Benjamin Schäfer

According to our database, Benjamin Schäfer authored at least 29 papers between 2018 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

Transformer training strategies for forecasting multiple load time series.

Matthias Hertel, Maximilian Beichter, Benedikt Heidrich, Oliver Neumann, Benjamin Schäfer, Ralf Mikut, Veit Hagenmeyer

Energy Inform., January, 2023

Non-standard power grid frequency statistics in Asia, Australia, and Europe.

Xinyi Wen, Mehrnaz Anvari, Leonardo Rydin Gorjão, G. Cigdem Yalcin, Veit Hagenmeyer, Benjamin Schäfer

CoRR, 2023

Regulatory Changes in Power Systems Explored with Explainable Artificial Intelligence.

Sebastian Pütz, Johannes Kruse, Dirk Witthaut, Veit Hagenmeyer, Benjamin Schäfer

CoRR, 2023

Non-linear, bivariate stochastic modelling of power-grid frequency applied to islands.

Ulrich Oberhofer, Leonardo Rydin Gorjão, G. Cigdem Yalcin, Oliver Kamps, Veit Hagenmeyer, Benjamin Schäfer

CoRR, 2023

Microscopic Fluctuations in Power-Grid Frequency Recordings at the Subsecond Scale.

Benjamin Schäfer, Leonardo Rydin Gorjão, G. Cigdem Yalcin, Ellen Förstner, Richard Jumar, Heiko Maaß, Uwe G. Kühnapfel, Veit Hagenmeyer

Complex., 2023

Probabilistic Forecasting of Day-Ahead Electricity Prices and their Volatility with LSTMs.

Julius Trebbien, Sebastian Pütz, Benjamin Schäfer, Heidi S. Nygård, Leonardo Rydin Gorjão, Dirk Witthaut

Proceedings of the IEEE PES Innovative Smart Grid Technologies Europe, 2023

Regulatory Changes in German and Austrian Power Systems Explored with Explainable Artificial Intelligence.

Sebastian Pütz, Johannes Kruse, Dirk Witthaut, Veit Hagenmeyer, Benjamin Schäfer

Proceedings of the Companion Proceedings of the 14th ACM International Conference on Future Energy Systems, 2023

2022

Revealing interactions between HVDC cross-area flows and frequency stability with explainable AI.

Sebastian Pütz, Benjamin Schäfer, Dirk Witthaut, Johannes Kruse

Energy Inform., 2022

Boost short-term load forecasts with synthetic data from transferred latent space information.

Benedikt Heidrich, Lisa Mannsperger, Marian Turowski, Kaleb Phipps, Benjamin Schäfer, Ralf Mikut, Veit Hagenmeyer

Energy Inform., 2022

Understanding electricity prices beyond the merit order principle using explainable AI.

Julius Trebbien, Leonardo Rydin Gorjão, Aaron Praktiknjo, Benjamin Schäfer, Dirk Witthaut

CoRR, 2022

Physics-inspired machine learning for power grid frequency modelling.

Johannes Kruse, Eike Cramer, Benjamin Schäfer, Dirk Witthaut

CoRR, 2022

Predicting the power grid frequency of European islands.

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

CoRR, 2022

Understanding Braess' Paradox in power grids.

Benjamin Schäfer, Thiemo Pesch, Debsankha Manik, Julian Gollenstede, Guosong Lin, Hans-Peter Beck, Dirk Witthaut, Marc Timme

CoRR, 2022

Microscopic fluctuations in power-grid frequency recordings at the sub-second scale.

Benjamin Schäfer, Leonardo Rydin Gorjão, G. Cigdem Yalcin, Ellen Förstner, Richard Jumar, Heiko Maaß, Uwe G. Kühnapfel, Veit Hagenmeyer

CoRR, 2022

Initial analysis of the impact of the Ukrainian power grid synchronization with Continental Europe.

Philipp C. Böttcher, Leonardo Rydin Gorjão, Christian Beck, Richard Jumar, Heiko Maaß, Veit Hagenmeyer, Dirk Witthaut, Benjamin Schäfer

CoRR, 2022

Inferring Topology of Networks With Hidden Dynamic Variables.

Raoul Schmidt, Hauke Haehne, Laura Hillmann, Jose Casadiego, Dirk Witthaut, Benjamin Schäfer, Marc Timme

IEEE Access, 2022

Phase and Amplitude Synchronization in Power-Grid Frequency Fluctuations in the Nordic Grid.

Leonardo Rydin Gorjão, Luigi Vanfretti, Dirk Witthaut, Christian Beck, Benjamin Schäfer

IEEE Access, 2022

Validation Methods for Energy Time Series Scenarios From Deep Generative Models.

Eike Cramer, Leonardo Rydin Gorjão, Alexander Mitsos, Benjamin Schäfer, Dirk Witthaut, Manuel Dahmen

IEEE Access, 2022

2021

Revealing drivers and risks for power grid frequency stability with explainable AI.

Johannes Kruse, Benjamin Schäfer, Dirk Witthaut

Patterns, 2021

Secondary control activation analysed and predicted with explainable AI.

Johannes Kruse, Benjamin Schäfer, Dirk Witthaut

CoRR, 2021

Secondary frequency control stabilizing voltage dynamics.

Eder Batista Tchawou Tchuisseu, Eric-Donald Ndogmo, Pavel Procházka, Damià Gomila, Paul Woafo, Pere Colet, Benjamin Schäfer

CoRR, 2021

Phase and amplitude synchronisation in power-grid frequency fluctuations in the Nordic Grid.

Leonardo Rydin Gorjão, Luigi Vanfretti, Dirk Witthaut, Christian Beck, Benjamin Schäfer

CoRR, 2021

Exploring deterministic frequency deviations with explainable AI.

Johannes Kruse, Benjamin Schäfer, Dirk Witthaut

Proceedings of the IEEE International Conference on Communications, 2021

2020

Power grid frequency data base.

Richard Jumar, Heiko Maaß, Benjamin Schäfer, Leonardo Rydin Gorjão, Veit Hagenmeyer

CoRR, 2020

Predictability of Power Grid Frequency.

Johannes Kruse, Benjamin Schäfer, Dirk Witthaut

IEEE Access, 2020

Data-Driven Model of the Power-Grid Frequency Dynamics.

Leonardo Rydin Gorjão, Mehrnaz Anvari, Holger Kantz, Christian Beck, Dirk Witthaut, Marc Timme, Benjamin Schäfer

IEEE Access, 2020

2018

Control of active power for synchronization and transient stability of power grids.

Randall Martyr, Benjamin Schäfer, Christian Beck, Vito Latora

CoRR, 2018

Isolating the Impact of Trading on Grid Frequency Fluctuations.

Benjamin Schäfer, Marc Timme, Dirk Witthaut

Proceedings of the 2018 IEEE PES Innovative Smart Grid Technologies Conference Europe, 2018

How Decentral Smart Grid Control Limits Non-Gaussian Power Grid Frequency Fluctuations.

Benjamin Schäfer, Dirk Witthaut, Marc Timme

Proceedings of the IEEE Conference on Control Technology and Applications, 2018