Dirk Witthaut

Publication Activity (10 Years)

Years Active: 2004-2024
Publications (10 Years): 43

Top Topics

Diffusion Processes

Statistical Inference

Generative Model

Top Venues

COMPLEX NETWORKS (2)

Publications

Carsten Hartmann, Philipp C. Böttcher, David Gross, Dirk Witthaut
Synchronized states of power grids and oscillator networks by convex optimization. CoRR (2024)
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)
Philipp C. Böttcher, Franz Kaiser, Henrik Ronellenfitsch, Vito Latora, Dirk Witthaut
Dual Communities Characterize Structural Patterns and Robustness in Leaf Venation Networks. COMPLEX NETWORKS (2) (2023)
Maurizio Titz, Sebastian Pütz, Dirk Witthaut
Identifying drivers and mitigators for congestion and redispatch in the German electric power system with explainable AI. CoRR (2023)
Florian A. Overberg, Philipp C. Böttcher, Dirk Witthaut, Simon Morgenthaler
Emipy: An open-source Python-based tool to analyze industrial emissions in Europe. SoftwareX 23 (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)
Hannes Hilger, Dirk Witthaut, Manuel Dahmen, Leonardo Rydin Gorjão, Julius Trebbien, Eike Cramer
Multivariate Scenario Generation of Day-Ahead Electricity Prices using Normalizing Flows. CoRR (2023)
Sebastian Pütz, Johannes Kruse, Dirk Witthaut, Veit Hagenmeyer, Benjamin Schäfer
Regulatory Changes in Power Systems Explored with Explainable Artificial Intelligence. CoRR (2023)
Philipp C. Böttcher, Leonardo Rydin Gorjão, Dirk Witthaut
Stability Bounds of Droop-Controlled Inverters in Power Grid Networks. IEEE Access 11 (2023)
Philipp C. Böttcher, Leonardo Rydin Gorjão, Dirk Witthaut
Stability bounds of droop-controlled inverters in power grid networks. CoRR (2023)
Leonardo Rydin Gorjão, Dirk Witthaut, Pedro G. Lind
Library for Statistical Inference of Jump-Diffusion Processes in Observational or Experimental Data Sets. J. Stat. Softw. 105 (4) (2023)
Leonardo Rydin Gorjão, Galib Hassan, Jürgen Kurths, Dirk Witthaut
MFDFA: Efficient multifractal detrended fluctuation analysis in python. Comput. Phys. Commun. 273 (2022)
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)
Eike Cramer, Dirk Witthaut, Alexander Mitsos, Manuel Dahmen
Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows. CoRR (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)
Maurizio Titz, Franz Kaiser, Johannes Kruse, Dirk Witthaut
Predicting Dynamic Stability from Static Features in Power Grid Models using Machine Learning. CoRR (2022)
Franz Kaiser, Dirk Witthaut
Universal Statistics of Redistribution Factors and Large Scale Cascades in Power Grids. IEEE Access 9 (2021)
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Exploring deterministic frequency deviations with explainable AI. CoRR (2021)
Leonardo Rydin Gorjão, Dirk Witthaut, Klaus Lehnertz, Pedro G. Lind
Arbitrary-Order Finite-Time Corrections for the Kramers-Moyal Operator. Entropy 23 (5) (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)
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)
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Predictability of Power Grid Frequency. IEEE Access 8 (2020)
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)
Farnaz Basiri, Jose Casadiego, Marc Timme, Dirk Witthaut
From State Estimation to Network Reconstruction. CoRR (2017)
Jonas Hörsch, Henrik Ronellenfitsch, Dirk Witthaut, Tom Brown
Linear Optimal Power Flow Using Cycle Flows. CoRR (2017)
Henrik Ronellenfitsch, Debsankha Manik, Jonas Hörsch, Tom Brown, Dirk Witthaut
Dual theory of transmission line outages. CoRR (2016)
Henrik Ronellenfitsch, Marc Timme, Dirk Witthaut
A Dual Method for Computing Power Transfer Distribution Factors. CoRR (2015)
Dirk Witthaut, Michael Fleischhauer
Relation between discrete and continuous teleportation using linear elements. Quantum Inf. Comput. 4 (2) (2004)