37 citations · 70 across the 7 of their papers we have counts for
3 papers · 1 filter
Dirac--Bianconi Graph Neural Networks -- Enabling Non-Diffusive Long-Range Graph Predictions
Christian Nauck, Rohan Gorantla, Michael Lindner +3
The geometry of a graph is encoded in dynamical processes on the graph. Many graph neural network (GNN) architectures are inspired by such dynamical systems, typically based on the…
Towards dynamic stability analysis of sustainable power grids using graph neural networks
Christian Nauck, Michael Lindner, Konstantin Schürholt +1
To mitigate climate change, the share of renewable needs to be increased. Renewable energies introduce new challenges to power grids due to decentralization, reduced inertia and vo…
Toward Dynamic Stability Assessment of Power Grid Topologies using Graph Neural Networks
Christian Nauck, Michael Lindner, Konstantin Schürholt +1
To mitigate climate change, the share of renewable energies in power production needs to be increased. Renewables introduce new challenges to power grids regarding the dynamic stab…