---
_id: '6577'
author:
- first_name: Jonas
  full_name: Giebeler, Jonas
  id: '244729'
  last_name: Giebeler
- first_name: Thomas
  full_name: Engelmann, Thomas
  id: '239179'
  last_name: Engelmann
- 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/204914093
citation:
  alphadin: '<span style="font-variant:small-caps;">Giebeler, Jonas</span> ; <span
    style="font-variant:small-caps;">Engelmann, Thomas</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: Analysis of low voltage grid state estimation with limited measurement
    devices. In: <span style="font-variant:small-caps;">Technische Universität Dresden;
    IEEE PES Germany Chapter (Ed.) </span> (Hrsg.): <i>PESS 2024 – IEEE Power and
    Energy Student Summit</i>, 2025'
  ama: 'Giebeler J, Engelmann T, Haubrock J. Analysis of low voltage grid state estimation
    with limited measurement devices. In: Technische Universität Dresden; IEEE PES
    Germany Chapter (Ed.) , ed. <i>PESS 2024 – IEEE Power and Energy Student Summit</i>.
    ; 2025.'
  apa: Giebeler, J., Engelmann, T., &#38; Haubrock, J. (2025). Analysis of low voltage
    grid state estimation with limited measurement devices. In Technische Universität
    Dresden; IEEE PES Germany Chapter (Ed.)  (Ed.), <i>PESS 2024 – IEEE Power and
    Energy Student Summit</i>. Dresden.
  bibtex: '@inproceedings{Giebeler_Engelmann_Haubrock_2025, title={Analysis of low
    voltage grid state estimation with limited measurement devices}, booktitle={PESS
    2024 – IEEE Power and Energy Student Summit}, author={Giebeler, Jonas and Engelmann,
    Thomas and Haubrock, Jens}, editor={Technische Universität Dresden; IEEE PES Germany
    Chapter (Ed.) Editor}, year={2025} }'
  chicago: Giebeler, Jonas, Thomas Engelmann, and Jens Haubrock. “Analysis of Low
    Voltage Grid State Estimation with Limited Measurement Devices.” In <i>PESS 2024
    – IEEE Power and Energy Student Summit</i>, edited by Technische Universität Dresden;
    IEEE PES Germany Chapter (Ed.) , 2025.
  ieee: J. Giebeler, T. Engelmann, and J. Haubrock, “Analysis of low voltage grid
    state estimation with limited measurement devices,” in <i>PESS 2024 – IEEE Power
    and Energy Student Summit</i>, Dresden, 2025.
  mla: Giebeler, Jonas, et al. “Analysis of Low Voltage Grid State Estimation with
    Limited Measurement Devices.” <i>PESS 2024 – IEEE Power and Energy Student Summit</i>,
    edited by Technische Universität Dresden; IEEE PES Germany Chapter (Ed.) , 2025.
  short: 'J. Giebeler, T. Engelmann, J. Haubrock, in: Technische Universität Dresden;
    IEEE PES Germany Chapter (Ed.)  (Ed.), PESS 2024 – IEEE Power and Energy Student
    Summit, 2025.'
conference:
  end_date: 2024-10-23
  location: Dresden
  name: PESS 2024 – IEEE Power and Energy Student Summit
  start_date: 2024-10-21
corporate_editor:
- 'Technische Universität Dresden; IEEE PES Germany Chapter (Ed.) '
date_created: 2026-02-06T13:38:05Z
date_updated: 2026-03-17T15:29:32Z
keyword:
- state estimation
- distribution grid
- smart meter
- error analysis
language:
- iso: eng
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: PESS 2024 – IEEE Power and Energy Student Summit
publication_identifier:
  isbn:
  - 978-3-8007-6473-0
publication_status: published
quality_controlled: '1'
status: public
title: Analysis of low voltage grid state estimation with limited measurement devices
type: conference
user_id: '263827'
year: '2025'
...
---
_id: '6522'
author:
- first_name: Thomas
  full_name: Engelmann, Thomas
  id: '239179'
  last_name: Engelmann
- 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/204646537
citation:
  alphadin: '<span style="font-variant:small-caps;">Engelmann, Thomas</span> ; <span
    style="font-variant:small-caps;">Quakernack, Lars</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: Load Forecasting in Cellular Low-Voltage Grids for Day-Ahead Optimization
    Using Ensemble Learning. In: <i>2025 IEEE Kiel PowerTech</i> : IEEE, 2025, S. 1–6'
  ama: 'Engelmann T, Quakernack L, Haubrock J. Load Forecasting in Cellular Low-Voltage
    Grids for Day-Ahead Optimization Using Ensemble Learning. In: <i>2025 IEEE Kiel
    PowerTech</i>. IEEE; 2025:1-6. doi:<a href="https://doi.org/10.1109/PowerTech59965.2025.11180432">10.1109/PowerTech59965.2025.11180432</a>'
  apa: 'Engelmann, T., Quakernack, L., &#38; Haubrock, J. (2025). Load Forecasting
    in Cellular Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning.
    In <i>2025 IEEE Kiel PowerTech</i> (pp. 1–6). Kiel, Germany: IEEE. <a href="https://doi.org/10.1109/PowerTech59965.2025.11180432">https://doi.org/10.1109/PowerTech59965.2025.11180432</a>'
  bibtex: '@inproceedings{Engelmann_Quakernack_Haubrock_2025, title={Load Forecasting
    in Cellular Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning},
    DOI={<a href="https://doi.org/10.1109/PowerTech59965.2025.11180432">10.1109/PowerTech59965.2025.11180432</a>},
    booktitle={2025 IEEE Kiel PowerTech}, publisher={IEEE}, author={Engelmann, Thomas
    and Quakernack, Lars and Haubrock, Jens}, year={2025}, pages={1–6} }'
  chicago: Engelmann, Thomas, Lars Quakernack, and Jens Haubrock. “Load Forecasting
    in Cellular Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning.”
    In <i>2025 IEEE Kiel PowerTech</i>, 1–6. IEEE, 2025. <a href="https://doi.org/10.1109/PowerTech59965.2025.11180432">https://doi.org/10.1109/PowerTech59965.2025.11180432</a>.
  ieee: T. Engelmann, L. Quakernack, and J. Haubrock, “Load Forecasting in Cellular
    Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning,” in <i>2025
    IEEE Kiel PowerTech</i>, Kiel, Germany, 2025, pp. 1–6.
  mla: Engelmann, Thomas, et al. “Load Forecasting in Cellular Low-Voltage Grids for
    Day-Ahead Optimization Using Ensemble Learning.” <i>2025 IEEE Kiel PowerTech</i>,
    IEEE, 2025, pp. 1–6, doi:<a href="https://doi.org/10.1109/PowerTech59965.2025.11180432">10.1109/PowerTech59965.2025.11180432</a>.
  short: 'T. Engelmann, L. Quakernack, J. Haubrock, in: 2025 IEEE Kiel PowerTech,
    IEEE, 2025, pp. 1–6.'
conference:
  end_date: 2025-07-03
  location: Kiel, Germany
  name: 2025 IEEE Kiel PowerTech
  start_date: 2025-06-29
date_created: 2026-02-04T08:43:33Z
date_updated: 2026-03-17T15:29:31Z
doi: 10.1109/PowerTech59965.2025.11180432
language:
- iso: eng
page: 1-6
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: 2025 IEEE Kiel PowerTech
publication_identifier:
  eisbn:
  - 979-8-3315-4397-6
publication_status: published
publisher: IEEE
status: public
title: Load Forecasting in Cellular Low-Voltage Grids for Day-Ahead Optimization Using
  Ensemble Learning
type: conference
user_id: '239179'
year: '2025'
...
---
_id: '6525'
author:
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Thomas
  full_name: Engelmann, Thomas
  id: '239179'
  last_name: Engelmann
- 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/204646831
- 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: Thomas
  full_name: Reisinger, Thomas
  last_name: Reisinger
- first_name: Thomas
  full_name: Leopold, Thomas
  last_name: Leopold
- first_name: Benedikt
  full_name: Herold, Benedikt
  last_name: Herold
- first_name: Stefan
  full_name: Wilker, Stefan
  last_name: Wilker
- first_name: Thilo
  full_name: Sauter, Thilo
  last_name: Sauter
- first_name: Michael
  full_name: Kelker, Michael
  last_name: Kelker
- first_name: Jan
  full_name: Breuersbrock, Jan
  last_name: Breuersbrock
- first_name: Marc
  full_name: Dünser, Marc
  last_name: Dünser
- 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;">Engelmann, Thomas</span>
    ; <span style="font-variant:small-caps;">Haubrock, Jens</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> ; <span style="font-variant:small-caps;">Reisinger,
    Thomas</span> ; <span style="font-variant:small-caps;">Leopold, Thomas</span>
    ; u. a.</span>: Autonomous AI for cellular energy systems increasing flexibilities
    provided by sector coupling and distributed storage. In: <i>2025 IEEE Kiel PowerTech</i> :
    IEEE, 2025, S. 1–6'
  ama: 'Quakernack L, Engelmann T, Haubrock J, et al. Autonomous AI for cellular energy
    systems increasing flexibilities provided by sector coupling and distributed storage.
    In: <i>2025 IEEE Kiel PowerTech</i>. IEEE; 2025:1-6. doi:<a href="https://doi.org/10.1109/PowerTech59965.2025.11180740">10.1109/PowerTech59965.2025.11180740</a>'
  apa: 'Quakernack, L., Engelmann, T., Haubrock, J., Ye, W., Zhang, P., Röhrenbeck,
    S., … Übermasser, S. (2025). Autonomous AI for cellular energy systems increasing
    flexibilities provided by sector coupling and distributed storage. In <i>2025
    IEEE Kiel PowerTech</i> (pp. 1–6). Kiel, Germany: IEEE. <a href="https://doi.org/10.1109/PowerTech59965.2025.11180740">https://doi.org/10.1109/PowerTech59965.2025.11180740</a>'
  bibtex: '@inproceedings{Quakernack_Engelmann_Haubrock_Ye_Zhang_Röhrenbeck_Reisinger_Leopold_Herold_Wilker_et
    al._2025, title={Autonomous AI for cellular energy systems increasing flexibilities
    provided by sector coupling and distributed storage}, DOI={<a href="https://doi.org/10.1109/PowerTech59965.2025.11180740">10.1109/PowerTech59965.2025.11180740</a>},
    booktitle={2025 IEEE Kiel PowerTech}, publisher={IEEE}, author={Quakernack, Lars
    and Engelmann, Thomas and Haubrock, Jens and Ye, Wenyan and Zhang, Ping and Röhrenbeck,
    Stephan and Reisinger, Thomas and Leopold, Thomas and Herold, Benedikt and Wilker,
    Stefan and et al.}, year={2025}, pages={1–6} }'
  chicago: Quakernack, Lars, Thomas Engelmann, Jens Haubrock, Wenyan Ye, Ping Zhang,
    Stephan Röhrenbeck, Thomas Reisinger, et al. “Autonomous AI for Cellular Energy
    Systems Increasing Flexibilities Provided by Sector Coupling and Distributed Storage.”
    In <i>2025 IEEE Kiel PowerTech</i>, 1–6. IEEE, 2025. <a href="https://doi.org/10.1109/PowerTech59965.2025.11180740">https://doi.org/10.1109/PowerTech59965.2025.11180740</a>.
  ieee: L. Quakernack <i>et al.</i>, “Autonomous AI for cellular energy systems increasing
    flexibilities provided by sector coupling and distributed storage,” in <i>2025
    IEEE Kiel PowerTech</i>, Kiel, Germany, 2025, pp. 1–6.
  mla: Quakernack, Lars, et al. “Autonomous AI for Cellular Energy Systems Increasing
    Flexibilities Provided by Sector Coupling and Distributed Storage.” <i>2025 IEEE
    Kiel PowerTech</i>, IEEE, 2025, pp. 1–6, doi:<a href="https://doi.org/10.1109/PowerTech59965.2025.11180740">10.1109/PowerTech59965.2025.11180740</a>.
  short: 'L. Quakernack, T. Engelmann, J. Haubrock, W. Ye, P. Zhang, S. Röhrenbeck,
    T. Reisinger, T. Leopold, B. Herold, S. Wilker, T. Sauter, M. Kelker, J. Breuersbrock,
    M. Dünser, S. Übermasser, in: 2025 IEEE Kiel PowerTech, IEEE, 2025, pp. 1–6.'
conference:
  end_date: 2025-07-03
  location: Kiel, Germany
  name: 2025 IEEE Kiel PowerTech
  start_date: 2025-06-29
date_created: 2026-02-04T08:47:18Z
date_updated: 2026-03-17T15:29:31Z
doi: 10.1109/PowerTech59965.2025.11180740
language:
- iso: eng
page: 1-6
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: 2025 IEEE Kiel PowerTech
publication_identifier:
  eisbn:
  - 979-8-3315-4397-6
publication_status: published
publisher: IEEE
status: public
title: Autonomous AI for cellular energy systems increasing flexibilities provided
  by sector coupling and distributed storage
type: conference
user_id: '239179'
year: '2025'
...
---
_id: '6526'
author:
- first_name: Thomas
  full_name: Engelmann, Thomas
  id: '239179'
  last_name: Engelmann
- 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/204646896
citation:
  alphadin: '<span style="font-variant:small-caps;">Engelmann, Thomas</span> ; <span
    style="font-variant:small-caps;">Quakernack, Lars</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: Data-driven Day-ahead Load Classification For Capacity Planning.
    In: <i>2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT
    Europe)</i> : IEEE, 2025, S. 1–5'
  ama: 'Engelmann T, Quakernack L, Haubrock J. Data-driven Day-ahead Load Classification
    For Capacity Planning. In: <i>2025 IEEE PES Innovative Smart Grid Technologies
    Conference Europe (ISGT Europe)</i>. IEEE; 2025:1-5. doi:<a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305555">10.1109/ISGTEurope64741.2025.11305555</a>'
  apa: 'Engelmann, T., Quakernack, L., &#38; Haubrock, J. (2025). Data-driven Day-ahead
    Load Classification For Capacity Planning. In <i>2025 IEEE PES Innovative Smart
    Grid Technologies Conference Europe (ISGT Europe)</i> (pp. 1–5). Valletta, Malta:
    IEEE. <a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305555">https://doi.org/10.1109/ISGTEurope64741.2025.11305555</a>'
  bibtex: '@inproceedings{Engelmann_Quakernack_Haubrock_2025, title={Data-driven Day-ahead
    Load Classification For Capacity Planning}, DOI={<a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305555">10.1109/ISGTEurope64741.2025.11305555</a>},
    booktitle={2025 IEEE PES Innovative Smart Grid Technologies Conference Europe
    (ISGT Europe)}, publisher={IEEE}, author={Engelmann, Thomas and Quakernack, Lars
    and Haubrock, Jens}, year={2025}, pages={1–5} }'
  chicago: Engelmann, Thomas, Lars Quakernack, and Jens Haubrock. “Data-Driven Day-Ahead
    Load Classification For Capacity Planning.” In <i>2025 IEEE PES Innovative Smart
    Grid Technologies Conference Europe (ISGT Europe)</i>, 1–5. IEEE, 2025. <a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305555">https://doi.org/10.1109/ISGTEurope64741.2025.11305555</a>.
  ieee: T. Engelmann, L. Quakernack, and J. Haubrock, “Data-driven Day-ahead Load
    Classification For Capacity Planning,” in <i>2025 IEEE PES Innovative Smart Grid
    Technologies Conference Europe (ISGT Europe)</i>, Valletta, Malta, 2025, pp. 1–5.
  mla: Engelmann, Thomas, et al. “Data-Driven Day-Ahead Load Classification For Capacity
    Planning.” <i>2025 IEEE PES Innovative Smart Grid Technologies Conference Europe
    (ISGT Europe)</i>, IEEE, 2025, pp. 1–5, doi:<a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305555">10.1109/ISGTEurope64741.2025.11305555</a>.
  short: 'T. Engelmann, L. Quakernack, J. Haubrock, in: 2025 IEEE PES Innovative Smart
    Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5.'
conference:
  end_date: 2025-10-23
  location: Valletta, Malta
  name: 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe)
  start_date: 2025-10-20
date_created: 2026-02-04T08:48:35Z
date_updated: 2026-03-17T15:29:31Z
doi: 10.1109/ISGTEurope64741.2025.11305555
language:
- iso: eng
page: 1-5
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT
  Europe)
publication_identifier:
  eisbn:
  - 979-8-3315-2503-3
publication_status: published
publisher: IEEE
status: public
title: Data-driven Day-ahead Load Classification For Capacity Planning
type: conference
user_id: '239179'
year: '2025'
...
---
_id: '6527'
author:
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Thomas
  full_name: Engelmann, Thomas
  id: '239179'
  last_name: Engelmann
- 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/204646938
citation:
  alphadin: '<span style="font-variant:small-caps;">Quakernack, Lars</span> ; <span
    style="font-variant:small-caps;">Engelmann, Thomas</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: Forecast Errors and Their Impact in Managing Cellular Low-voltage
    Grids. In: <i>2025 IEEE PES Innovative Smart Grid Technologies Conference Europe
    (ISGT Europe)</i> : IEEE, 2025, S. 1–5'
  ama: 'Quakernack L, Engelmann T, Haubrock J. Forecast Errors and Their Impact in
    Managing Cellular Low-voltage Grids. In: <i>2025 IEEE PES Innovative Smart Grid
    Technologies Conference Europe (ISGT Europe)</i>. IEEE; 2025:1-5. doi:<a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305550">10.1109/ISGTEurope64741.2025.11305550</a>'
  apa: 'Quakernack, L., Engelmann, T., &#38; Haubrock, J. (2025). Forecast Errors
    and Their Impact in Managing Cellular Low-voltage Grids. In <i>2025 IEEE PES Innovative
    Smart Grid Technologies Conference Europe (ISGT Europe)</i> (pp. 1–5). Valletta,
    Malta: IEEE. <a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305550">https://doi.org/10.1109/ISGTEurope64741.2025.11305550</a>'
  bibtex: '@inproceedings{Quakernack_Engelmann_Haubrock_2025, title={Forecast Errors
    and Their Impact in Managing Cellular Low-voltage Grids}, DOI={<a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305550">10.1109/ISGTEurope64741.2025.11305550</a>},
    booktitle={2025 IEEE PES Innovative Smart Grid Technologies Conference Europe
    (ISGT Europe)}, publisher={IEEE}, author={Quakernack, Lars and Engelmann, Thomas
    and Haubrock, Jens}, year={2025}, pages={1–5} }'
  chicago: Quakernack, Lars, Thomas Engelmann, and Jens Haubrock. “Forecast Errors
    and Their Impact in Managing Cellular Low-Voltage Grids.” In <i>2025 IEEE PES
    Innovative Smart Grid Technologies Conference Europe (ISGT Europe)</i>, 1–5. IEEE,
    2025. <a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305550">https://doi.org/10.1109/ISGTEurope64741.2025.11305550</a>.
  ieee: L. Quakernack, T. Engelmann, and J. Haubrock, “Forecast Errors and Their Impact
    in Managing Cellular Low-voltage Grids,” in <i>2025 IEEE PES Innovative Smart
    Grid Technologies Conference Europe (ISGT Europe)</i>, Valletta, Malta, 2025,
    pp. 1–5.
  mla: Quakernack, Lars, et al. “Forecast Errors and Their Impact in Managing Cellular
    Low-Voltage Grids.” <i>2025 IEEE PES Innovative Smart Grid Technologies Conference
    Europe (ISGT Europe)</i>, IEEE, 2025, pp. 1–5, doi:<a href="https://doi.org/10.1109/ISGTEurope64741.2025.11305550">10.1109/ISGTEurope64741.2025.11305550</a>.
  short: 'L. Quakernack, T. Engelmann, J. Haubrock, in: 2025 IEEE PES Innovative Smart
    Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5.'
conference:
  end_date: 2025-10-23
  location: Valletta, Malta
  name: 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe)
  start_date: 2025-10-20
date_created: 2026-02-04T08:49:19Z
date_updated: 2026-03-17T15:29:31Z
doi: 10.1109/ISGTEurope64741.2025.11305550
language:
- iso: eng
page: 1-5
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT
  Europe)
publication_identifier:
  eisbn:
  - 979-8-3315-2503-3
publication_status: published
publisher: IEEE
status: public
title: Forecast Errors and Their Impact in Managing Cellular Low-voltage Grids
type: conference
user_id: '239179'
year: '2025'
...
---
_id: '6529'
author:
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Thomas
  full_name: Engelmann, Thomas
  id: '239179'
  last_name: Engelmann
- 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/204653220
citation:
  alphadin: '<span style="font-variant:small-caps;">Quakernack, Lars</span> ; <span
    style="font-variant:small-caps;">Engelmann, Thomas</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: Modeling distribution grids of the future: Importance of the scenario
    frameworks for the grid development plan in low voltage grids. In: <span style="font-variant:small-caps;">VDE</span>
    (Hrsg.):  : VDE Verlag, 2025'
  ama: 'Quakernack L, Engelmann T, Haubrock J. Modeling distribution grids of the
    future: Importance of the scenario frameworks for the grid development plan in
    low voltage grids. In: VDE, ed. VDE Verlag; 2025.'
  apa: 'Quakernack, L., Engelmann, T., &#38; Haubrock, J. (2025). Modeling distribution
    grids of the future: Importance of the scenario frameworks for the grid development
    plan in low voltage grids. In VDE (Ed.). Presented at the ETG Kongress 2025, Kassel:
    VDE Verlag.'
  bibtex: '@inproceedings{Quakernack_Engelmann_Haubrock_2025, title={Modeling distribution
    grids of the future: Importance of the scenario frameworks for the grid development
    plan in low voltage grids}, publisher={VDE Verlag}, author={Quakernack, Lars and
    Engelmann, Thomas and Haubrock, Jens}, editor={VDEEditor}, year={2025} }'
  chicago: 'Quakernack, Lars, Thomas Engelmann, and Jens Haubrock. “Modeling Distribution
    Grids of the Future: Importance of the Scenario Frameworks for the Grid Development
    Plan in Low Voltage Grids.” edited by VDE. VDE Verlag, 2025.'
  ieee: 'L. Quakernack, T. Engelmann, and J. Haubrock, “Modeling distribution grids
    of the future: Importance of the scenario frameworks for the grid development
    plan in low voltage grids,” presented at the ETG Kongress 2025, Kassel, 2025.'
  mla: 'Quakernack, Lars, et al. <i>Modeling Distribution Grids of the Future: Importance
    of the Scenario Frameworks for the Grid Development Plan in Low Voltage Grids</i>.
    Edited by VDE, VDE Verlag, 2025.'
  short: 'L. Quakernack, T. Engelmann, J. Haubrock, in: VDE (Ed.), VDE Verlag, 2025.'
conference:
  end_date: 2025-05-22
  location: Kassel
  name: ETG Kongress 2025
  start_date: 2025-05-21
corporate_editor:
- VDE
date_created: 2026-02-04T09:07:15Z
date_updated: 2026-03-17T15:29:31Z
language:
- iso: eng
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication_identifier:
  unknown:
  - 978-3-8007-6494-5
publication_status: published
publisher: VDE Verlag
quality_controlled: '1'
status: public
title: 'Modeling distribution grids of the future: Importance of the scenario frameworks
  for the grid development plan in low voltage grids'
type: conference
user_id: '239179'
year: '2025'
...
---
_id: '5720'
author:
- first_name: Lars
  full_name: Quakernack, Lars
  id: '221506'
  last_name: Quakernack
- first_name: Thomas
  full_name: Engelmann, Thomas
  id: '239179'
  last_name: Engelmann
- first_name: Jens
  full_name: Haubrock, Jens
  id: '205308'
  last_name: Haubrock
  orcid: 0009-0000-0918-8028
- first_name: Valerie
  full_name: Vaquet, Valerie
  last_name: Vaquet
citation:
  alphadin: '<span style="font-variant:small-caps;">Quakernack, Lars</span> ; <span
    style="font-variant:small-caps;">Engelmann, Thomas</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span> ; <span style="font-variant:small-caps;">Vaquet, Valerie</span>: LSTM
    Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter Data. In:
    <span style="font-variant:small-caps;">IEEE</span> (Hrsg.): <i>2024 IEEE PES Innovative
    Smart Grid Technologies Europe (ISGT EUROPE)</i> : IEEE, 2024, S. 1–5'
  ama: 'Quakernack L, Engelmann T, Haubrock J, Vaquet V. LSTM Autoencoder Model to
    Identify Electric Vehicles in Grouped Smart Meter Data. In: 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/ISGTEUROPE62998.2024.10863725">10.1109/ISGTEUROPE62998.2024.10863725</a>'
  apa: 'Quakernack, L., Engelmann, T., Haubrock, J., &#38; Vaquet, V. (2024). LSTM
    Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter Data. In
    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/ISGTEUROPE62998.2024.10863725">https://doi.org/10.1109/ISGTEUROPE62998.2024.10863725</a>'
  bibtex: '@inproceedings{Quakernack_Engelmann_Haubrock_Vaquet_2024, title={LSTM Autoencoder
    Model to Identify Electric Vehicles in Grouped Smart Meter Data}, DOI={<a href="https://doi.org/10.1109/ISGTEUROPE62998.2024.10863725">10.1109/ISGTEUROPE62998.2024.10863725</a>},
    booktitle={2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)},
    publisher={IEEE}, author={Quakernack, Lars and Engelmann, Thomas and Haubrock,
    Jens and Vaquet, Valerie}, editor={IEEEEditor}, year={2024}, pages={1–5} }'
  chicago: Quakernack, Lars, Thomas Engelmann, Jens Haubrock, and Valerie Vaquet.
    “LSTM Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter Data.”
    In <i>2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)</i>,
    edited by IEEE, 1–5. IEEE, 2024. <a href="https://doi.org/10.1109/ISGTEUROPE62998.2024.10863725">https://doi.org/10.1109/ISGTEUROPE62998.2024.10863725</a>.
  ieee: L. Quakernack, T. Engelmann, J. Haubrock, and V. Vaquet, “LSTM Autoencoder
    Model to Identify Electric Vehicles in Grouped Smart Meter Data,” in <i>2024 IEEE
    PES Innovative Smart Grid Technologies Europe (ISGT EUROPE)</i>, Dubrovnik, Croatia,
    2024, pp. 1–5.
  mla: Quakernack, Lars, et al. “LSTM Autoencoder Model to Identify Electric Vehicles
    in Grouped Smart Meter Data.” <i>2024 IEEE PES Innovative Smart Grid Technologies
    Europe (ISGT EUROPE)</i>, edited by IEEE, IEEE, 2024, pp. 1–5, doi:<a href="https://doi.org/10.1109/ISGTEUROPE62998.2024.10863725">10.1109/ISGTEUROPE62998.2024.10863725</a>.
  short: 'L. Quakernack, T. Engelmann, J. Haubrock, V. Vaquet, in: 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:
- IEEE
date_created: 2025-02-21T12:28:31Z
date_updated: 2026-03-17T15:29:21Z
department:
- _id: '103'
doi: 10.1109/ISGTEUROPE62998.2024.10863725
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: LSTM Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter
  Data
type: conference
urn: urn:nbn:de:hbz:bi10-57201
user_id: '239179'
year: '2024'
...
---
_id: '5723'
author:
- first_name: Thomas
  full_name: Engelmann, Thomas
  id: '239179'
  last_name: Engelmann
- 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/204908136
citation:
  alphadin: '<span style="font-variant:small-caps;">Engelmann, Thomas</span> ; <span
    style="font-variant:small-caps;">Quakernack, Lars</span> ; <span style="font-variant:small-caps;">Haubrock,
    Jens</span>: Q-learning based control algorithm with dynamic combination of peak
    shaving and self-consumption optimization for industrial battery storage systems.
    In: <span style="font-variant:small-caps;">IEEE</span> (Hrsg.): <i>PESS 2023;
    Power and Energy Student Summit</i>, 2023'
  ama: 'Engelmann T, Quakernack L, Haubrock J. Q-learning based control algorithm
    with dynamic combination of peak shaving and self-consumption optimization for
    industrial battery storage systems. In: IEEE, ed. <i>PESS 2023; Power and Energy
    Student Summit</i>. ; 2023.'
  apa: Engelmann, T., Quakernack, L., &#38; Haubrock, J. (2023). Q-learning based
    control algorithm with dynamic combination of peak shaving and self-consumption
    optimization for industrial battery storage systems. In IEEE (Ed.), <i>PESS 2023;
    Power and Energy Student Summit</i>. Bielefeld.
  bibtex: '@inproceedings{Engelmann_Quakernack_Haubrock_2023, title={Q-learning based
    control algorithm with dynamic combination of peak shaving and self-consumption
    optimization for industrial battery storage systems}, booktitle={PESS 2023; Power
    and Energy Student Summit}, author={Engelmann, Thomas and Quakernack, Lars and
    Haubrock, Jens}, editor={IEEEEditor}, year={2023} }'
  chicago: Engelmann, Thomas, Lars Quakernack, and Jens Haubrock. “Q-Learning Based
    Control Algorithm with Dynamic Combination of Peak Shaving and Self-Consumption
    Optimization for Industrial Battery Storage Systems.” In <i>PESS 2023; Power and
    Energy Student Summit</i>, edited by IEEE, 2023.
  ieee: T. Engelmann, L. Quakernack, and J. Haubrock, “Q-learning based control algorithm
    with dynamic combination of peak shaving and self-consumption optimization for
    industrial battery storage systems,” in <i>PESS 2023; Power and Energy Student
    Summit</i>, Bielefeld, 2023.
  mla: Engelmann, Thomas, et al. “Q-Learning Based Control Algorithm with Dynamic
    Combination of Peak Shaving and Self-Consumption Optimization for Industrial Battery
    Storage Systems.” <i>PESS 2023; Power and Energy Student Summit</i>, edited by
    IEEE, 2023.
  short: 'T. Engelmann, L. Quakernack, J. Haubrock, in: IEEE (Ed.), PESS 2023; Power
    and Energy Student Summit, 2023.'
conference:
  end_date: 2023-11-17
  location: Bielefeld
  name: PESS 2023
  start_date: 2023-11-15
corporate_editor:
- IEEE
date_created: 2025-02-21T12:41:20Z
date_updated: 2026-03-17T15:29:21Z
department:
- _id: '103'
language:
- iso: eng
main_file_link:
- url: https://ieeexplore.ieee.org/document/10564549
project:
- _id: 0ec202b7-cd76-11ed-89f4-a9e1a6dbdaa7
  name: Institut für Technische Energie-Systeme
publication: PESS 2023; Power and Energy Student Summit
publication_identifier:
  isbn:
  - 978-3-8007-6318-4
publication_status: published
status: public
title: Q-learning based control algorithm with dynamic combination of peak shaving
  and self-consumption optimization for industrial battery storage systems
type: conference
user_id: '239179'
year: '2023'
...