Benjamin Schäfer

Publication Activity (10 Years)

Years Active: 2018-2023
Publications (10 Years): 37

Top Topics

Artificial Intelligence

Generative Model

Market Clearing

Top Venues

Publications

Xinyi Wen, Mehrnaz Anvari, Leonardo Rydin Gorjão, G. Cigdem Yalcin, Veit Hagenmeyer, Benjamin Schäfer
Non-standard power grid frequency statistics in Asia, Australia, and Europe. CoRR (2023)
Sebastian Pütz, Johannes Kruse, Dirk Witthaut, Veit Hagenmeyer, Benjamin Schäfer
Regulatory Changes in German and Austrian Power Systems Explored with Explainable Artificial Intelligence. e-Energy (Companion) (2023)
Matthias Hertel, Maximilian Beichter, Benedikt Heidrich, Oliver Neumann, Benjamin Schäfer, Ralf Mikut, Veit Hagenmeyer
Transformer training strategies for forecasting multiple load time series. Energy Inform. 6 (1) (2023)
Julius Trebbien, Sebastian Pütz, Benjamin Schäfer, Heidi S. Nygård, Leonardo Rydin Gorjão, Dirk Witthaut
Probabilistic Forecasting of Day-Ahead Electricity Prices and their Volatility with LSTMs. CoRR (2023)
Julius Trebbien, Sebastian Pütz, Benjamin Schäfer, Heidi S. Nygård, Leonardo Rydin Gorjão, Dirk Witthaut
Probabilistic Forecasting of Day-Ahead Electricity Prices and their Volatility with LSTMs. ISGT EUROPE (2023)
Sebastian Pütz, Johannes Kruse, Dirk Witthaut, Veit Hagenmeyer, Benjamin Schäfer
Regulatory Changes in Power Systems Explored with Explainable Artificial Intelligence. CoRR (2023)
Benjamin Schäfer, Leonardo Rydin Gorjão, G. Cigdem Yalcin, Ellen Förstner, Richard Jumar, Heiko Maaß, Uwe G. Kühnapfel, Veit Hagenmeyer
Microscopic Fluctuations in Power-Grid Frequency Recordings at the Subsecond Scale. Complex. 2023 (2023)
Ulrich Oberhofer, Leonardo Rydin Gorjão, G. Cigdem Yalcin, Oliver Kamps, Veit Hagenmeyer, Benjamin Schäfer
Non-linear, bivariate stochastic modelling of power-grid frequency applied to islands. CoRR (2023)
Matthias Hertel, Maximilian Beichter, Benedikt Heidrich, Oliver Neumann, Benjamin Schäfer, Ralf Mikut, Veit Hagenmeyer
Transformer Training Strategies for Forecasting Multiple Load Time Series. CoRR (2023)
Thorbjørn Lund Onsaker, Heidi S. Nygård, Damià Gomila, Pere Colet, Ralf Mikut, Richard Jumar, Heiko Maaß, Uwe G. Kühnapfel, Veit Hagenmeyer, Dirk Witthaut, Benjamin Schäfer
Predicting the power grid frequency of European islands. CoRR (2022)
Philipp C. Böttcher, Leonardo Rydin Gorjão, Christian Beck, Richard Jumar, Heiko Maaß, Veit Hagenmeyer, Dirk Witthaut, Benjamin Schäfer
Initial analysis of the impact of the Ukrainian power grid synchronization with Continental Europe. CoRR (2022)
Julius Trebbien, Leonardo Rydin Gorjão, Aaron Praktiknjo, Benjamin Schäfer, Dirk Witthaut
Understanding electricity prices beyond the merit order principle using explainable AI. CoRR (2022)
Sebastian Pütz, Benjamin Schäfer, Dirk Witthaut, Johannes Kruse
Revealing interactions between HVDC cross-area flows and frequency stability with explainable AI. CoRR (2022)
Benedikt Heidrich, Lisa Mannsperger, Marian Turowski, Kaleb Phipps, Benjamin Schäfer, Ralf Mikut, Veit Hagenmeyer
Boost short-term load forecasts with synthetic data from transferred latent space information. Energy Inform. 5 (2022)
Johannes Kruse, Eike Cramer, Benjamin Schäfer, Dirk Witthaut
Physics-inspired machine learning for power grid frequency modelling. CoRR (2022)
Raoul Schmidt, Hauke Haehne, Laura Hillmann, Jose Casadiego, Dirk Witthaut, Benjamin Schäfer, Marc Timme
Inferring Topology of Networks With Hidden Dynamic Variables. IEEE Access 10 (2022)
Eike Cramer, Leonardo Rydin Gorjão, Alexander Mitsos, Benjamin Schäfer, Dirk Witthaut, Manuel Dahmen
Validation Methods for Energy Time Series Scenarios From Deep Generative Models. IEEE Access 10 (2022)
Benjamin Schäfer, Thiemo Pesch, Debsankha Manik, Julian Gollenstede, Guosong Lin, Hans-Peter Beck, Dirk Witthaut, Marc Timme
Understanding Braess' Paradox in power grids. CoRR (2022)
Sebastian Pütz, Benjamin Schäfer, Dirk Witthaut, Johannes Kruse
Revealing interactions between HVDC cross-area flows and frequency stability with explainable AI. Energy Inform. 5 (2022)
Leonardo Rydin Gorjão, Luigi Vanfretti, Dirk Witthaut, Christian Beck, Benjamin Schäfer
Phase and Amplitude Synchronization in Power-Grid Frequency Fluctuations in the Nordic Grid. IEEE Access 10 (2022)
Benjamin Schäfer, Leonardo Rydin Gorjão, G. Cigdem Yalcin, Ellen Förstner, Richard Jumar, Heiko Maaß, Uwe G. Kühnapfel, Veit Hagenmeyer
Microscopic fluctuations in power-grid frequency recordings at the sub-second scale. CoRR (2022)
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Exploring deterministic frequency deviations with explainable AI. CoRR (2021)
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Revealing drivers and risks for power grid frequency stability with explainable AI. Patterns 2 (11) (2021)
Benjamin Schäfer, Dirk Witthaut, Marc Timme
How Decentral Smart Grid Control limits non-Gaussian power grid frequency fluctuations. CoRR (2021)
Eike Cramer, Leonardo Rydin Gorjão, Alexander Mitsos, Benjamin Schäfer, Dirk Witthaut, Manuel Dahmen
Validation Methods for Energy Time Series Scenarios from Deep Generative Models. CoRR (2021)
Eder Batista Tchawou Tchuisseu, Eric-Donald Ndogmo, Pavel Procházka, Damià Gomila, Paul Woafo, Pere Colet, Benjamin Schäfer
Secondary frequency control stabilizing voltage dynamics. CoRR (2021)
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Secondary control activation analysed and predicted with explainable AI. CoRR (2021)
Leonardo Rydin Gorjão, Luigi Vanfretti, Dirk Witthaut, Christian Beck, Benjamin Schäfer
Phase and amplitude synchronisation in power-grid frequency fluctuations in the Nordic Grid. CoRR (2021)
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Exploring deterministic frequency deviations with explainable AI. SmartGridComm (2021)
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Revealing drivers and risks for power grid frequency stability with explainable AI. CoRR (2021)
Leonardo Rydin Gorjão, Mehrnaz Anvari, Holger Kantz, Christian Beck, Dirk Witthaut, Marc Timme, Benjamin Schäfer
Data-Driven Model of the Power-Grid Frequency Dynamics. IEEE Access 8 (2020)
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Predictability of Power Grid Frequency. CoRR (2020)
Richard Jumar, Heiko Maaß, Benjamin Schäfer, Leonardo Rydin Gorjão, Veit Hagenmeyer
Power grid frequency data base. CoRR (2020)
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Predictability of Power Grid Frequency. IEEE Access 8 (2020)
Randall Martyr, Benjamin Schäfer, Christian Beck, Vito Latora
Control of active power for synchronization and transient stability of power grids. CoRR (2018)
Benjamin Schäfer, Marc Timme, Dirk Witthaut
Isolating the Impact of Trading on Grid Frequency Fluctuations. ISGT Europe (2018)
Benjamin Schäfer, Dirk Witthaut, Marc Timme
How Decentral Smart Grid Control Limits Non-Gaussian Power Grid Frequency Fluctuations. CCTA (2018)