Lars Quakernack
25 Publikationen
2025 | Konferenzbeitrag | FH-PUB-ID: 6529
Quakernack, L., Engelmann, T., & 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.
HSBI-PUB
2025 | Konferenzbeitrag | FH-PUB-ID: 6525
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 2025 IEEE Kiel PowerTech (pp. 1–6). Kiel, Germany: IEEE. https://doi.org/10.1109/PowerTech59965.2025.11180740
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6522
Engelmann, T., Quakernack, L., & Haubrock, J. (2025). Load Forecasting in Cellular Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning. In 2025 IEEE Kiel PowerTech (pp. 1–6). Kiel, Germany: IEEE. https://doi.org/10.1109/PowerTech59965.2025.11180432
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| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6527
Quakernack, L., Engelmann, T., & Haubrock, J. (2025). Forecast Errors and Their Impact in Managing Cellular Low-voltage Grids. In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe) (pp. 1–5). Valletta, Malta: IEEE. https://doi.org/10.1109/ISGTEurope64741.2025.11305550
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| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6526
Engelmann, T., Quakernack, L., & Haubrock, J. (2025). Data-driven Day-ahead Load Classification For Capacity Planning. In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe) (pp. 1–5). Valletta, Malta: IEEE. https://doi.org/10.1109/ISGTEurope64741.2025.11305555
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6535
Gurcke, M., Quakernack, L., Schulte, K., & Haubrock, J. (2025). Impact of Global Price Signals on Local Low-Voltage Grids. In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe) (pp. 1–5). Valletta, Malta: IEEE. https://doi.org/10.1109/ISGTEurope64741.2025.11305633
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| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6534
Handel, K., Schulte, K., Quakernack, L., Rigo-Mariani, R., & Haubrock, J. (2025). 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) (pp. 1–5). Valletta, Malta: IEEE. https://doi.org/10.1109/ISGTEurope64741.2025.11305517
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| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6532
Ye, W., Heberer, S., Zhang, P., Quakernack, L., Haubrock, J., Kelker, M., … Wilker, S. (2025). Predictive Energy Management of Residential Microgrids with Power-To-X Options and Voltage Constraints. In 2025 IEEE Kiel PowerTech (pp. 1–6). Kiel, Germany: IEEE. https://doi.org/10.1109/PowerTech59965.2025.11180211
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| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5720
Quakernack, L., Engelmann, T., Haubrock, J., & Vaquet, V. (2024). LSTM Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter Data. In IEEE (Ed.), 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Dubrovnik, Croatia: IEEE. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863725
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| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6536
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.
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2024 | Konferenzbeitrag | FH-PUB-ID: 6533
Vaquet, V., Hinder, F., Vaquet, J., Lammers, K., Quakernack, L., & Hammer, B. (2024). Localizing of Anomalies in Critical Infrastructure using Model-Based Drift Explanations. In 2024 International Joint Conference on Neural Networks (IJCNN) (pp. 1–8). Yokohama, Japan: IEEE. https://doi.org/10.1109/IJCNN60899.2024.10651472
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| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6537
Wilker, S., Bauer, P., Reisinger, T., Leopold, T., Quakernack, L., & Haubrock, J. (2024). Development of AI agents for cellular energy systems to increase flexibilities provided by sector coupling and distributed storage. Presented at the 13. Symposium Communications for Energy Systems (ComForEn 2024) , Wien.
HSBI-PUB
2024 | Konferenzbeitrag | FH-PUB-ID: 6531
Ye, W., Chang, H.-H., Zhang, P., Quakernack, L., Kelker, M., & Haubrock, J. (2024). Comparison of Hierarchical MPC-Based Energy Management Strategies for Residential Microgrids. In 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Dubrovnik, Croatia: IEEE. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863063
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| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5761
Quakernack, L., Gurcke, M., Schulte, K., & Haubrock, J. (2024). Grid-Oriented Control of Vehicle Batteries in a Cellular Grid Setup Based on Fuzzy Logic. In IEEE (Ed.), 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Dubrovnik, Croatia: IEEE. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863623
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| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5557
Schulte, K., Engel, L., Quakernack, L., Liegmann, F., & Haubrock, J. (2024). A comparison of machine learning algorithms for the optimization of a day-ahead photovoltaic power forecast. In N. Holjevac, T. Baškarad, M. Zidar, & I. Kuzle (Eds.), IEEE PES ISGT Europe 2024 Conference book. Dubrovnik, Croatia.
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2023 | Konferenzbeitrag | FH-PUB-ID: 5723
Engelmann, T., Quakernack, L., & 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.), PESS 2023; Power and Energy Student Summit. Bielefeld.
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2023 | Konferenzbeitrag | FH-PUB-ID: 6530
Quakernack, L., Vaquet, V., Hammer, B., & Haubrock, J. (2023). A Sensor Fault Detection and Imputation Framework for Electrical Distribution Grids. In 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Grenoble, France: IEEE. https://doi.org/10.1109/ISGTEUROPE56780.2023.10407843
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| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 4357
Schulte, K., Engel, L., Quakernack, L., & Haubrock, J. (2023). Optimized photovoltaic power forecast using k-means clustering based error reduction. In 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Grenoble, France: IEEE. https://doi.org/10.1109/ISGTEUROPE56780.2023.10407521
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| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 3105
Quakernack, L., Hövelmann, J., Kröger, K., & Haubrock, J. (2023). AI-based heat demand forecasting in industrial buildings for flexible operation of combined heat and power plants. Presented at the International ETG-Congress 2023, Magdeburg, Germany.
HSBI-PUB
2023 | Konferenzbeitrag | FH-PUB-ID: 3096
Steinhagen, B., Jungh, T., Hesse, M., Rückert, U., Quakernack, L., Kelker, M., & 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 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East (ISGT Middle East) (pp. 1–5). Abu Dhabi, United Arab Emirates: IEEE. https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3113
Quakernack, L., Kelker, M., & Haubrock, J. (2022). 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) (pp. 1–5). Novi Sad, Serbia: IEEE. https://doi.org/10.1109/ISGT-Europe54678.2022.9960416
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3112
Kelker, M., Quakernack, L., Haubrock, J., & Westermann, D. (2022). Multi agent double deep Q-network with multiple reward functions for electric vehicle charge control. In 2022 IEEE Power & Energy Society General Meeting (PESGM) (pp. 01–05). Denver, CO, USA: IEEE. https://doi.org/10.1109/PESGM48719.2022.9917038
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3097 | 
Quakernack, L., Kelker, M., Rückert, U., & 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.
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| Download (ext.)
2021 | Konferenzbeitrag | FH-PUB-ID: 3356
Kelker, M., Quakernack, L., & Haubrock, J. (2021). Multi agent deep Q-reinforcement learning for autonomous low voltage grid control. In 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe) (pp. 1–6). Espoo, Finland: IEEE. https://doi.org/10.1109/ISGTEurope52324.2021.9639897
HSBI-PUB
| DOI
2018 | Konferenzbeitrag | FH-PUB-ID: 3360
Quakernack, L., Kelker, M., & Haubrock, J. (2018). Simulation of a Smart-Micro-Grid to Analyse an Intelligent Charge Management in Matlab Simulink for a Local Bakery Chain. Presented at the 8. IEEE Germany Student Conference, Magdeburg.
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25 Publikationen
2025 | Konferenzbeitrag | FH-PUB-ID: 6529
Quakernack, L., Engelmann, T., & 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.
HSBI-PUB
2025 | Konferenzbeitrag | FH-PUB-ID: 6525
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 2025 IEEE Kiel PowerTech (pp. 1–6). Kiel, Germany: IEEE. https://doi.org/10.1109/PowerTech59965.2025.11180740
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6522
Engelmann, T., Quakernack, L., & Haubrock, J. (2025). Load Forecasting in Cellular Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning. In 2025 IEEE Kiel PowerTech (pp. 1–6). Kiel, Germany: IEEE. https://doi.org/10.1109/PowerTech59965.2025.11180432
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6527
Quakernack, L., Engelmann, T., & Haubrock, J. (2025). Forecast Errors and Their Impact in Managing Cellular Low-voltage Grids. In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe) (pp. 1–5). Valletta, Malta: IEEE. https://doi.org/10.1109/ISGTEurope64741.2025.11305550
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6526
Engelmann, T., Quakernack, L., & Haubrock, J. (2025). Data-driven Day-ahead Load Classification For Capacity Planning. In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe) (pp. 1–5). Valletta, Malta: IEEE. https://doi.org/10.1109/ISGTEurope64741.2025.11305555
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6535
Gurcke, M., Quakernack, L., Schulte, K., & Haubrock, J. (2025). Impact of Global Price Signals on Local Low-Voltage Grids. In 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe) (pp. 1–5). Valletta, Malta: IEEE. https://doi.org/10.1109/ISGTEurope64741.2025.11305633
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6534
Handel, K., Schulte, K., Quakernack, L., Rigo-Mariani, R., & Haubrock, J. (2025). 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) (pp. 1–5). Valletta, Malta: IEEE. https://doi.org/10.1109/ISGTEurope64741.2025.11305517
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6532
Ye, W., Heberer, S., Zhang, P., Quakernack, L., Haubrock, J., Kelker, M., … Wilker, S. (2025). Predictive Energy Management of Residential Microgrids with Power-To-X Options and Voltage Constraints. In 2025 IEEE Kiel PowerTech (pp. 1–6). Kiel, Germany: IEEE. https://doi.org/10.1109/PowerTech59965.2025.11180211
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5720
Quakernack, L., Engelmann, T., Haubrock, J., & Vaquet, V. (2024). LSTM Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter Data. In IEEE (Ed.), 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Dubrovnik, Croatia: IEEE. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863725
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6536
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.
HSBI-PUB
2024 | Konferenzbeitrag | FH-PUB-ID: 6533
Vaquet, V., Hinder, F., Vaquet, J., Lammers, K., Quakernack, L., & Hammer, B. (2024). Localizing of Anomalies in Critical Infrastructure using Model-Based Drift Explanations. In 2024 International Joint Conference on Neural Networks (IJCNN) (pp. 1–8). Yokohama, Japan: IEEE. https://doi.org/10.1109/IJCNN60899.2024.10651472
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6537
Wilker, S., Bauer, P., Reisinger, T., Leopold, T., Quakernack, L., & Haubrock, J. (2024). Development of AI agents for cellular energy systems to increase flexibilities provided by sector coupling and distributed storage. Presented at the 13. Symposium Communications for Energy Systems (ComForEn 2024) , Wien.
HSBI-PUB
2024 | Konferenzbeitrag | FH-PUB-ID: 6531
Ye, W., Chang, H.-H., Zhang, P., Quakernack, L., Kelker, M., & Haubrock, J. (2024). Comparison of Hierarchical MPC-Based Energy Management Strategies for Residential Microgrids. In 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Dubrovnik, Croatia: IEEE. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863063
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5761
Quakernack, L., Gurcke, M., Schulte, K., & Haubrock, J. (2024). Grid-Oriented Control of Vehicle Batteries in a Cellular Grid Setup Based on Fuzzy Logic. In IEEE (Ed.), 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Dubrovnik, Croatia: IEEE. https://doi.org/10.1109/ISGTEUROPE62998.2024.10863623
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5557
Schulte, K., Engel, L., Quakernack, L., Liegmann, F., & Haubrock, J. (2024). A comparison of machine learning algorithms for the optimization of a day-ahead photovoltaic power forecast. In N. Holjevac, T. Baškarad, M. Zidar, & I. Kuzle (Eds.), IEEE PES ISGT Europe 2024 Conference book. Dubrovnik, Croatia.
HSBI-PUB
2023 | Konferenzbeitrag | FH-PUB-ID: 5723
Engelmann, T., Quakernack, L., & 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.), PESS 2023; Power and Energy Student Summit. Bielefeld.
HSBI-PUB
| Download (ext.)
2023 | Konferenzbeitrag | FH-PUB-ID: 6530
Quakernack, L., Vaquet, V., Hammer, B., & Haubrock, J. (2023). A Sensor Fault Detection and Imputation Framework for Electrical Distribution Grids. In 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Grenoble, France: IEEE. https://doi.org/10.1109/ISGTEUROPE56780.2023.10407843
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 4357
Schulte, K., Engel, L., Quakernack, L., & Haubrock, J. (2023). Optimized photovoltaic power forecast using k-means clustering based error reduction. In 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE) (pp. 1–5). Grenoble, France: IEEE. https://doi.org/10.1109/ISGTEUROPE56780.2023.10407521
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 3105
Quakernack, L., Hövelmann, J., Kröger, K., & Haubrock, J. (2023). AI-based heat demand forecasting in industrial buildings for flexible operation of combined heat and power plants. Presented at the International ETG-Congress 2023, Magdeburg, Germany.
HSBI-PUB
2023 | Konferenzbeitrag | FH-PUB-ID: 3096
Steinhagen, B., Jungh, T., Hesse, M., Rückert, U., Quakernack, L., Kelker, M., & 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 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East (ISGT Middle East) (pp. 1–5). Abu Dhabi, United Arab Emirates: IEEE. https://doi.org/10.1109/ISGTMiddleEast56437.2023.10078593
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3113
Quakernack, L., Kelker, M., & Haubrock, J. (2022). 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) (pp. 1–5). Novi Sad, Serbia: IEEE. https://doi.org/10.1109/ISGT-Europe54678.2022.9960416
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3112
Kelker, M., Quakernack, L., Haubrock, J., & Westermann, D. (2022). Multi agent double deep Q-network with multiple reward functions for electric vehicle charge control. In 2022 IEEE Power & Energy Society General Meeting (PESGM) (pp. 01–05). Denver, CO, USA: IEEE. https://doi.org/10.1109/PESGM48719.2022.9917038
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3097 |
Quakernack, L., Kelker, M., Rückert, U., & 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.
HSBI-PUB
| Download (ext.)
2021 | Konferenzbeitrag | FH-PUB-ID: 3356
Kelker, M., Quakernack, L., & Haubrock, J. (2021). Multi agent deep Q-reinforcement learning for autonomous low voltage grid control. In 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe) (pp. 1–6). Espoo, Finland: IEEE. https://doi.org/10.1109/ISGTEurope52324.2021.9639897
HSBI-PUB
| DOI
2018 | Konferenzbeitrag | FH-PUB-ID: 3360
Quakernack, L., Kelker, M., & Haubrock, J. (2018). Simulation of a Smart-Micro-Grid to Analyse an Intelligent Charge Management in Matlab Simulink for a Local Bakery Chain. Presented at the 8. IEEE Germany Student Conference, Magdeburg.
HSBI-PUB