61 citations · 165 across the 11 of their papers we have counts for
11 papers
Cascading Failures and Critical Infrastructures in Future Renewable European Power Systems
Maurizio Titz, Franz Kaiser, Johannes Kruse +8
The world's power systems are undergoing a rapid transformation, shifting away from carbon-intensive power generation to renewable sources. As a result, electricity is being transp…
Cyber-Physical Systems on the Megawatt Scale: The impact of battery control on grid frequency stability
Carsten Hartmann, Edoardo De Din, Daniele Carta +9
Electric power systems are undergoing fundamental change. The shift to inverter-based generation challenges frequency stability, while growing digitalisation heightens vulnerabilit…
Regulatory Changes in Power Systems Explored with Explainable Artificial Intelligence
Sebatian Pütz, Johannes Kruse, Dirk Witthaut +2
A stable supply of electrical energy is essential for the functioning of our society. Therefore, the electrical power grid's operation and energy and balancing markets are subject…
Physics-inspired machine learning for power grid frequency modelling
Johannes Kruse, Eike Cramer, Benjamin Schäfer +1
The operation of power systems is affected by diverse technical, economic and social factors. Social behaviour determines load patterns, electricity markets regulate the generation…
Predicting Dynamic Stability from Static Features in Power Grid Models using Machine Learning
Maurizio Titz, Franz Kaiser, Johannes Kruse +1
A reliable supply with electric power is vital for our society. Transmission line failures are among the biggest threats for power grid stability as they may lead to a splitting of…
Revealing interactions between HVDC cross-area flows and frequency stability with explainable AI
Sebastian Pütz, Benjamin Schäfer, Dirk Witthaut +1
The energy transition introduces more volatile energy sources into the power grids. In this context, power transfer between different synchronous areas through High Voltage Direct…
Secondary control activation analysed and predicted with explainable AI
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
The transition to a renewable energy system poses challenges for power grid operation and stability. Secondary control is key in restoring the power system to its reference followi…
Exploring deterministic frequency deviations with explainable AI
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Deterministic frequency deviations (DFDs) critically affect power grid frequency quality and power system stability. A better understanding of these events is urgently needed as fr…
Revealing drivers and risks for power grid frequency stability with explainable AI
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
Stable operation of the electrical power system requires the power grid frequency to stay within strict operational limits. With millions of consumers and thousands of generators c…
Open data base analysis of scaling and spatio-temporal properties of power grid frequencies
Leonardo Rydin Gorjão, Richard Jumar, Heiko Maass +7
The electrical energy system has attracted much attention from an increasingly diverse research community. Many theoretical predictions have been made, from scaling laws of fluctua…
Predictability of Power Grid Frequency
Johannes Kruse, Benjamin Schäfer, Dirk Witthaut
The power grid frequency is the central observable in power system control, as it measures the balance of electrical supply and demand. A reliable frequency forecast can facilitate…