Lars Quakernack
25 Publikationen
2025 | Konferenzbeitrag | FH-PUB-ID: 6529
Quakernack, Lars, et al. 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, et al. “Autonomous AI for Cellular Energy Systems Increasing Flexibilities Provided by Sector Coupling and Distributed Storage.” 2025 IEEE Kiel PowerTech, IEEE, 2025, pp. 1–6, doi:10.1109/PowerTech59965.2025.11180740.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6522
Engelmann, Thomas, et al. “Load Forecasting in Cellular Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning.” 2025 IEEE Kiel PowerTech, IEEE, 2025, pp. 1–6, doi:10.1109/PowerTech59965.2025.11180432.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6527
Quakernack, Lars, et al. “Forecast Errors and Their Impact in Managing Cellular Low-Voltage Grids.” 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5, doi:10.1109/ISGTEurope64741.2025.11305550.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6526
Engelmann, Thomas, et al. “Data-Driven Day-Ahead Load Classification For Capacity Planning.” 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5, doi:10.1109/ISGTEurope64741.2025.11305555.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6535
Gurcke, Melina, et al. “Impact of Global Price Signals on Local Low-Voltage Grids.” 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5, doi:10.1109/ISGTEurope64741.2025.11305633.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6534
Handel, Katrin, et al. “Impacts of Energy Tariff Structures in Home Battery Energy Storage System Controls on Low-Voltage Grids.” 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5, doi:10.1109/ISGTEurope64741.2025.11305517.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6532
Ye, Wenyan, et al. “Predictive Energy Management of Residential Microgrids with Power-To-X Options and Voltage Constraints.” 2025 IEEE Kiel PowerTech, IEEE, 2025, pp. 1–6, doi:10.1109/PowerTech59965.2025.11180211.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5720
Quakernack, Lars, et al. “LSTM Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter Data.” 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), edited by IEEE, IEEE, 2024, pp. 1–5, doi:10.1109/ISGTEUROPE62998.2024.10863725.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6536
Quakernack, Lars, et al. Autonome KI für Zellulare Energiesysteme mit zunehmender Flexibilität durch Sektorenkopplung und verteilte Speicher. Edited by TU Graz, 2024.
HSBI-PUB
2024 | Konferenzbeitrag | FH-PUB-ID: 6533
Vaquet, Valerie, et al. “Localizing of Anomalies in Critical Infrastructure Using Model-Based Drift Explanations.” 2024 International Joint Conference on Neural Networks (IJCNN), IEEE, 2024, pp. 1–8, doi:10.1109/IJCNN60899.2024.10651472.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6537
Wilker, Stefan, et al. 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, et al. “Comparison of Hierarchical MPC-Based Energy Management Strategies for Residential Microgrids.” 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), IEEE, 2024, pp. 1–5, doi:10.1109/ISGTEUROPE62998.2024.10863063.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5761
Quakernack, Lars, et al. “Grid-Oriented Control of Vehicle Batteries in a Cellular Grid Setup Based on Fuzzy Logic.” 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), edited by IEEE, IEEE, 2024, pp. 1–5, doi:10.1109/ISGTEUROPE62998.2024.10863623.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5557
Schulte, Katrin, et al. “A Comparison of Machine Learning Algorithms for the Optimization of a Day-Ahead Photovoltaic Power Forecast.” IEEE PES ISGT Europe 2024 Conference Book, edited by Ninoslav Holjevac et al., 2024.
HSBI-PUB
2023 | Konferenzbeitrag | FH-PUB-ID: 5723
Engelmann, Thomas, et al. “Q-Learning Based Control Algorithm with Dynamic Combination of Peak Shaving and Self-Consumption Optimization for Industrial Battery Storage Systems.” PESS 2023; Power and Energy Student Summit, edited by IEEE, 2023.
HSBI-PUB
| Download (ext.)
2023 | Konferenzbeitrag | FH-PUB-ID: 6530
Quakernack, Lars, et al. “A Sensor Fault Detection and Imputation Framework for Electrical Distribution Grids.” 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), IEEE, 2023, pp. 1–5, doi:10.1109/ISGTEUROPE56780.2023.10407843.
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 4357
Schulte, Katrin, et al. “Optimized Photovoltaic Power Forecast Using K-Means Clustering Based Error Reduction.” 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), IEEE, 2023, pp. 1–5, doi:10.1109/ISGTEUROPE56780.2023.10407521.
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 3105
Quakernack, Lars, et al. 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, et al. “Evaluation of the Usage of Edge Computing and LoRa for the Control of Electric Vehicle Charging in the Low Voltage Grid.” 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East (ISGT Middle East), IEEE, 2023, pp. 1–5, doi:10.1109/ISGTMiddleEast56437.2023.10078593.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3113
Quakernack, Lars, et al. “Deep Reinforcement Learning For Autonomous Control Of Low Voltage Grids With Focus On Grid Stability In Future Power Grids.” 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), IEEE, 2022, pp. 1–5, doi:10.1109/ISGT-Europe54678.2022.9960416.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3112
Kelker, Michael, et al. “Multi Agent Double Deep Q-Network with Multiple Reward Functions for Electric Vehicle Charge Control.” 2022 IEEE Power & Energy Society General Meeting (PESGM), IEEE, 2022, pp. 01–05, doi:10.1109/PESGM48719.2022.9917038.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3097 | 
Quakernack, Lars, et al. 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, et al. “Multi Agent Deep Q-Reinforcement Learning for Autonomous Low Voltage Grid Control.” 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), IEEE, 2021, pp. 1–6, doi:10.1109/ISGTEurope52324.2021.9639897.
HSBI-PUB
| DOI
2018 | Konferenzbeitrag | FH-PUB-ID: 3360
Quakernack, Lars, et al. 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, et al. 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, et al. “Autonomous AI for Cellular Energy Systems Increasing Flexibilities Provided by Sector Coupling and Distributed Storage.” 2025 IEEE Kiel PowerTech, IEEE, 2025, pp. 1–6, doi:10.1109/PowerTech59965.2025.11180740.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6522
Engelmann, Thomas, et al. “Load Forecasting in Cellular Low-Voltage Grids for Day-Ahead Optimization Using Ensemble Learning.” 2025 IEEE Kiel PowerTech, IEEE, 2025, pp. 1–6, doi:10.1109/PowerTech59965.2025.11180432.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6527
Quakernack, Lars, et al. “Forecast Errors and Their Impact in Managing Cellular Low-Voltage Grids.” 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5, doi:10.1109/ISGTEurope64741.2025.11305550.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6526
Engelmann, Thomas, et al. “Data-Driven Day-Ahead Load Classification For Capacity Planning.” 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5, doi:10.1109/ISGTEurope64741.2025.11305555.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6535
Gurcke, Melina, et al. “Impact of Global Price Signals on Local Low-Voltage Grids.” 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5, doi:10.1109/ISGTEurope64741.2025.11305633.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6534
Handel, Katrin, et al. “Impacts of Energy Tariff Structures in Home Battery Energy Storage System Controls on Low-Voltage Grids.” 2025 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe), IEEE, 2025, pp. 1–5, doi:10.1109/ISGTEurope64741.2025.11305517.
HSBI-PUB
| DOI
2025 | Konferenzbeitrag | FH-PUB-ID: 6532
Ye, Wenyan, et al. “Predictive Energy Management of Residential Microgrids with Power-To-X Options and Voltage Constraints.” 2025 IEEE Kiel PowerTech, IEEE, 2025, pp. 1–6, doi:10.1109/PowerTech59965.2025.11180211.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5720
Quakernack, Lars, et al. “LSTM Autoencoder Model to Identify Electric Vehicles in Grouped Smart Meter Data.” 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), edited by IEEE, IEEE, 2024, pp. 1–5, doi:10.1109/ISGTEUROPE62998.2024.10863725.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6536
Quakernack, Lars, et al. Autonome KI für Zellulare Energiesysteme mit zunehmender Flexibilität durch Sektorenkopplung und verteilte Speicher. Edited by TU Graz, 2024.
HSBI-PUB
2024 | Konferenzbeitrag | FH-PUB-ID: 6533
Vaquet, Valerie, et al. “Localizing of Anomalies in Critical Infrastructure Using Model-Based Drift Explanations.” 2024 International Joint Conference on Neural Networks (IJCNN), IEEE, 2024, pp. 1–8, doi:10.1109/IJCNN60899.2024.10651472.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 6537
Wilker, Stefan, et al. 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, et al. “Comparison of Hierarchical MPC-Based Energy Management Strategies for Residential Microgrids.” 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), IEEE, 2024, pp. 1–5, doi:10.1109/ISGTEUROPE62998.2024.10863063.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5761
Quakernack, Lars, et al. “Grid-Oriented Control of Vehicle Batteries in a Cellular Grid Setup Based on Fuzzy Logic.” 2024 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), edited by IEEE, IEEE, 2024, pp. 1–5, doi:10.1109/ISGTEUROPE62998.2024.10863623.
HSBI-PUB
| DOI
2024 | Konferenzbeitrag | FH-PUB-ID: 5557
Schulte, Katrin, et al. “A Comparison of Machine Learning Algorithms for the Optimization of a Day-Ahead Photovoltaic Power Forecast.” IEEE PES ISGT Europe 2024 Conference Book, edited by Ninoslav Holjevac et al., 2024.
HSBI-PUB
2023 | Konferenzbeitrag | FH-PUB-ID: 5723
Engelmann, Thomas, et al. “Q-Learning Based Control Algorithm with Dynamic Combination of Peak Shaving and Self-Consumption Optimization for Industrial Battery Storage Systems.” PESS 2023; Power and Energy Student Summit, edited by IEEE, 2023.
HSBI-PUB
| Download (ext.)
2023 | Konferenzbeitrag | FH-PUB-ID: 6530
Quakernack, Lars, et al. “A Sensor Fault Detection and Imputation Framework for Electrical Distribution Grids.” 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), IEEE, 2023, pp. 1–5, doi:10.1109/ISGTEUROPE56780.2023.10407843.
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 4357
Schulte, Katrin, et al. “Optimized Photovoltaic Power Forecast Using K-Means Clustering Based Error Reduction.” 2023 IEEE PES Innovative Smart Grid Technologies Europe (ISGT EUROPE), IEEE, 2023, pp. 1–5, doi:10.1109/ISGTEUROPE56780.2023.10407521.
HSBI-PUB
| DOI
2023 | Konferenzbeitrag | FH-PUB-ID: 3105
Quakernack, Lars, et al. 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, et al. “Evaluation of the Usage of Edge Computing and LoRa for the Control of Electric Vehicle Charging in the Low Voltage Grid.” 2023 IEEE PES Conference on Innovative Smart Grid Technologies - Middle East (ISGT Middle East), IEEE, 2023, pp. 1–5, doi:10.1109/ISGTMiddleEast56437.2023.10078593.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3113
Quakernack, Lars, et al. “Deep Reinforcement Learning For Autonomous Control Of Low Voltage Grids With Focus On Grid Stability In Future Power Grids.” 2022 IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT-Europe), IEEE, 2022, pp. 1–5, doi:10.1109/ISGT-Europe54678.2022.9960416.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3112
Kelker, Michael, et al. “Multi Agent Double Deep Q-Network with Multiple Reward Functions for Electric Vehicle Charge Control.” 2022 IEEE Power & Energy Society General Meeting (PESGM), IEEE, 2022, pp. 01–05, doi:10.1109/PESGM48719.2022.9917038.
HSBI-PUB
| DOI
2022 | Konferenzbeitrag | FH-PUB-ID: 3097 |
Quakernack, Lars, et al. 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, et al. “Multi Agent Deep Q-Reinforcement Learning for Autonomous Low Voltage Grid Control.” 2021 IEEE PES Innovative Smart Grid Technologies Europe (ISGT Europe), IEEE, 2021, pp. 1–6, doi:10.1109/ISGTEurope52324.2021.9639897.
HSBI-PUB
| DOI
2018 | Konferenzbeitrag | FH-PUB-ID: 3360
Quakernack, Lars, et al. Simulation of a Smart-Micro-Grid to Analyse an Intelligent Charge Management in Matlab Simulink for a Local Bakery Chain. 2018.
HSBI-PUB