---
_id: '6536'
author:
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0000-0918-8028/work/204653178
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Thomas
  full_name: Reisinger, Thomas
  last_name: Reisinger
- first_name: Stefan
  full_name: Wilker, Stefan
  last_name: Wilker
- first_name: Wenyan
  full_name: Ye, Wenyan
  last_name: Ye
- first_name: Ping
  full_name: Zhang, Ping
  last_name: Zhang
- first_name: Stephan
  full_name: Röhrenbeck, Stephan
  last_name: Röhrenbeck
- first_name: 'Stefan '
  full_name: 'Übermasser, Stefan '
  last_name: Übermasser
citation:
  alphadin: '<span style="font-variant:small-caps;"><span style="font-variant:small-caps;">Quakernack,
    Lars</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span> ; <span
    style="font-variant:small-caps;">Kelker, Michael</span> ; <span style="font-variant:small-caps;">Reisinger,
    Thomas</span> ; <span style="font-variant:small-caps;">Wilker, Stefan</span> ;
    <span style="font-variant:small-caps;">Ye, Wenyan</span> ; <span style="font-variant:small-caps;">Zhang,
    Ping</span> ; <span style="font-variant:small-caps;">Röhrenbeck, Stephan</span>
    ; u. a.</span>: Autonome KI für Zellulare Energiesysteme mit zunehmender Flexibilität
    durch Sektorenkopplung und verteilte Speicher. In: <span style="font-variant:small-caps;">TU
    Graz</span> (Hrsg.): . Graz, 2024'
  ama: 'Quakernack L, Haubrock J, Kelker M, et al. Autonome KI für Zellulare Energiesysteme
    mit zunehmender Flexibilität durch Sektorenkopplung und verteilte Speicher. In:
    TU Graz, ed. Graz; 2024.'
  apa: Quakernack, L., Haubrock, J., Kelker, M., Reisinger, T., Wilker, S., Ye, W.,
    … Übermasser, S. (2024). Autonome KI für Zellulare Energiesysteme mit zunehmender
    Flexibilität durch Sektorenkopplung und verteilte Speicher. In TU Graz (Ed.).
    Presented at the 18. Symposium Energieinnovation, EnInnov, Graz.
  bibtex: '@inproceedings{Quakernack_Haubrock_Kelker_Reisinger_Wilker_Ye_Zhang_Röhrenbeck_Übermasser_2024,
    place={Graz}, title={Autonome KI für Zellulare Energiesysteme mit zunehmender
    Flexibilität durch Sektorenkopplung und verteilte Speicher}, author={Quakernack,
    Lars and Haubrock, Jens and Kelker, Michael and Reisinger, Thomas and Wilker,
    Stefan and Ye, Wenyan and Zhang, Ping and Röhrenbeck, Stephan and Übermasser,
    Stefan }, editor={TU GrazEditor}, year={2024} }'
  chicago: Quakernack, Lars, Jens Haubrock, Michael Kelker, Thomas Reisinger, Stefan
    Wilker, Wenyan Ye, Ping Zhang, Stephan Röhrenbeck, and Stefan  Übermasser. “Autonome
    KI für Zellulare Energiesysteme mit zunehmender Flexibilität durch Sektorenkopplung
    und verteilte Speicher.” edited by TU Graz. Graz, 2024.
  ieee: L. Quakernack <i>et al.</i>, “Autonome KI für Zellulare Energiesysteme mit
    zunehmender Flexibilität durch Sektorenkopplung und verteilte Speicher,” presented
    at the 18. Symposium Energieinnovation, EnInnov, Graz, 2024.
  mla: Quakernack, Lars, et al. <i>Autonome KI für Zellulare Energiesysteme mit zunehmender
    Flexibilität durch Sektorenkopplung und verteilte Speicher</i>. Edited by TU Graz,
    2024.
  short: 'L. Quakernack, J. Haubrock, M. Kelker, T. Reisinger, S. Wilker, W. Ye, P.
    Zhang, S. Röhrenbeck, S. Übermasser, in: TU Graz (Ed.), Graz, 2024.'
conference:
  location: Graz
  name: 18. Symposium Energieinnovation, EnInnov
corporate_editor:
- TU Graz
date_created: 2026-02-04T09:25:22Z
date_updated: 2026-03-17T15:29:31Z
language:
- iso: ger
place: Graz
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication_status: published
status: public
title: Autonome KI für Zellulare Energiesysteme mit zunehmender Flexibilität durch
  Sektorenkopplung und verteilte Speicher
type: conference
user_id: '263827'
year: '2024'
...
---
_id: '5719'
author:
- first_name: Fynn
  full_name: Liegmann, Fynn
  id: '231492'
  last_name: Liegmann
- first_name: Katrin
  full_name: Schulte, Katrin
  id: '221177'
  last_name: Schulte
- first_name: Felix
  full_name: Annen, Felix
  id: '214714'
  last_name: Annen
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Svenja
  full_name: Joseph, Svenja
  last_name: Joseph
- first_name: Sebastian
  full_name: Raczka, Sebastian
  last_name: Raczka
- first_name: Christian
  full_name: Rehtanz, Christian
  last_name: Rehtanz
citation:
  alphadin: '<span style="font-variant:small-caps;">Liegmann, Fynn</span> ; <span
    style="font-variant:small-caps;">Schulte, Katrin</span> ; <span style="font-variant:small-caps;">Annen,
    Felix</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span> ;
    <span style="font-variant:small-caps;">Kelker, Michael</span> ; <span style="font-variant:small-caps;">Joseph,
    Svenja</span> ; <span style="font-variant:small-caps;">Raczka, Sebastian</span>
    ; <span style="font-variant:small-caps;">Rehtanz, Christian</span>: Concept of
    a test bench for research into automatic resupply to improve the resilience of
    critical infrastructure. In: <span style="font-variant:small-caps;">Institute
    of Electrical and Electronics Engineers (IEEE)</span> (Hrsg.): <i>2024 IEEE PES
    Innovative Smart Grid Technologies Europe (ISGT EUROPE)</i> : IEEE, 2024, S. 1–5'
  ama: 'Liegmann F, Schulte K, Annen F, et al. Concept of a test bench for research
    into automatic resupply to improve the resilience of critical infrastructure.
    In: Institute of Electrical and Electronics Engineers (IEEE), ed. <i>2024 IEEE
    PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)</i>. IEEE; 2024:1-5.
    doi:<a href="https://doi.org/10.1109/ISGTEUROPE62998.2024.10863253">10.1109/ISGTEUROPE62998.2024.10863253</a>'
  apa: 'Liegmann, F., Schulte, K., Annen, F., Haubrock, J., Kelker, M., Joseph, S.,
    … Rehtanz, C. (2024). Concept of a test bench for research into automatic resupply
    to improve the resilience of critical infrastructure. In Institute of Electrical
    and Electronics Engineers (IEEE) (Ed.), <i>2024 IEEE PES Innovative Smart Grid
    Technologies Europe (ISGT EUROPE)</i> (pp. 1–5). Dubrovnik, Croatia: IEEE. <a
    href="https://doi.org/10.1109/ISGTEUROPE62998.2024.10863253">https://doi.org/10.1109/ISGTEUROPE62998.2024.10863253</a>'
  bibtex: '@inproceedings{Liegmann_Schulte_Annen_Haubrock_Kelker_Joseph_Raczka_Rehtanz_2024,
    title={Concept of a test bench for research into automatic resupply to improve
    the resilience of critical infrastructure}, DOI={<a href="https://doi.org/10.1109/ISGTEUROPE62998.2024.10863253">10.1109/ISGTEUROPE62998.2024.10863253</a>},
    booktitle={2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)},
    publisher={IEEE}, author={Liegmann, Fynn and Schulte, Katrin and Annen, Felix
    and Haubrock, Jens and Kelker, Michael and Joseph, Svenja and Raczka, Sebastian
    and Rehtanz, Christian}, editor={Institute of Electrical and Electronics Engineers
    (IEEE)Editor}, year={2024}, pages={1–5} }'
  chicago: Liegmann, Fynn, Katrin Schulte, Felix Annen, Jens Haubrock, Michael Kelker,
    Svenja Joseph, Sebastian Raczka, and Christian Rehtanz. “Concept of a Test Bench
    for Research into Automatic Resupply to Improve the Resilience of Critical Infrastructure.”
    In <i>2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)</i>,
    edited by Institute of Electrical and Electronics Engineers (IEEE), 1–5. IEEE,
    2024. <a href="https://doi.org/10.1109/ISGTEUROPE62998.2024.10863253">https://doi.org/10.1109/ISGTEUROPE62998.2024.10863253</a>.
  ieee: F. Liegmann <i>et al.</i>, “Concept of a test bench for research into automatic
    resupply to improve the resilience of critical infrastructure,” in <i>2024 IEEE
    PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)</i>, Dubrovnik, Croatia,
    2024, pp. 1–5.
  mla: Liegmann, Fynn, et al. “Concept of a Test Bench for Research into Automatic
    Resupply to Improve the Resilience of Critical Infrastructure.” <i>2024 IEEE PES
    Innovative Smart Grid Technologies Europe (ISGT EUROPE)</i>, edited by Institute
    of Electrical and Electronics Engineers (IEEE), IEEE, 2024, pp. 1–5, doi:<a href="https://doi.org/10.1109/ISGTEUROPE62998.2024.10863253">10.1109/ISGTEUROPE62998.2024.10863253</a>.
  short: 'F. Liegmann, K. Schulte, F. Annen, J. Haubrock, M. Kelker, S. Joseph, S.
    Raczka, C. Rehtanz, in: Institute of Electrical and Electronics Engineers (IEEE)
    (Ed.), 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE),
    IEEE, 2024, pp. 1–5.'
conference:
  end_date: 2024-10-17
  location: Dubrovnik, Croatia
  name: 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)
  start_date: 2024-10-14
corporate_editor:
- Institute of Electrical and Electronics Engineers (IEEE)
date_created: 2025-02-21T09:14:18Z
date_updated: 2026-03-17T15:29:21Z
doi: 10.1109/ISGTEUROPE62998.2024.10863253
language:
- iso: eng
page: 1-5
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)
publication_identifier:
  eisbn:
  - 979-8-3503-9042-1
publication_status: published
publisher: IEEE
status: public
title: Concept of a test bench for research into automatic resupply to improve the
  resilience of critical infrastructure
type: conference
user_id: '220548'
year: '2024'
...
---
_id: '3363'
author:
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
citation:
  alphadin: '<span style="font-variant:small-caps;">Kelker, Michael</span>: <i>Optimierte
    Ladung von Elektrofahrzeugen als Markow Entscheidungsprozess mittels maschineller
    Lernalgorithmen</i> : Universitätsverlag Ilmenau, 2023'
  ama: Kelker M. <i>Optimierte Ladung von Elektrofahrzeugen Als Markow Entscheidungsprozess
    Mittels Maschineller Lernalgorithmen</i>. Universitätsverlag Ilmenau; 2023. doi:<a
    href="https://doi.org/10.22032/DBT.55670">10.22032/DBT.55670</a>
  apa: Kelker, M. (2023). <i>Optimierte Ladung von Elektrofahrzeugen als Markow Entscheidungsprozess
    mittels maschineller Lernalgorithmen</i>. Universitätsverlag Ilmenau. <a href="https://doi.org/10.22032/DBT.55670">https://doi.org/10.22032/DBT.55670</a>
  bibtex: '@book{Kelker_2023, title={Optimierte Ladung von Elektrofahrzeugen als Markow
    Entscheidungsprozess mittels maschineller Lernalgorithmen}, DOI={<a href="https://doi.org/10.22032/DBT.55670">10.22032/DBT.55670</a>},
    publisher={Universitätsverlag Ilmenau}, author={Kelker, Michael}, year={2023}
    }'
  chicago: Kelker, Michael. <i>Optimierte Ladung von Elektrofahrzeugen Als Markow
    Entscheidungsprozess Mittels Maschineller Lernalgorithmen</i>. Universitätsverlag
    Ilmenau, 2023. <a href="https://doi.org/10.22032/DBT.55670">https://doi.org/10.22032/DBT.55670</a>.
  ieee: M. Kelker, <i>Optimierte Ladung von Elektrofahrzeugen als Markow Entscheidungsprozess
    mittels maschineller Lernalgorithmen</i>. Universitätsverlag Ilmenau, 2023.
  mla: Kelker, Michael. <i>Optimierte Ladung von Elektrofahrzeugen Als Markow Entscheidungsprozess
    Mittels Maschineller Lernalgorithmen</i>. Universitätsverlag Ilmenau, 2023, doi:<a
    href="https://doi.org/10.22032/DBT.55670">10.22032/DBT.55670</a>.
  short: M. Kelker, Optimierte Ladung von Elektrofahrzeugen Als Markow Entscheidungsprozess
    Mittels Maschineller Lernalgorithmen, Universitätsverlag Ilmenau, 2023.
date_created: 2023-07-26T08:50:38Z
date_updated: 2026-03-17T15:28:44Z
department:
- _id: '103'
doi: 10.22032/DBT.55670
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://nbn-resolving.org/urn:nbn:de:gbv:ilm1-2022000540
oa: '1'
publication_identifier:
  isbn:
  - 978-3-86360-271-0
publisher: Universitätsverlag Ilmenau
status: public
title: Optimierte Ladung von Elektrofahrzeugen als Markow Entscheidungsprozess mittels
  maschineller Lernalgorithmen
type: dissertation
user_id: '231260'
year: '2023'
...
---
_id: '3096'
author:
- first_name: Bastian
  full_name: Steinhagen, Bastian
  last_name: Steinhagen
- first_name: Timon
  full_name: Jungh, Timon
  last_name: Jungh
- first_name: Marc
  full_name: Hesse, Marc
  last_name: Hesse
- first_name: Ulrich
  full_name: Rückert, Ulrich
  last_name: Rückert
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Steinhagen, Bastian</span> ; <span
    style="font-variant:small-caps;">Jungh, Timon</span> ; <span style="font-variant:small-caps;">Hesse,
    Marc</span> ; <span style="font-variant:small-caps;">Rückert, Ulrich</span> ;
    <span style="font-variant:small-caps;">Quakernack, Lars</span> ; <span style="font-variant:small-caps;">Kelker,
    Michael</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:
    Evaluation of the Usage of Edge Computing and LoRa for the Control of Electric
    Vehicle Charging in the Low Voltage Grid. In: <i>2023 IEEE PES Conference on Innovative
    Smart Grid Technologies - Middle East (ISGT Middle East)</i> : IEEE, 2023, S. 1–5'
  ama: 'Steinhagen B, Jungh T, Hesse M, et al. Evaluation of the Usage of Edge Computing
    and LoRa for the Control of Electric Vehicle Charging in the Low Voltage Grid.
    In: <i>2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle
    East (ISGT Middle East)</i>. IEEE; 2023:1-5. doi:<a href="https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593">10.1109/ISGTMiddleEast56437.2023.10078593</a>'
  apa: 'Steinhagen, B., Jungh, T., Hesse, M., Rückert, U., Quakernack, L., Kelker,
    M., &#38; Haubrock, J. (2023). Evaluation of the Usage of Edge Computing and LoRa
    for the Control of Electric Vehicle Charging in the Low Voltage Grid. In <i>2023
    IEEE PES Conference on Innovative Smart Grid Technologies - Middle East (ISGT
    Middle East)</i> (pp. 1–5). Abu Dhabi, United Arab Emirates: IEEE. <a href="https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593">https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593</a>'
  bibtex: '@inproceedings{Steinhagen_Jungh_Hesse_Rückert_Quakernack_Kelker_Haubrock_2023,
    title={Evaluation of the Usage of Edge Computing and LoRa for the Control of Electric
    Vehicle Charging in the Low Voltage Grid}, DOI={<a href="https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593">10.1109/ISGTMiddleEast56437.2023.10078593</a>},
    booktitle={2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle
    East (ISGT Middle East)}, publisher={IEEE}, author={Steinhagen, Bastian and Jungh,
    Timon and Hesse, Marc and Rückert, Ulrich and Quakernack, Lars and Kelker, Michael
    and Haubrock, Jens}, year={2023}, pages={1–5} }'
  chicago: Steinhagen, Bastian, Timon Jungh, Marc Hesse, Ulrich Rückert, Lars Quakernack,
    Michael Kelker, and Jens Haubrock. “Evaluation of the Usage of Edge Computing
    and LoRa for the Control of Electric Vehicle Charging in the Low Voltage Grid.”
    In <i>2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle
    East (ISGT Middle East)</i>, 1–5. IEEE, 2023. <a href="https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593">https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593</a>.
  ieee: B. Steinhagen <i>et al.</i>, “Evaluation of the Usage of Edge Computing and
    LoRa for the Control of Electric Vehicle Charging in the Low Voltage Grid,” in
    <i>2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East
    (ISGT Middle East)</i>, Abu Dhabi, United Arab Emirates, 2023, pp. 1–5.
  mla: Steinhagen, Bastian, et al. “Evaluation of the Usage of Edge Computing and
    LoRa for the Control of Electric Vehicle Charging in the Low Voltage Grid.” <i>2023
    IEEE PES Conference on Innovative Smart Grid Technologies - Middle East (ISGT
    Middle East)</i>, IEEE, 2023, pp. 1–5, doi:<a href="https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593">10.1109/ISGTMiddleEast56437.2023.10078593</a>.
  short: 'B. Steinhagen, T. Jungh, M. Hesse, U. Rückert, L. Quakernack, M. Kelker,
    J. Haubrock, in: 2023 IEEE PES Conference on Innovative Smart Grid Technologies
    - Middle East (ISGT Middle East), IEEE, 2023, pp. 1–5.'
conference:
  location: Abu Dhabi, United Arab Emirates
  name: 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East
    (ISGT Middle East)
date_created: 2023-05-31T08:04:09Z
date_updated: 2026-03-17T15:28:41Z
doi: 10.1109/ISGTMiddleEast56437.2023.10078593
language:
- iso: eng
page: 1-5
publication: 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle
  East (ISGT Middle East)
publication_identifier:
  eisbn:
  - 978-1-6654-6543-4
publication_status: published
publisher: IEEE
status: public
title: Evaluation of the Usage of Edge Computing and LoRa for the Control of Electric
  Vehicle Charging in the Low Voltage Grid
type: conference
user_id: '214714'
year: '2023'
...
---
_id: '3097'
author:
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Ulrich
  full_name: Rückert, Ulrich
  last_name: Rückert
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Quakernack, Lars</span> ; <span
    style="font-variant:small-caps;">Kelker, Michael</span> ; <span style="font-variant:small-caps;">Rückert,
    Ulrich</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:
    Deep Reinforcement Learning als Methode zur autonomen Steuerung von Niederspannungsnetzen
    mit Fokus auf die Netzstabilität. In: , 2022'
  ama: 'Quakernack L, Kelker M, Rückert U, Haubrock J. Deep Reinforcement Learning
    als Methode zur autonomen Steuerung von Niederspannungsnetzen mit Fokus auf die
    Netzstabilität. In: ; 2022.'
  apa: Quakernack, L., Kelker, M., Rückert, U., &#38; Haubrock, J. (2022). Deep Reinforcement
    Learning als Methode zur autonomen Steuerung von Niederspannungsnetzen mit Fokus
    auf die Netzstabilität. Presented at the 17. Symposium Energieinnovation, Graz.
  bibtex: '@inproceedings{Quakernack_Kelker_Rückert_Haubrock_2022, title={Deep Reinforcement
    Learning als Methode zur autonomen Steuerung von Niederspannungsnetzen mit Fokus
    auf die Netzstabilität}, author={Quakernack, Lars and Kelker, Michael and Rückert,
    Ulrich and Haubrock, Jens}, year={2022} }'
  chicago: Quakernack, Lars, Michael Kelker, Ulrich Rückert, and Jens Haubrock. “Deep
    Reinforcement Learning Als Methode Zur Autonomen Steuerung von Niederspannungsnetzen
    Mit Fokus Auf Die Netzstabilität,” 2022.
  ieee: L. Quakernack, M. Kelker, U. Rückert, and J. Haubrock, “Deep Reinforcement
    Learning als Methode zur autonomen Steuerung von Niederspannungsnetzen mit Fokus
    auf die Netzstabilität,” presented at the 17. Symposium Energieinnovation, Graz,
    2022.
  mla: Quakernack, Lars, et al. <i>Deep Reinforcement Learning Als Methode Zur Autonomen
    Steuerung von Niederspannungsnetzen Mit Fokus Auf Die Netzstabilität</i>. 2022.
  short: 'L. Quakernack, M. Kelker, U. Rückert, J. Haubrock, in: 2022.'
conference:
  end_date: 2022-02-18
  location: Graz
  name: 17. Symposium Energieinnovation
  start_date: 2022-02-16
date_created: 2023-05-31T08:09:33Z
date_updated: 2026-03-17T15:28:41Z
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.tugraz.at/fileadmin/user_upload/tugrazExternal/738639ca-39a0-4129-b0f0-38b384c12b57/files/pr/Session_C3/334_PR_Quakernack.pdf
oa: '1'
status: public
title: Deep Reinforcement Learning als Methode zur autonomen Steuerung von Niederspannungsnetzen
  mit Fokus auf die Netzstabilität
type: conference
user_id: '216459'
year: '2022'
...
---
_id: '3099'
author:
- first_name: Melina
  full_name: Gurcke, Melina
  id: '228224'
  last_name: Gurcke
- first_name: Kevin
  full_name: Timpe, Kevin
  last_name: Timpe
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Gurcke, Melina</span> ; <span
    style="font-variant:small-caps;">Timpe, Kevin</span> ; <span style="font-variant:small-caps;">Kelker,
    Michael</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:  Adaption
    und Validierung einer Low Cost µPMU zur Netzüberwachung im Niederspannungsnetz.
    In: , 2022'
  ama: 'Gurcke M, Timpe K, Kelker M, Haubrock J.  Adaption und Validierung einer Low
    Cost µPMU zur Netzüberwachung im Niederspannungsnetz. In: ; 2022.'
  apa: Gurcke, M., Timpe, K., Kelker, M., &#38; Haubrock, J. (2022).  Adaption und
    Validierung einer Low Cost µPMU zur Netzüberwachung im Niederspannungsnetz. Presented
    at the 17 . Symposium Energieinnovation, Graz.
  bibtex: '@inproceedings{Gurcke_Timpe_Kelker_Haubrock_2022, title={ Adaption und
    Validierung einer Low Cost µPMU zur Netzüberwachung im Niederspannungsnetz}, author={Gurcke,
    Melina and Timpe, Kevin and Kelker, Michael and Haubrock, Jens}, year={2022} }'
  chicago: Gurcke, Melina, Kevin Timpe, Michael Kelker, and Jens Haubrock. “ Adaption
    Und Validierung Einer Low Cost ΜPMU Zur Netzüberwachung Im Niederspannungsnetz,”
    2022.
  ieee: M. Gurcke, K. Timpe, M. Kelker, and J. Haubrock, “ Adaption und Validierung
    einer Low Cost µPMU zur Netzüberwachung im Niederspannungsnetz,” presented at
    the 17 . Symposium Energieinnovation, Graz, 2022.
  mla: Gurcke, Melina, et al. <i> Adaption Und Validierung Einer Low Cost ΜPMU Zur
    Netzüberwachung Im Niederspannungsnetz</i>. 2022.
  short: 'M. Gurcke, K. Timpe, M. Kelker, J. Haubrock, in: 2022.'
conference:
  end_date: 2022-08-18
  location: Graz
  name: 17 . Symposium Energieinnovation
  start_date: 2022-08-16
date_created: 2023-05-31T08:27:52Z
date_updated: 2026-03-17T15:28:41Z
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.tugraz.at/fileadmin/user_upload/tugrazExternal/738639ca-39a0-4129-b0f0-38b384c12b57/files/lf/Session_C3/332_LF_Gurcke.pdf
oa: '1'
status: public
title: ' Adaption und Validierung einer Low Cost µPMU zur Netzüberwachung im Niederspannungsnetz'
type: conference
user_id: '216459'
year: '2022'
...
---
_id: '3100'
author:
- first_name: Fynn
  full_name: Liegmann, Fynn
  id: '231492'
  last_name: Liegmann
- first_name: Melina
  full_name: Gurcke, Melina
  id: '228224'
  last_name: Gurcke
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Liegmann, Fynn</span> ; <span
    style="font-variant:small-caps;">Gurcke, Melina</span> ; <span style="font-variant:small-caps;">Kelker,
    Michael</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:
    Entwicklung einer Virtual Reality Netzleitwarte. In: , 2022'
  ama: 'Liegmann F, Gurcke M, Kelker M, Haubrock J. Entwicklung einer Virtual Reality
    Netzleitwarte. In: ; 2022.'
  apa: Liegmann, F., Gurcke, M., Kelker, M., &#38; Haubrock, J. (2022). Entwicklung
    einer Virtual Reality Netzleitwarte. Presented at the 17. Symposium Energieinnovation,
    Graz.
  bibtex: '@inproceedings{Liegmann_Gurcke_Kelker_Haubrock_2022, title={Entwicklung
    einer Virtual Reality Netzleitwarte}, author={Liegmann, Fynn and Gurcke, Melina
    and Kelker, Michael and Haubrock, Jens}, year={2022} }'
  chicago: Liegmann, Fynn, Melina Gurcke, Michael Kelker, and Jens Haubrock. “Entwicklung
    Einer Virtual Reality Netzleitwarte,” 2022.
  ieee: F. Liegmann, M. Gurcke, M. Kelker, and J. Haubrock, “Entwicklung einer Virtual
    Reality Netzleitwarte,” presented at the 17. Symposium Energieinnovation, Graz,
    2022.
  mla: Liegmann, Fynn, et al. <i>Entwicklung Einer Virtual Reality Netzleitwarte</i>.
    2022.
  short: 'F. Liegmann, M. Gurcke, M. Kelker, J. Haubrock, in: 2022.'
conference:
  end_date: 2022-08-18
  location: Graz
  name: 17. Symposium Energieinnovation
  start_date: 2022-08-16
date_created: 2023-05-31T08:36:47Z
date_updated: 2026-03-17T15:28:41Z
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.tugraz.at/fileadmin/user_upload/tugrazExternal/738639ca-39a0-4129-b0f0-38b384c12b57/files/lf/Session_B4/241_LF_Liegmann.pdf
oa: '1'
status: public
title: Entwicklung einer Virtual Reality Netzleitwarte
type: conference
user_id: '216459'
year: '2022'
...
---
_id: '3111'
author:
- first_name: Fynn
  full_name: Liegmann, Fynn
  id: '231492'
  last_name: Liegmann
- first_name: Leonard
  full_name: Schorge, Leonard
  last_name: Schorge
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Liegmann, Fynn</span> ; <span
    style="font-variant:small-caps;">Schorge, Leonard</span> ; <span style="font-variant:small-caps;">Kelker,
    Michael</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:
    Virtual reality grid control station for learning the operational management of
    real electrical grids on emergency situation. In: <i>2022 IEEE German Education
    Conference (GeCon)</i> : IEEE, 2022, S. 1–6'
  ama: 'Liegmann F, Schorge L, Kelker M, Haubrock J. Virtual reality grid control
    station for learning the operational management of real electrical grids on emergency
    situation. In: <i>2022 IEEE German Education Conference (GeCon)</i>. IEEE; 2022:1-6.
    doi:<a href="https://doi.org/10.1109/GeCon55699.2022.9942753">10.1109/GeCon55699.2022.9942753</a>'
  apa: 'Liegmann, F., Schorge, L., Kelker, M., &#38; Haubrock, J. (2022). Virtual
    reality grid control station for learning the operational management of real electrical
    grids on emergency situation. In <i>2022 IEEE German Education Conference (GeCon)</i>
    (pp. 1–6). Berlin, Germany: IEEE. <a href="https://doi.org/10.1109/GeCon55699.2022.9942753">https://doi.org/10.1109/GeCon55699.2022.9942753</a>'
  bibtex: '@inproceedings{Liegmann_Schorge_Kelker_Haubrock_2022, title={Virtual reality
    grid control station for learning the operational management of real electrical
    grids on emergency situation}, DOI={<a href="https://doi.org/10.1109/GeCon55699.2022.9942753">10.1109/GeCon55699.2022.9942753</a>},
    booktitle={2022 IEEE German Education Conference (GeCon)}, publisher={IEEE}, author={Liegmann,
    Fynn and Schorge, Leonard and Kelker, Michael and Haubrock, Jens}, year={2022},
    pages={1–6} }'
  chicago: Liegmann, Fynn, Leonard Schorge, Michael Kelker, and Jens Haubrock. “Virtual
    Reality Grid Control Station for Learning the Operational Management of Real Electrical
    Grids on Emergency Situation.” In <i>2022 IEEE German Education Conference (GeCon)</i>,
    1–6. IEEE, 2022. <a href="https://doi.org/10.1109/GeCon55699.2022.9942753">https://doi.org/10.1109/GeCon55699.2022.9942753</a>.
  ieee: F. Liegmann, L. Schorge, M. Kelker, and J. Haubrock, “Virtual reality grid
    control station for learning the operational management of real electrical grids
    on emergency situation,” in <i>2022 IEEE German Education Conference (GeCon)</i>,
    Berlin, Germany, 2022, pp. 1–6.
  mla: Liegmann, Fynn, et al. “Virtual Reality Grid Control Station for Learning the
    Operational Management of Real Electrical Grids on Emergency Situation.” <i>2022
    IEEE German Education Conference (GeCon)</i>, IEEE, 2022, pp. 1–6, doi:<a href="https://doi.org/10.1109/GeCon55699.2022.9942753">10.1109/GeCon55699.2022.9942753</a>.
  short: 'F. Liegmann, L. Schorge, M. Kelker, J. Haubrock, in: 2022 IEEE German Education
    Conference (GeCon), IEEE, 2022, pp. 1–6.'
conference:
  end_date: 2022-08-12
  location: Berlin, Germany
  name: 2022 IEEE German Education Conference (GeCon)
  start_date: 2022-08-11
date_created: 2023-05-31T09:25:06Z
date_updated: 2026-03-17T15:28:41Z
doi: 10.1109/GeCon55699.2022.9942753
language:
- iso: eng
page: 1-6
publication: 2022 IEEE German Education Conference (GeCon)
publication_identifier:
  eisbn:
  - 978-1-6654-5170-3
publication_status: published
publisher: IEEE
status: public
title: Virtual reality grid control station for learning the operational management
  of real electrical grids on emergency situation
type: conference
user_id: '216459'
year: '2022'
...
---
_id: '3112'
author:
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
- first_name: Dirk
  full_name: Westermann, Dirk
  last_name: Westermann
citation:
  alphadin: '<span style="font-variant:small-caps;">Kelker, Michael</span> ; <span
    style="font-variant:small-caps;">Quakernack, Lars</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span> ; <span style="font-variant:small-caps;">Westermann, Dirk</span>:
    Multi agent double deep Q-network with multiple reward functions for electric
    vehicle charge control. In: <i>2022 IEEE Power &#38; Energy Society General Meeting
    (PESGM)</i> : IEEE, 2022, S. 01–05'
  ama: 'Kelker M, Quakernack L, Haubrock J, Westermann D. Multi agent double deep
    Q-network with multiple reward functions for electric vehicle charge control.
    In: <i>2022 IEEE Power &#38; Energy Society General Meeting (PESGM)</i>. IEEE;
    2022:01-05. doi:<a href="https://doi.org/10.1109/PESGM48719.2022.9917038">10.1109/PESGM48719.2022.9917038</a>'
  apa: 'Kelker, M., Quakernack, L., Haubrock, J., &#38; Westermann, D. (2022). Multi
    agent double deep Q-network with multiple reward functions for electric vehicle
    charge control. In <i>2022 IEEE Power &#38; Energy Society General Meeting (PESGM)</i>
    (pp. 01–05). Denver, CO, USA: IEEE. <a href="https://doi.org/10.1109/PESGM48719.2022.9917038">https://doi.org/10.1109/PESGM48719.2022.9917038</a>'
  bibtex: '@inproceedings{Kelker_Quakernack_Haubrock_Westermann_2022, title={Multi
    agent double deep Q-network with multiple reward functions for electric vehicle
    charge control}, DOI={<a href="https://doi.org/10.1109/PESGM48719.2022.9917038">10.1109/PESGM48719.2022.9917038</a>},
    booktitle={2022 IEEE Power &#38; Energy Society General Meeting (PESGM)}, publisher={IEEE},
    author={Kelker, Michael and Quakernack, Lars and Haubrock, Jens and Westermann,
    Dirk}, year={2022}, pages={01–05} }'
  chicago: Kelker, Michael, Lars Quakernack, Jens Haubrock, and Dirk Westermann. “Multi
    Agent Double Deep Q-Network with Multiple Reward Functions for Electric Vehicle
    Charge Control.” In <i>2022 IEEE Power &#38; Energy Society General Meeting (PESGM)</i>,
    01–05. IEEE, 2022. <a href="https://doi.org/10.1109/PESGM48719.2022.9917038">https://doi.org/10.1109/PESGM48719.2022.9917038</a>.
  ieee: M. Kelker, L. Quakernack, J. Haubrock, and D. Westermann, “Multi agent double
    deep Q-network with multiple reward functions for electric vehicle charge control,”
    in <i>2022 IEEE Power &#38; Energy Society General Meeting (PESGM)</i>, Denver,
    CO, USA, 2022, pp. 01–05.
  mla: Kelker, Michael, et al. “Multi Agent Double Deep Q-Network with Multiple Reward
    Functions for Electric Vehicle Charge Control.” <i>2022 IEEE Power &#38; Energy
    Society General Meeting (PESGM)</i>, IEEE, 2022, pp. 01–05, doi:<a href="https://doi.org/10.1109/PESGM48719.2022.9917038">10.1109/PESGM48719.2022.9917038</a>.
  short: 'M. Kelker, L. Quakernack, J. Haubrock, D. Westermann, in: 2022 IEEE Power
    &#38; Energy Society General Meeting (PESGM), IEEE, 2022, pp. 01–05.'
conference:
  end_date: 2022-07-21
  location: Denver, CO, USA
  name: 2022 IEEE Power & Energy Society General Meeting (PESGM)
  start_date: 2022-07-17
date_created: 2023-05-31T09:29:44Z
date_updated: 2026-03-17T15:28:41Z
doi: 10.1109/PESGM48719.2022.9917038
language:
- iso: eng
page: 01-05
publication: 2022 IEEE Power & Energy Society General Meeting (PESGM)
publication_identifier:
  eisbn:
  - 978-1-6654-0823-3
publication_status: published
publisher: IEEE
status: public
title: Multi agent double deep Q-network with multiple reward functions for electric
  vehicle charge control
type: conference
user_id: '216459'
year: '2022'
...
---
_id: '3113'
author:
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Quakernack, Lars</span> ; <span
    style="font-variant:small-caps;">Kelker, Michael</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: Deep Reinforcement Learning For Autonomous Control Of Low Voltage
    Grids With Focus On Grid Stability In Future Power Grids. In: <i>2022 IEEE PES
    Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)</i> : IEEE,
    2022, S. 1–5'
  ama: 'Quakernack L, Kelker M, Haubrock J. Deep Reinforcement Learning For Autonomous
    Control Of Low Voltage Grids With Focus On Grid Stability In Future Power Grids.
    In: <i>2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)</i>.
    IEEE; 2022:1-5. doi:<a href="https://doi.org/10.1109/ISGT-Europe54678.2022.9960416">10.1109/ISGT-Europe54678.2022.9960416</a>'
  apa: 'Quakernack, L., Kelker, M., &#38; Haubrock, J. (2022). Deep Reinforcement
    Learning For Autonomous Control Of Low Voltage Grids With Focus On Grid Stability
    In Future Power Grids. In <i>2022 IEEE PES Innovative Smart Grid Technologies
    Conference Europe (ISGT-Europe)</i> (pp. 1–5). Novi Sad, Serbia: IEEE. <a href="https://doi.org/10.1109/ISGT-Europe54678.2022.9960416">https://doi.org/10.1109/ISGT-Europe54678.2022.9960416</a>'
  bibtex: '@inproceedings{Quakernack_Kelker_Haubrock_2022, title={Deep Reinforcement
    Learning For Autonomous Control Of Low Voltage Grids With Focus On Grid Stability
    In Future Power Grids}, DOI={<a href="https://doi.org/10.1109/ISGT-Europe54678.2022.9960416">10.1109/ISGT-Europe54678.2022.9960416</a>},
    booktitle={2022 IEEE PES Innovative Smart Grid Technologies Conference Europe
    (ISGT-Europe)}, publisher={IEEE}, author={Quakernack, Lars and Kelker, Michael
    and Haubrock, Jens}, year={2022}, pages={1–5} }'
  chicago: Quakernack, Lars, Michael Kelker, and Jens Haubrock. “Deep Reinforcement
    Learning For Autonomous Control Of Low Voltage Grids With Focus On Grid Stability
    In Future Power Grids.” In <i>2022 IEEE PES Innovative Smart Grid Technologies
    Conference Europe (ISGT-Europe)</i>, 1–5. IEEE, 2022. <a href="https://doi.org/10.1109/ISGT-Europe54678.2022.9960416">https://doi.org/10.1109/ISGT-Europe54678.2022.9960416</a>.
  ieee: L. Quakernack, M. Kelker, and J. Haubrock, “Deep Reinforcement Learning For
    Autonomous Control Of Low Voltage Grids With Focus On Grid Stability In Future
    Power Grids,” in <i>2022 IEEE PES Innovative Smart Grid Technologies Conference
    Europe (ISGT-Europe)</i>, Novi Sad, Serbia, 2022, pp. 1–5.
  mla: Quakernack, Lars, et al. “Deep Reinforcement Learning For Autonomous Control
    Of Low Voltage Grids With Focus On Grid Stability In Future Power Grids.” <i>2022
    IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)</i>,
    IEEE, 2022, pp. 1–5, doi:<a href="https://doi.org/10.1109/ISGT-Europe54678.2022.9960416">10.1109/ISGT-Europe54678.2022.9960416</a>.
  short: 'L. Quakernack, M. Kelker, J. Haubrock, in: 2022 IEEE PES Innovative Smart
    Grid Technologies Conference Europe (ISGT-Europe), IEEE, 2022, pp. 1–5.'
conference:
  end_date: 2022-10-12
  location: Novi Sad, Serbia
  name: 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)
  start_date: 2022-10-10
date_created: 2023-05-31T09:31:01Z
date_updated: 2026-03-17T15:28:41Z
doi: 10.1109/ISGT-Europe54678.2022.9960416
language:
- iso: eng
page: 1-5
publication: 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe)
publication_identifier:
  eisbn:
  - 978-1-6654-8032-1
publication_status: published
publisher: IEEE
status: public
title: Deep Reinforcement Learning For Autonomous Control Of Low Voltage Grids With
  Focus On Grid Stability In Future Power Grids
type: conference
user_id: '216459'
year: '2022'
...
---
_id: '3361'
author:
- first_name: Fynn
  full_name: Liegmann, Fynn
  id: '231492'
  last_name: Liegmann
- first_name: Alen
  full_name: Murtovi, Alen
  last_name: Murtovi
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Liegmann, Fynn</span> ; <span
    style="font-variant:small-caps;">Murtovi, Alen</span> ; <span style="font-variant:small-caps;">Kelker,
    Michael</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:
    Analysis of user behaviour for modelling an electric vehicle loading profile generator.
    In: , 2021'
  ama: 'Liegmann F, Murtovi A, Kelker M, Haubrock J. Analysis of user behaviour for
    modelling an electric vehicle loading profile generator. In: ; 2021.'
  apa: Liegmann, F., Murtovi, A., Kelker, M., &#38; Haubrock, J. (2021). Analysis
    of user behaviour for modelling an electric vehicle loading profile generator.
    Presented at the PESS 2021; Power and Energy Student Summit.
  bibtex: '@inproceedings{Liegmann_Murtovi_Kelker_Haubrock_2021, title={Analysis of
    user behaviour for modelling an electric vehicle loading profile generator}, author={Liegmann,
    Fynn and Murtovi, Alen and Kelker, Michael and Haubrock, Jens}, year={2021} }'
  chicago: Liegmann, Fynn, Alen Murtovi, Michael Kelker, and Jens Haubrock. “Analysis
    of User Behaviour for Modelling an Electric Vehicle Loading Profile Generator,”
    2021.
  ieee: F. Liegmann, A. Murtovi, M. Kelker, and J. Haubrock, “Analysis of user behaviour
    for modelling an electric vehicle loading profile generator,” presented at the
    PESS 2021; Power and Energy Student Summit, 2021.
  mla: Liegmann, Fynn, et al. <i>Analysis of User Behaviour for Modelling an Electric
    Vehicle Loading Profile Generator</i>. 2021.
  short: 'F. Liegmann, A. Murtovi, M. Kelker, J. Haubrock, in: 2021.'
conference:
  name: PESS 2021; Power and Energy Student Summit
date_created: 2023-07-26T08:45:50Z
date_updated: 2026-03-17T15:28:44Z
language:
- iso: eng
status: public
title: Analysis of user behaviour for modelling an electric vehicle loading profile
  generator
type: conference
user_id: '216066'
year: '2021'
...
---
_id: '3355'
author:
- first_name: Katrin
  full_name: Schulte, Katrin
  id: '221177'
  last_name: Schulte
- first_name: Oliver
  full_name: Runde, Oliver
  last_name: Runde
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Schulte, Katrin</span> ; <span
    style="font-variant:small-caps;">Runde, Oliver</span> ; <span style="font-variant:small-caps;">Kelker,
    Michael</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:
    Prediction of the local cloud cover to optimize photovoltaic system power forecast.
    In: <i>2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)</i> :
    IEEE, 2021, S. 01–05'
  ama: 'Schulte K, Runde O, Kelker M, Haubrock J. Prediction of the local cloud cover
    to optimize photovoltaic system power forecast. In: <i>2021 IEEE PES Innovative
    Smart Grid Technologies Europe (ISGT Europe)</i>. IEEE; 2021:01-05. doi:<a href="https://doi.org/10.1109/ISGTEurope52324.2021.9640074">10.1109/ISGTEurope52324.2021.9640074</a>'
  apa: 'Schulte, K., Runde, O., Kelker, M., &#38; Haubrock, J. (2021). Prediction
    of the local cloud cover to optimize photovoltaic system power forecast. In <i>2021
    IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)</i> (pp. 01–05).
    Espoo, Finland: IEEE. <a href="https://doi.org/10.1109/ISGTEurope52324.2021.9640074">https://doi.org/10.1109/ISGTEurope52324.2021.9640074</a>'
  bibtex: '@inproceedings{Schulte_Runde_Kelker_Haubrock_2021, title={Prediction of
    the local cloud cover to optimize photovoltaic system power forecast}, DOI={<a
    href="https://doi.org/10.1109/ISGTEurope52324.2021.9640074">10.1109/ISGTEurope52324.2021.9640074</a>},
    booktitle={2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)},
    publisher={IEEE}, author={Schulte, Katrin and Runde, Oliver and Kelker, Michael
    and Haubrock, Jens}, year={2021}, pages={01–05} }'
  chicago: Schulte, Katrin, Oliver Runde, Michael Kelker, and Jens Haubrock. “Prediction
    of the Local Cloud Cover to Optimize Photovoltaic System Power Forecast.” In <i>2021
    IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)</i>, 01–05. IEEE,
    2021. <a href="https://doi.org/10.1109/ISGTEurope52324.2021.9640074">https://doi.org/10.1109/ISGTEurope52324.2021.9640074</a>.
  ieee: K. Schulte, O. Runde, M. Kelker, and J. Haubrock, “Prediction of the local
    cloud cover to optimize photovoltaic system power forecast,” in <i>2021 IEEE PES
    Innovative Smart Grid Technologies Europe (ISGT Europe)</i>, Espoo, Finland, 2021,
    pp. 01–05.
  mla: Schulte, Katrin, et al. “Prediction of the Local Cloud Cover to Optimize Photovoltaic
    System Power Forecast.” <i>2021 IEEE PES Innovative Smart Grid Technologies Europe
    (ISGT Europe)</i>, IEEE, 2021, pp. 01–05, doi:<a href="https://doi.org/10.1109/ISGTEurope52324.2021.9640074">10.1109/ISGTEurope52324.2021.9640074</a>.
  short: 'K. Schulte, O. Runde, M. Kelker, J. Haubrock, in: 2021 IEEE PES Innovative
    Smart Grid Technologies Europe (ISGT Europe), IEEE, 2021, pp. 01–05.'
conference:
  end_date: 2021-10-21
  location: Espoo, Finland
  name: 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)
  start_date: 2021-10-18
date_created: 2023-07-26T08:36:39Z
date_updated: 2026-03-17T15:28:43Z
doi: 10.1109/ISGTEurope52324.2021.9640074
language:
- iso: eng
page: 01-05
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)
publication_identifier:
  eisbn:
  - 978-1-6654-4875-8
publication_status: published
publisher: IEEE
status: public
title: Prediction of the local cloud cover to optimize photovoltaic system power forecast
type: conference
user_id: '220548'
year: '2021'
...
---
_id: '3356'
author:
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Kelker, Michael</span> ; <span
    style="font-variant:small-caps;">Quakernack, Lars</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: Multi agent deep Q-reinforcement learning for autonomous low voltage
    grid control. In: <i>2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT
    Europe)</i> : IEEE, 2021, S. 1–6'
  ama: 'Kelker M, Quakernack L, Haubrock J. Multi agent deep Q-reinforcement learning
    for autonomous low voltage grid control. In: <i>2021 IEEE PES Innovative Smart
    Grid Technologies Europe (ISGT Europe)</i>. IEEE; 2021:1-6. doi:<a href="https://doi.org/10.1109/ISGTEurope52324.2021.9639897">10.1109/ISGTEurope52324.2021.9639897</a>'
  apa: 'Kelker, M., Quakernack, L., &#38; Haubrock, J. (2021). Multi agent deep Q-reinforcement
    learning for autonomous low voltage grid control. In <i>2021 IEEE PES Innovative
    Smart Grid Technologies Europe (ISGT Europe)</i> (pp. 1–6). Espoo, Finland: IEEE.
    <a href="https://doi.org/10.1109/ISGTEurope52324.2021.9639897">https://doi.org/10.1109/ISGTEurope52324.2021.9639897</a>'
  bibtex: '@inproceedings{Kelker_Quakernack_Haubrock_2021, title={Multi agent deep
    Q-reinforcement learning for autonomous low voltage grid control}, DOI={<a href="https://doi.org/10.1109/ISGTEurope52324.2021.9639897">10.1109/ISGTEurope52324.2021.9639897</a>},
    booktitle={2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)},
    publisher={IEEE}, author={Kelker, Michael and Quakernack, Lars and Haubrock, Jens},
    year={2021}, pages={1–6} }'
  chicago: Kelker, Michael, Lars Quakernack, and Jens Haubrock. “Multi Agent Deep
    Q-Reinforcement Learning for Autonomous Low Voltage Grid Control.” In <i>2021
    IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)</i>, 1–6. IEEE,
    2021. <a href="https://doi.org/10.1109/ISGTEurope52324.2021.9639897">https://doi.org/10.1109/ISGTEurope52324.2021.9639897</a>.
  ieee: M. Kelker, L. Quakernack, and J. Haubrock, “Multi agent deep Q-reinforcement
    learning for autonomous low voltage grid control,” in <i>2021 IEEE PES Innovative
    Smart Grid Technologies Europe (ISGT Europe)</i>, Espoo, Finland, 2021, pp. 1–6.
  mla: Kelker, Michael, et al. “Multi Agent Deep Q-Reinforcement Learning for Autonomous
    Low Voltage Grid Control.” <i>2021 IEEE PES Innovative Smart Grid Technologies
    Europe (ISGT Europe)</i>, IEEE, 2021, pp. 1–6, doi:<a href="https://doi.org/10.1109/ISGTEurope52324.2021.9639897">10.1109/ISGTEurope52324.2021.9639897</a>.
  short: 'M. Kelker, L. Quakernack, J. Haubrock, in: 2021 IEEE PES Innovative Smart
    Grid Technologies Europe (ISGT Europe), IEEE, 2021, pp. 1–6.'
conference:
  location: Espoo, Finland
  name: 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)
date_created: 2023-07-26T08:37:05Z
date_updated: 2026-03-17T15:28:43Z
doi: 10.1109/ISGTEurope52324.2021.9639897
language:
- iso: eng
page: 1-6
publication: 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe)
publication_identifier:
  eisbn:
  - 978-1-6654-4875-8
publication_status: published
publisher: IEEE
status: public
title: Multi agent deep Q-reinforcement learning for autonomous low voltage grid control
type: conference
user_id: '216066'
year: '2021'
...
---
_id: '3353'
author:
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Amina
  full_name: Berrada, Amina
  last_name: Berrada
- first_name: Katrin
  full_name: Schulte, Katrin
  id: '221177'
  last_name: Schulte
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Kelker, Michael</span> ; <span
    style="font-variant:small-caps;">Berrada, Amina</span> ; <span style="font-variant:small-caps;">Schulte,
    Katrin</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:
    Entwicklung und Validierung eines optimalen Platzierungsalgorithmus für µPMUS
    im Niederspannungsnetz. In: <i>EnInnov 2020; 16. Symposium Energieinnovation</i>,
    2020'
  ama: 'Kelker M, Berrada A, Schulte K, Haubrock J. Entwicklung und Validierung eines
    optimalen Platzierungsalgorithmus für µPMUS im Niederspannungsnetz. In: <i>EnInnov
    2020; 16. Symposium Energieinnovation</i>. ; 2020.'
  apa: Kelker, M., Berrada, A., Schulte, K., &#38; Haubrock, J. (2020). Entwicklung
    und Validierung eines optimalen Platzierungsalgorithmus für µPMUS im Niederspannungsnetz.
    In <i>EnInnov 2020; 16. Symposium Energieinnovation</i>. Graz.
  bibtex: '@inproceedings{Kelker_Berrada_Schulte_Haubrock_2020, title={Entwicklung
    und Validierung eines optimalen Platzierungsalgorithmus für µPMUS im Niederspannungsnetz},
    booktitle={EnInnov 2020; 16. Symposium Energieinnovation}, author={Kelker, Michael
    and Berrada, Amina and Schulte, Katrin and Haubrock, Jens}, year={2020} }'
  chicago: Kelker, Michael, Amina Berrada, Katrin Schulte, and Jens Haubrock. “Entwicklung
    Und Validierung Eines Optimalen Platzierungsalgorithmus Für ΜPMUS Im Niederspannungsnetz.”
    In <i>EnInnov 2020; 16. Symposium Energieinnovation</i>, 2020.
  ieee: M. Kelker, A. Berrada, K. Schulte, and J. Haubrock, “Entwicklung und Validierung
    eines optimalen Platzierungsalgorithmus für µPMUS im Niederspannungsnetz,” in
    <i>EnInnov 2020; 16. Symposium Energieinnovation</i>, Graz, 2020.
  mla: Kelker, Michael, et al. “Entwicklung Und Validierung Eines Optimalen Platzierungsalgorithmus
    Für ΜPMUS Im Niederspannungsnetz.” <i>EnInnov 2020; 16. Symposium Energieinnovation</i>,
    2020.
  short: 'M. Kelker, A. Berrada, K. Schulte, J. Haubrock, in: EnInnov 2020; 16. Symposium
    Energieinnovation, 2020.'
conference:
  end_date: 2020-02-14
  location: Graz
  name: EnInnov 2020; 16. Symposium Energieinnovation
  start_date: 2020-02-12
date_created: 2023-07-26T08:33:18Z
date_updated: 2026-03-17T15:28:43Z
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://www.tugraz.at/fileadmin/user_upload/tugrazExternal/4778f047-2e50-4e9e-b72d-e5af373f95a4/files/pr/Session_E4/543_PR_Kelker.pdf
oa: '1'
publication: EnInnov 2020; 16. Symposium Energieinnovation
status: public
title: Entwicklung und Validierung eines optimalen Platzierungsalgorithmus für µPMUS
  im Niederspannungsnetz
type: conference
user_id: '216066'
year: '2020'
...
---
_id: '3354'
author:
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Katrin
  full_name: Schulte, Katrin
  id: '221177'
  last_name: Schulte
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Kelker, Michael</span> ; <span
    style="font-variant:small-caps;">Schulte, Katrin</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: State estimation in low-voltage grids by using artificial neural
    networks in consideration of optimal micro phasor measurement unit placement.
    In: <i>NEIS 2020; Conference on Sustainable Energy Supply and Energy Storage Systems</i>,
    2020'
  ama: 'Kelker M, Schulte K, Haubrock J. State estimation in low-voltage grids by
    using artificial neural networks in consideration of optimal micro phasor measurement
    unit placement. In: <i>NEIS 2020; Conference on Sustainable Energy Supply and
    Energy Storage Systems</i>. ; 2020.'
  apa: Kelker, M., Schulte, K., &#38; Haubrock, J. (2020). State estimation in low-voltage
    grids by using artificial neural networks in consideration of optimal micro phasor
    measurement unit placement. In <i>NEIS 2020; Conference on Sustainable Energy
    Supply and Energy Storage Systems</i>. Hamburg.
  bibtex: '@inproceedings{Kelker_Schulte_Haubrock_2020, title={State estimation in
    low-voltage grids by using artificial neural networks in consideration of optimal
    micro phasor measurement unit placement}, booktitle={NEIS 2020; Conference on
    Sustainable Energy Supply and Energy Storage Systems}, author={Kelker, Michael
    and Schulte, Katrin and Haubrock, Jens}, year={2020} }'
  chicago: Kelker, Michael, Katrin Schulte, and Jens Haubrock. “State Estimation in
    Low-Voltage Grids by Using Artificial Neural Networks in Consideration of Optimal
    Micro Phasor Measurement Unit Placement.” In <i>NEIS 2020; Conference on Sustainable
    Energy Supply and Energy Storage Systems</i>, 2020.
  ieee: M. Kelker, K. Schulte, and J. Haubrock, “State estimation in low-voltage grids
    by using artificial neural networks in consideration of optimal micro phasor measurement
    unit placement,” in <i>NEIS 2020; Conference on Sustainable Energy Supply and
    Energy Storage Systems</i>, Hamburg, 2020.
  mla: Kelker, Michael, et al. “State Estimation in Low-Voltage Grids by Using Artificial
    Neural Networks in Consideration of Optimal Micro Phasor Measurement Unit Placement.”
    <i>NEIS 2020; Conference on Sustainable Energy Supply and Energy Storage Systems</i>,
    2020.
  short: 'M. Kelker, K. Schulte, J. Haubrock, in: NEIS 2020; Conference on Sustainable
    Energy Supply and Energy Storage Systems, 2020.'
conference:
  end_date: 2020-05-15
  location: Hamburg
  name: NEIS 2020; Conference on Sustainable Energy Supply and Energy Storage Systems
  start_date: 2020-05-14
date_created: 2023-07-26T08:36:04Z
date_updated: 2026-03-17T15:28:43Z
language:
- iso: eng
publication: NEIS 2020; Conference on Sustainable Energy Supply and Energy Storage
  Systems
status: public
title: State estimation in low-voltage grids by using artificial neural networks in
  consideration of optimal micro phasor measurement unit placement
type: conference
user_id: '216066'
year: '2020'
...
---
_id: '3358'
author:
- first_name: Paul
  full_name: Lohmann, Paul
  last_name: Lohmann
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Katrin
  full_name: Schulte, Katrin
  id: '221177'
  last_name: Schulte
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Lohmann, Paul</span> ; <span style="font-variant:small-caps;">Kelker,
    Michael</span> ; <span style="font-variant:small-caps;">Schulte, Katrin</span>
    ; <span style="font-variant:small-caps;">Haubrock, Jens</span>: Auslegung eines
    Antriebstranges für einen Batterie-Elektrischen Zug. In: <i>EnInnov 2020; 16.
    Symposium Energieinnovation</i>, 2020'
  ama: 'Lohmann P, Kelker M, Schulte K, Haubrock J. Auslegung eines Antriebstranges
    für einen Batterie-Elektrischen Zug. In: <i>EnInnov 2020; 16. Symposium Energieinnovation</i>.
    ; 2020.'
  apa: Lohmann, P., Kelker, M., Schulte, K., &#38; Haubrock, J. (2020). Auslegung
    eines Antriebstranges für einen Batterie-Elektrischen Zug. In <i>EnInnov 2020;
    16. Symposium Energieinnovation</i>. Graz.
  bibtex: '@inproceedings{Lohmann_Kelker_Schulte_Haubrock_2020, title={Auslegung eines
    Antriebstranges für einen Batterie-Elektrischen Zug}, booktitle={EnInnov 2020;
    16. Symposium Energieinnovation}, author={Lohmann, Paul and Kelker, Michael and
    Schulte, Katrin and Haubrock, Jens}, year={2020} }'
  chicago: Lohmann, Paul, Michael Kelker, Katrin Schulte, and Jens Haubrock. “Auslegung
    Eines Antriebstranges Für Einen Batterie-Elektrischen Zug.” In <i>EnInnov 2020;
    16. Symposium Energieinnovation</i>, 2020.
  ieee: P. Lohmann, M. Kelker, K. Schulte, and J. Haubrock, “Auslegung eines Antriebstranges
    für einen Batterie-Elektrischen Zug,” in <i>EnInnov 2020; 16. Symposium Energieinnovation</i>,
    Graz, 2020.
  mla: Lohmann, Paul, et al. “Auslegung Eines Antriebstranges Für Einen Batterie-Elektrischen
    Zug.” <i>EnInnov 2020; 16. Symposium Energieinnovation</i>, 2020.
  short: 'P. Lohmann, M. Kelker, K. Schulte, J. Haubrock, in: EnInnov 2020; 16. Symposium
    Energieinnovation, 2020.'
conference:
  end_date: 2020-02-14
  location: Graz
  name: EnInnov 2020; 16. Symposium Energieinnovation
  start_date: 2020-02-12
date_created: 2023-07-26T08:40:22Z
date_updated: 2026-03-17T15:28:43Z
language:
- iso: eng
publication: EnInnov 2020; 16. Symposium Energieinnovation
status: public
title: Auslegung eines Antriebstranges für einen Batterie-Elektrischen Zug
type: conference
user_id: '249199'
year: '2020'
...
---
_id: '3359'
author:
- first_name: Katrin
  full_name: Schulte, Katrin
  id: '221177'
  last_name: Schulte
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Schulte, Katrin</span> ; <span
    style="font-variant:small-caps;">Kelker, Michael</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: Artificial neural networks to predict the node voltages in a low-voltage
    grid. In: <i>NEIS 2020; Conference on Sustainable Energy Supply and Energy Storage
    Systems</i>, 2020'
  ama: 'Schulte K, Kelker M, Haubrock J. Artificial neural networks to predict the
    node voltages in a low-voltage grid. In: <i>NEIS 2020; Conference on Sustainable
    Energy Supply and Energy Storage Systems</i>. ; 2020.'
  apa: Schulte, K., Kelker, M., &#38; Haubrock, J. (2020). Artificial neural networks
    to predict the node voltages in a low-voltage grid. In <i>NEIS 2020; Conference
    on Sustainable Energy Supply and Energy Storage Systems</i>. Hamburg.
  bibtex: '@inproceedings{Schulte_Kelker_Haubrock_2020, title={Artificial neural networks
    to predict the node voltages in a low-voltage grid}, booktitle={NEIS 2020; Conference
    on Sustainable Energy Supply and Energy Storage Systems}, author={Schulte, Katrin
    and Kelker, Michael and Haubrock, Jens}, year={2020} }'
  chicago: Schulte, Katrin, Michael Kelker, and Jens Haubrock. “Artificial Neural
    Networks to Predict the Node Voltages in a Low-Voltage Grid.” In <i>NEIS 2020;
    Conference on Sustainable Energy Supply and Energy Storage Systems</i>, 2020.
  ieee: K. Schulte, M. Kelker, and J. Haubrock, “Artificial neural networks to predict
    the node voltages in a low-voltage grid,” in <i>NEIS 2020; Conference on Sustainable
    Energy Supply and Energy Storage Systems</i>, Hamburg, 2020.
  mla: Schulte, Katrin, et al. “Artificial Neural Networks to Predict the Node Voltages
    in a Low-Voltage Grid.” <i>NEIS 2020; Conference on Sustainable Energy Supply
    and Energy Storage Systems</i>, 2020.
  short: 'K. Schulte, M. Kelker, J. Haubrock, in: NEIS 2020; Conference on Sustainable
    Energy Supply and Energy Storage Systems, 2020.'
conference:
  end_date: 2020-09-15
  location: Hamburg
  name: NEIS 2020; Conference on Sustainable Energy Supply and Energy Storage Systems
  start_date: 2020-09-04
date_created: 2023-07-26T08:41:42Z
date_updated: 2026-03-17T15:28:43Z
language:
- iso: eng
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: NEIS 2020; Conference on Sustainable Energy Supply and Energy Storage
  Systems
status: public
title: Artificial neural networks to predict the node voltages in a low-voltage grid
type: conference
user_id: '220548'
year: '2020'
...
---
_id: '3350'
author:
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Katrin
  full_name: Schulte, Katrin
  id: '221177'
  last_name: Schulte
- first_name: Dirk
  full_name: Hansmeier, Dirk
  id: '79922'
  last_name: Hansmeier
- first_name: Felix
  full_name: Annen, Felix
  id: '214714'
  last_name: Annen
- first_name: Kersten
  full_name: Kröger, Kersten
  id: '80521'
  last_name: Kröger
- first_name: Paul
  full_name: Lohmann, Paul
  last_name: Lohmann
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Kelker, Michael</span> ; <span
    style="font-variant:small-caps;">Schulte, Katrin</span> ; <span style="font-variant:small-caps;">Hansmeier,
    Dirk</span> ; <span style="font-variant:small-caps;">Annen, Felix</span> ; <span
    style="font-variant:small-caps;">Kröger, Kersten</span> ; <span style="font-variant:small-caps;">Lohmann,
    Paul</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>: Development
    of a forecast model for the prediction of photovoltaic power using neural networks
    and validating the model based on real measurement data of a local photovoltaic
    system. In: <i>2019 IEEE Milan PowerTech</i> : IEEE, 2019, S. 1–6'
  ama: 'Kelker M, Schulte K, Hansmeier D, et al. Development of a forecast model for
    the prediction of photovoltaic power using neural networks and validating the
    model based on real measurement data of a local photovoltaic system. In: <i>2019
    IEEE Milan PowerTech</i>. IEEE; 2019:1-6. doi:<a href="https://doi.org/10.1109/PTC.2019.8810719">10.1109/PTC.2019.8810719</a>'
  apa: 'Kelker, M., Schulte, K., Hansmeier, D., Annen, F., Kröger, K., Lohmann, P.,
    &#38; Haubrock, J. (2019). Development of a forecast model for the prediction
    of photovoltaic power using neural networks and validating the model based on
    real measurement data of a local photovoltaic system. In <i>2019 IEEE Milan PowerTech</i>
    (pp. 1–6). Milan, Italy: IEEE. <a href="https://doi.org/10.1109/PTC.2019.8810719">https://doi.org/10.1109/PTC.2019.8810719</a>'
  bibtex: '@inproceedings{Kelker_Schulte_Hansmeier_Annen_Kröger_Lohmann_Haubrock_2019,
    title={Development of a forecast model for the prediction of photovoltaic power
    using neural networks and validating the model based on real measurement data
    of a local photovoltaic system}, DOI={<a href="https://doi.org/10.1109/PTC.2019.8810719">10.1109/PTC.2019.8810719</a>},
    booktitle={2019 IEEE Milan PowerTech}, publisher={IEEE}, author={Kelker, Michael
    and Schulte, Katrin and Hansmeier, Dirk and Annen, Felix and Kröger, Kersten and
    Lohmann, Paul and Haubrock, Jens}, year={2019}, pages={1–6} }'
  chicago: Kelker, Michael, Katrin Schulte, Dirk Hansmeier, Felix Annen, Kersten Kröger,
    Paul Lohmann, and Jens Haubrock. “Development of a Forecast Model for the Prediction
    of Photovoltaic Power Using Neural Networks and Validating the Model Based on
    Real Measurement Data of a Local Photovoltaic System.” In <i>2019 IEEE Milan PowerTech</i>,
    1–6. IEEE, 2019. <a href="https://doi.org/10.1109/PTC.2019.8810719">https://doi.org/10.1109/PTC.2019.8810719</a>.
  ieee: M. Kelker <i>et al.</i>, “Development of a forecast model for the prediction
    of photovoltaic power using neural networks and validating the model based on
    real measurement data of a local photovoltaic system,” in <i>2019 IEEE Milan PowerTech</i>,
    Milan, Italy, 2019, pp. 1–6.
  mla: Kelker, Michael, et al. “Development of a Forecast Model for the Prediction
    of Photovoltaic Power Using Neural Networks and Validating the Model Based on
    Real Measurement Data of a Local Photovoltaic System.” <i>2019 IEEE Milan PowerTech</i>,
    IEEE, 2019, pp. 1–6, doi:<a href="https://doi.org/10.1109/PTC.2019.8810719">10.1109/PTC.2019.8810719</a>.
  short: 'M. Kelker, K. Schulte, D. Hansmeier, F. Annen, K. Kröger, P. Lohmann, J.
    Haubrock, in: 2019 IEEE Milan PowerTech, IEEE, 2019, pp. 1–6.'
conference:
  location: Milan, Italy
  name: 2019 IEEE Milan PowerTech
date_created: 2023-07-26T08:30:21Z
date_updated: 2026-03-17T15:28:43Z
doi: 10.1109/PTC.2019.8810719
language:
- iso: eng
page: 1-6
publication: 2019 IEEE Milan PowerTech
publication_identifier:
  eisbn:
  - 978-1-5386-4722-6
publication_status: published
publisher: IEEE
status: public
title: Development of a forecast model for the prediction of photovoltaic power using
  neural networks and validating the model based on real measurement data of a local
  photovoltaic system
type: conference
user_id: '216066'
year: '2019'
...
---
_id: '3351'
author:
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Katrin
  full_name: Schulte, Katrin
  id: '221177'
  last_name: Schulte
- first_name: Kersten
  full_name: Kröger, Kersten
  id: '80521'
  last_name: Kröger
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Kelker, Michael</span> ; <span
    style="font-variant:small-caps;">Schulte, Katrin</span> ; <span style="font-variant:small-caps;">Kröger,
    Kersten</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:
    Development and validation of a neural network for state estimation in the distribution
    grid based on μPMU data. In: <i>2019 Modern Electric Power Systems (MEPS)</i> :
    IEEE, 2019, S. 1–6'
  ama: 'Kelker M, Schulte K, Kröger K, Haubrock J. Development and validation of a
    neural network for state estimation in the distribution grid based on μPMU data.
    In: <i>2019 Modern Electric Power Systems (MEPS)</i>. IEEE; 2019:1-6. doi:<a href="https://doi.org/10.1109/MEPS46793.2019.9394975">10.1109/MEPS46793.2019.9394975</a>'
  apa: 'Kelker, M., Schulte, K., Kröger, K., &#38; Haubrock, J. (2019). Development
    and validation of a neural network for state estimation in the distribution grid
    based on μPMU data. In <i>2019 Modern Electric Power Systems (MEPS)</i> (pp. 1–6).
    Wroclaw, Poland: IEEE. <a href="https://doi.org/10.1109/MEPS46793.2019.9394975">https://doi.org/10.1109/MEPS46793.2019.9394975</a>'
  bibtex: '@inproceedings{Kelker_Schulte_Kröger_Haubrock_2019, title={Development
    and validation of a neural network for state estimation in the distribution grid
    based on μPMU data}, DOI={<a href="https://doi.org/10.1109/MEPS46793.2019.9394975">10.1109/MEPS46793.2019.9394975</a>},
    booktitle={2019 Modern Electric Power Systems (MEPS)}, publisher={IEEE}, author={Kelker,
    Michael and Schulte, Katrin and Kröger, Kersten and Haubrock, Jens}, year={2019},
    pages={1–6} }'
  chicago: Kelker, Michael, Katrin Schulte, Kersten Kröger, and Jens Haubrock. “Development
    and Validation of a Neural Network for State Estimation in the Distribution Grid
    Based on ΜPMU Data.” In <i>2019 Modern Electric Power Systems (MEPS)</i>, 1–6.
    IEEE, 2019. <a href="https://doi.org/10.1109/MEPS46793.2019.9394975">https://doi.org/10.1109/MEPS46793.2019.9394975</a>.
  ieee: M. Kelker, K. Schulte, K. Kröger, and J. Haubrock, “Development and validation
    of a neural network for state estimation in the distribution grid based on μPMU
    data,” in <i>2019 Modern Electric Power Systems (MEPS)</i>, Wroclaw, Poland, 2019,
    pp. 1–6.
  mla: Kelker, Michael, et al. “Development and Validation of a Neural Network for
    State Estimation in the Distribution Grid Based on ΜPMU Data.” <i>2019 Modern
    Electric Power Systems (MEPS)</i>, IEEE, 2019, pp. 1–6, doi:<a href="https://doi.org/10.1109/MEPS46793.2019.9394975">10.1109/MEPS46793.2019.9394975</a>.
  short: 'M. Kelker, K. Schulte, K. Kröger, J. Haubrock, in: 2019 Modern Electric
    Power Systems (MEPS), IEEE, 2019, pp. 1–6.'
conference:
  location: Wroclaw, Poland
  name: 2019 Modern Electric Power Systems (MEPS)
date_created: 2023-07-26T08:30:34Z
date_updated: 2026-03-17T15:28:43Z
doi: 10.1109/MEPS46793.2019.9394975
language:
- iso: eng
page: 1-6
publication: 2019 Modern Electric Power Systems (MEPS)
publication_identifier:
  eisbn:
  - 978-1-7281-1641-9
publication_status: published
publisher: IEEE
status: public
title: Development and validation of a neural network for state estimation in the
  distribution grid based on μPMU data
type: conference
user_id: '216066'
year: '2019'
...
---
_id: '3357'
author:
- first_name: Kersten
  full_name: Kröger, Kersten
  id: '80521'
  last_name: Kröger
- first_name: Felix
  full_name: Annen, Felix
  id: '214714'
  last_name: Annen
- first_name: Michael
  full_name: Kelker, Michael
  id: '208838'
  last_name: Kelker
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
citation:
  alphadin: '<span style="font-variant:small-caps;">Kröger, Kersten</span> ; <span
    style="font-variant:small-caps;">Annen, Felix</span> ; <span style="font-variant:small-caps;">Kelker,
    Michael</span> ; <span style="font-variant:small-caps;">Haubrock, Jens</span>:
    Development of a Microgrid Hardware Simulation System for Distributed Energy Resources
    in Combination with an Aggregated Battery Electric Vehicle. In: <i>NEIS 2019;
    Conference on Sustainable Energy Supply and Energy Storage Systems, 2019</i>,
    2019'
  ama: 'Kröger K, Annen F, Kelker M, Haubrock J. Development of a Microgrid Hardware
    Simulation System for Distributed Energy Resources in Combination with an Aggregated
    Battery Electric Vehicle. In: <i>NEIS 2019; Conference on Sustainable Energy Supply
    and Energy Storage Systems, 2019</i>. ; 2019.'
  apa: Kröger, K., Annen, F., Kelker, M., &#38; Haubrock, J. (2019). Development of
    a Microgrid Hardware Simulation System for Distributed Energy Resources in Combination
    with an Aggregated Battery Electric Vehicle. In <i>NEIS 2019; Conference on Sustainable
    Energy Supply and Energy Storage Systems, 2019</i>. Hamburg.
  bibtex: '@inproceedings{Kröger_Annen_Kelker_Haubrock_2019, title={Development of
    a Microgrid Hardware Simulation System for Distributed Energy Resources in Combination
    with an Aggregated Battery Electric Vehicle}, booktitle={NEIS 2019; Conference
    on Sustainable Energy Supply and Energy Storage Systems, 2019}, author={Kröger,
    Kersten and Annen, Felix and Kelker, Michael and Haubrock, Jens}, year={2019}
    }'
  chicago: Kröger, Kersten, Felix Annen, Michael Kelker, and Jens Haubrock. “Development
    of a Microgrid Hardware Simulation System for Distributed Energy Resources in
    Combination with an Aggregated Battery Electric Vehicle.” In <i>NEIS 2019; Conference
    on Sustainable Energy Supply and Energy Storage Systems, 2019</i>, 2019.
  ieee: K. Kröger, F. Annen, M. Kelker, and J. Haubrock, “Development of a Microgrid
    Hardware Simulation System for Distributed Energy Resources in Combination with
    an Aggregated Battery Electric Vehicle,” in <i>NEIS 2019; Conference on Sustainable
    Energy Supply and Energy Storage Systems, 2019</i>, Hamburg, 2019.
  mla: Kröger, Kersten, et al. “Development of a Microgrid Hardware Simulation System
    for Distributed Energy Resources in Combination with an Aggregated Battery Electric
    Vehicle.” <i>NEIS 2019; Conference on Sustainable Energy Supply and Energy Storage
    Systems, 2019</i>, 2019.
  short: 'K. Kröger, F. Annen, M. Kelker, J. Haubrock, in: NEIS 2019; Conference on
    Sustainable Energy Supply and Energy Storage Systems, 2019, 2019.'
conference:
  location: Hamburg
  name: NEIS 2019; Conference on Sustainable Energy Supply and Energy Storage Systems,
    2019
date_created: 2023-07-26T08:38:48Z
date_updated: 2026-03-17T15:28:43Z
language:
- iso: eng
publication: NEIS 2019; Conference on Sustainable Energy Supply and Energy Storage
  Systems, 2019
status: public
title: Development of a Microgrid Hardware Simulation System for Distributed Energy
  Resources in Combination with an Aggregated Battery Electric Vehicle
type: conference
user_id: '216066'
year: '2019'
...