: Walther
- first_name: Bernhard
full_name: Bachmann, Bernhard
id: '33931'
last_name: Bachmann
orcid: 0000-0002-4339-0438
citation:
alphadin: 'Braun, Willi ; Kulshreshtha,
Kshitij ; Franke, Rüdiger
; Walther, Andrea ; Bachmann,
Bernhard: Towards Adjoint and Directional Derivatives in FMI utilizing
ADOL-C within OpenModelica. In: Proceedings of the 12th International Modelica
Conference, Prague, Czech Republic, May 15-17, 2017, Linköping Electronic
Conference Proceedings. Bd. 132 : Linköping University Electronic Press, 2017,
S. 363–366'
ama: 'Braun W, Kulshreshtha K, Franke R, Walther A, Bachmann B. Towards Adjoint
and Directional Derivatives in FMI utilizing ADOL-C within OpenModelica. In: Proceedings
of the 12th International Modelica Conference, Prague, Czech Republic, May 15-17,
2017. Vol 132. Linköping Electronic Conference Proceedings. Linköping University
Electronic Press; 2017:363-366. doi:10.3384/ecp17132363'
apa: 'Braun, W., Kulshreshtha, K., Franke, R., Walther, A., & Bachmann, B. (2017).
Towards Adjoint and Directional Derivatives in FMI utilizing ADOL-C within OpenModelica.
In Proceedings of the 12th International Modelica Conference, Prague, Czech
Republic, May 15-17, 2017 (Vol. 132, pp. 363–366). Prague: Linköping University
Electronic Press. https://doi.org/10.3384/ecp17132363'
bibtex: '@inproceedings{Braun_Kulshreshtha_Franke_Walther_Bachmann_2017, series={Linköping
Electronic Conference Proceedings}, title={Towards Adjoint and Directional Derivatives
in FMI utilizing ADOL-C within OpenModelica}, volume={132}, DOI={10.3384/ecp17132363},
booktitle={Proceedings of the 12th International Modelica Conference, Prague,
Czech Republic, May 15-17, 2017}, publisher={Linköping University Electronic Press},
author={Braun, Willi and Kulshreshtha, Kshitij and Franke, Rüdiger and Walther,
Andrea and Bachmann, Bernhard}, year={2017}, pages={363–366}, collection={Linköping
Electronic Conference Proceedings} }'
chicago: Braun, Willi, Kshitij Kulshreshtha, Rüdiger Franke, Andrea Walther, and
Bernhard Bachmann. “Towards Adjoint and Directional Derivatives in FMI Utilizing
ADOL-C within OpenModelica.” In Proceedings of the 12th International Modelica
Conference, Prague, Czech Republic, May 15-17, 2017, 132:363–66. Linköping
Electronic Conference Proceedings. Linköping University Electronic Press, 2017.
https://doi.org/10.3384/ecp17132363.
ieee: W. Braun, K. Kulshreshtha, R. Franke, A. Walther, and B. Bachmann, “Towards
Adjoint and Directional Derivatives in FMI utilizing ADOL-C within OpenModelica,”
in Proceedings of the 12th International Modelica Conference, Prague, Czech
Republic, May 15-17, 2017, Prague, 2017, vol. 132, pp. 363–366.
mla: Braun, Willi, et al. “Towards Adjoint and Directional Derivatives in FMI Utilizing
ADOL-C within OpenModelica.” Proceedings of the 12th International Modelica
Conference, Prague, Czech Republic, May 15-17, 2017, vol. 132, Linköping University
Electronic Press, 2017, pp. 363–66, doi:10.3384/ecp17132363.
short: 'W. Braun, K. Kulshreshtha, R. Franke, A. Walther, B. Bachmann, in: Proceedings
of the 12th International Modelica Conference, Prague, Czech Republic, May 15-17,
2017, Linköping University Electronic Press, 2017, pp. 363–366.'
conference:
end_date: 2017-05-17
location: Prague
name: The 12th International Modelica Conference, Prague, Czech Republic, May 15-17,
2017
start_date: 2017-05-15
date_created: 2021-11-09T14:54:12Z
date_updated: 2026-03-17T15:28:22Z
doi: 10.3384/ecp17132363
intvolume: ' 132'
language:
- iso: eng
main_file_link:
- open_access: '1'
url: https://2017.international.conference.modelica.org/proceedings/html/submissions/ecp17132363_BraunKulshreshthaFrankeBachmannWalther.pdf
oa: '1'
page: 363-366
publication: Proceedings of the 12th International Modelica Conference, Prague, Czech
Republic, May 15-17, 2017
publication_identifier:
eissn:
- 1650-3740
isbn:
- '9789176855751'
issn:
- 1650-3686
publication_status: published
publisher: Linköping University Electronic Press
series_title: Linköping Electronic Conference Proceedings
status: public
title: Towards Adjoint and Directional Derivatives in FMI utilizing ADOL-C within
OpenModelica
type: conference
user_id: '43795'
volume: 132
year: '2017'
...