Lars Quakernack
25 Publikationen
2025 | Konferenzbeitrag | FH-PUB-ID: 6529
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.
HSBI-PUB
2025 | Konferenzbeitrag | FH-PUB-ID: 6525
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 2025 IEEE Kiel PowerTech, 1–6. IEEE, 2025. https://doi.org/10.1109/PowerTech59965.2025.11180740.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6522
Engelmann, Thomas, Lars Quakernack, and Jens Haubrock. “Load Forecasting in Cellular Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning.” In 2025 IEEE Kiel PowerTech, 1–6. IEEE, 2025. https://doi.org/10.1109/PowerTech59965.2025.11180432.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6527
Quakernack, Lars, Thomas Engelmann, and Jens Haubrock. “Forecast Errors and Their Impact in Managing Cellular Low-Voltage Grids.” In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), 1–5. IEEE, 2025. https://doi.org/10.1109/ISGTEurope64741.2025.11305550.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6526
Engelmann, Thomas, Lars Quakernack, and Jens Haubrock. “Data-Driven Day-Ahead Load Classification For Capacity Planning.” In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), 1–5. IEEE, 2025. https://doi.org/10.1109/ISGTEurope64741.2025.11305555.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6535
Gurcke, Melina, Lars Quakernack, Katrin Schulte, and Jens Haubrock. “Impact of Global Price Signals on Local Low-Voltage Grids.” In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), 1–5. IEEE, 2025. https://doi.org/10.1109/ISGTEurope64741.2025.11305633.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6534
Handel, Katrin, Katrin Schulte, Lars Quakernack, Remy Rigo-Mariani, and Jens Haubrock. “Impacts of Energy Tariff Structures in Home Battery Energy Storage System Controls on Low-Voltage Grids.” In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), 1–5. IEEE, 2025. https://doi.org/10.1109/ISGTEurope64741.2025.11305517.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6532
Ye, Wenyan, Simon Heberer, Ping Zhang, Lars Quakernack, Jens Haubrock, Michael Kelker, Stephan Röhrenbeck, et al. “Predictive Energy Management of Residential Microgrids with Power-To-X Options and Voltage Constraints.” In 2025 IEEE Kiel PowerTech, 1–6. IEEE, 2025. https://doi.org/10.1109/PowerTech59965.2025.11180211.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5720
Quakernack, Lars, Thomas Engelmann, Jens Haubrock, and Valerie Vaquet. “LSTM Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter Data.” In 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), edited by IEEE, 1–5. IEEE, 2024. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863725.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6536
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.
HSBI-PUB
2024 | Konferenzbeitrag | FH-PUB-ID: 6533
Vaquet, Valerie, Fabian Hinder, Jonas Vaquet, Kathrin Lammers, Lars Quakernack, and Barbara Hammer. “Localizing of Anomalies in Critical Infrastructure Using Model-Based Drift Explanations.” In 2024 International Joint Conference on Neural Networks (IJCNN), 1–8. IEEE, 2024. https://doi.org/10.1109/IJCNN60899.2024.10651472.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6537
Wilker, Stefan, Paul Bauer, Thomas Reisinger, Thomas Leopold, Lars Quakernack, and Jens Haubrock. “Development of AI Agents for Cellular Energy Systems to Increase Flexibilities Provided by Sector Coupling and Distributed Storage,” 2024.
HSBI-PUB
2024 | Konferenzbeitrag | FH-PUB-ID: 6531
Ye, Wenyan, Hao-Hsuan Chang, Ping Zhang, Lars Quakernack, Michael Kelker, and Jens Haubrock. “Comparison of Hierarchical MPC-Based Energy Management Strategies for Residential Microgrids.” In 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), 1–5. IEEE, 2024. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863063.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5761
Quakernack, Lars, Melina Gurcke, Katrin Schulte, and Jens Haubrock. “Grid-Oriented Control of Vehicle Batteries in a Cellular Grid Setup Based on Fuzzy Logic.” In 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), edited by IEEE, 1–5. IEEE, 2024. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863623.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5557
Schulte, Katrin, Lars Engel, Lars Quakernack, Fynn Liegmann, and Jens Haubrock. “A Comparison of Machine Learning Algorithms for the Optimization of a Day-Ahead Photovoltaic Power Forecast.” In IEEE PES ISGT Europe 2024 Conference Book, edited by Ninoslav Holjevac, Tomislav Baškarad, Matija Zidar, and Igor Kuzle, 2024.
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2023 | Konferenzbeitrag | FH-PUB-ID: 5723
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 PESS 2023; Power and Energy Student Summit, edited by IEEE, 2023.
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| Download (ext.)
2023 | Konferenzbeitrag | FH-PUB-ID: 6530
Quakernack, Lars, Valerie Vaquet, Barbara Hammer, and Jens Haubrock. “A Sensor Fault Detection and Imputation Framework for Electrical Distribution Grids.” In 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), 1–5. IEEE, 2023. https://doi.org/10.1109/ISGTEUROPE56780.2023.10407843.
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 4357
Schulte, Katrin, Lars Engel, Lars Quakernack, and Jens Haubrock. “Optimized Photovoltaic Power Forecast Using K-Means Clustering Based Error Reduction.” In 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), 1–5. IEEE, 2023. https://doi.org/10.1109/ISGTEUROPE56780.2023.10407521.
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 3105
Quakernack, Lars, Julian Hövelmann, Kersten Kröger, and Jens Haubrock. “AI-Based Heat Demand Forecasting in Industrial Buildings for Flexible Operation of Combined Heat and Power Plants,” 2023.
HSBI-PUB
2023 | Konferenzbeitrag | FH-PUB-ID: 3096
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 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East (ISGT Middle East), 1–5. IEEE, 2023. https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3113
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 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), 1–5. IEEE, 2022. https://doi.org/10.1109/ISGT-Europe54678.2022.9960416.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3112
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 2022 IEEE Power & Energy Society General Meeting (PESGM), 01–05. IEEE, 2022. https://doi.org/10.1109/PESGM48719.2022.9917038.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3097 | 
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.
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| Download (ext.)
2021 | Konferenzbeitrag | FH-PUB-ID: 3356
Kelker, Michael, Lars Quakernack, and Jens Haubrock. “Multi Agent Deep Q-Reinforcement Learning for Autonomous Low Voltage Grid Control.” In 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), 1–6. IEEE, 2021. https://doi.org/10.1109/ISGTEurope52324.2021.9639897.
HSBI-PUB
| DOI
2018 | Konferenzbeitrag | FH-PUB-ID: 3360
Quakernack, Lars, Michael Kelker, and Jens Haubrock. “Simulation of a Smart-Micro-Grid to Analyse an Intelligent Charge Management in Matlab Simulink for a Local Bakery Chain,” 2018.
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25 Publikationen
2025 | Konferenzbeitrag | FH-PUB-ID: 6529
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.
HSBI-PUB
2025 | Konferenzbeitrag | FH-PUB-ID: 6525
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 2025 IEEE Kiel PowerTech, 1–6. IEEE, 2025. https://doi.org/10.1109/PowerTech59965.2025.11180740.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6522
Engelmann, Thomas, Lars Quakernack, and Jens Haubrock. “Load Forecasting in Cellular Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning.” In 2025 IEEE Kiel PowerTech, 1–6. IEEE, 2025. https://doi.org/10.1109/PowerTech59965.2025.11180432.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6527
Quakernack, Lars, Thomas Engelmann, and Jens Haubrock. “Forecast Errors and Their Impact in Managing Cellular Low-Voltage Grids.” In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), 1–5. IEEE, 2025. https://doi.org/10.1109/ISGTEurope64741.2025.11305550.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6526
Engelmann, Thomas, Lars Quakernack, and Jens Haubrock. “Data-Driven Day-Ahead Load Classification For Capacity Planning.” In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), 1–5. IEEE, 2025. https://doi.org/10.1109/ISGTEurope64741.2025.11305555.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6535
Gurcke, Melina, Lars Quakernack, Katrin Schulte, and Jens Haubrock. “Impact of Global Price Signals on Local Low-Voltage Grids.” In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), 1–5. IEEE, 2025. https://doi.org/10.1109/ISGTEurope64741.2025.11305633.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6534
Handel, Katrin, Katrin Schulte, Lars Quakernack, Remy Rigo-Mariani, and Jens Haubrock. “Impacts of Energy Tariff Structures in Home Battery Energy Storage System Controls on Low-Voltage Grids.” In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), 1–5. IEEE, 2025. https://doi.org/10.1109/ISGTEurope64741.2025.11305517.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6532
Ye, Wenyan, Simon Heberer, Ping Zhang, Lars Quakernack, Jens Haubrock, Michael Kelker, Stephan Röhrenbeck, et al. “Predictive Energy Management of Residential Microgrids with Power-To-X Options and Voltage Constraints.” In 2025 IEEE Kiel PowerTech, 1–6. IEEE, 2025. https://doi.org/10.1109/PowerTech59965.2025.11180211.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5720
Quakernack, Lars, Thomas Engelmann, Jens Haubrock, and Valerie Vaquet. “LSTM Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter Data.” In 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), edited by IEEE, 1–5. IEEE, 2024. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863725.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6536
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.
HSBI-PUB
2024 | Konferenzbeitrag | FH-PUB-ID: 6533
Vaquet, Valerie, Fabian Hinder, Jonas Vaquet, Kathrin Lammers, Lars Quakernack, and Barbara Hammer. “Localizing of Anomalies in Critical Infrastructure Using Model-Based Drift Explanations.” In 2024 International Joint Conference on Neural Networks (IJCNN), 1–8. IEEE, 2024. https://doi.org/10.1109/IJCNN60899.2024.10651472.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6537
Wilker, Stefan, Paul Bauer, Thomas Reisinger, Thomas Leopold, Lars Quakernack, and Jens Haubrock. “Development of AI Agents for Cellular Energy Systems to Increase Flexibilities Provided by Sector Coupling and Distributed Storage,” 2024.
HSBI-PUB
2024 | Konferenzbeitrag | FH-PUB-ID: 6531
Ye, Wenyan, Hao-Hsuan Chang, Ping Zhang, Lars Quakernack, Michael Kelker, and Jens Haubrock. “Comparison of Hierarchical MPC-Based Energy Management Strategies for Residential Microgrids.” In 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), 1–5. IEEE, 2024. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863063.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5761
Quakernack, Lars, Melina Gurcke, Katrin Schulte, and Jens Haubrock. “Grid-Oriented Control of Vehicle Batteries in a Cellular Grid Setup Based on Fuzzy Logic.” In 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), edited by IEEE, 1–5. IEEE, 2024. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863623.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5557
Schulte, Katrin, Lars Engel, Lars Quakernack, Fynn Liegmann, and Jens Haubrock. “A Comparison of Machine Learning Algorithms for the Optimization of a Day-Ahead Photovoltaic Power Forecast.” In IEEE PES ISGT Europe 2024 Conference Book, edited by Ninoslav Holjevac, Tomislav Baškarad, Matija Zidar, and Igor Kuzle, 2024.
HSBI-PUB
2023 | Konferenzbeitrag | FH-PUB-ID: 5723
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 PESS 2023; Power and Energy Student Summit, edited by IEEE, 2023.
HSBI-PUB
| Download (ext.)
2023 | Konferenzbeitrag | FH-PUB-ID: 6530
Quakernack, Lars, Valerie Vaquet, Barbara Hammer, and Jens Haubrock. “A Sensor Fault Detection and Imputation Framework for Electrical Distribution Grids.” In 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), 1–5. IEEE, 2023. https://doi.org/10.1109/ISGTEUROPE56780.2023.10407843.
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 4357
Schulte, Katrin, Lars Engel, Lars Quakernack, and Jens Haubrock. “Optimized Photovoltaic Power Forecast Using K-Means Clustering Based Error Reduction.” In 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), 1–5. IEEE, 2023. https://doi.org/10.1109/ISGTEUROPE56780.2023.10407521.
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 3105
Quakernack, Lars, Julian Hövelmann, Kersten Kröger, and Jens Haubrock. “AI-Based Heat Demand Forecasting in Industrial Buildings for Flexible Operation of Combined Heat and Power Plants,” 2023.
HSBI-PUB
2023 | Konferenzbeitrag | FH-PUB-ID: 3096
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 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East (ISGT Middle East), 1–5. IEEE, 2023. https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3113
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 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), 1–5. IEEE, 2022. https://doi.org/10.1109/ISGT-Europe54678.2022.9960416.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3112
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 2022 IEEE Power & Energy Society General Meeting (PESGM), 01–05. IEEE, 2022. https://doi.org/10.1109/PESGM48719.2022.9917038.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3097 |
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.
HSBI-PUB
| Download (ext.)
2021 | Konferenzbeitrag | FH-PUB-ID: 3356
Kelker, Michael, Lars Quakernack, and Jens Haubrock. “Multi Agent Deep Q-Reinforcement Learning for Autonomous Low Voltage Grid Control.” In 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), 1–6. IEEE, 2021. https://doi.org/10.1109/ISGTEurope52324.2021.9639897.
HSBI-PUB
| DOI
2018 | Konferenzbeitrag | FH-PUB-ID: 3360
Quakernack, Lars, Michael Kelker, and Jens Haubrock. “Simulation of a Smart-Micro-Grid to Analyse an Intelligent Charge Management in Matlab Simulink for a Local Bakery Chain,” 2018.
HSBI-PUB