301 citations · 3.5k across the 94 of their papers we have counts for
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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…
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…
How Decentral Smart Grid Control limits non-Gaussian power grid frequency fluctuations
Benjamin Schäfer, Dirk Witthaut, Marc Timme
Frequency fluctuations in power grids, caused by unpredictable renewable energy sources, consumer behavior and trading, need to be balanced to ensure stable grid operation. Standar…