115 citations · 398 across the 14 of their papers we have counts for
4 papers · 1 filter
Resilience basins of complex systems: an application to prosumer impacts on power grids
Samuel Bien, Paul Schultz, Jobst Heitzig +1
Comparable to the traditional notion of stability in system dynamics, resilience is typically measured in a way that assesses the quality of a system's response, for example the sp…
Predicting Basin Stability of Power Grids using Graph Neural Networks
Christian Nauck, Michael Lindner, Konstantin Schürholt +5
The prediction of dynamical stability of power grids becomes more important and challenging with increasing shares of renewable energy sources due to their decentralized structure,…
A Network of Networks Approach to Interconnected Power Grids
Paul Schultz, Frank Hellmann, Jobst Heitzig +1
We present two different approaches to model power grids as interconnected networks of networks. Both models are derived from a model for spatially embedded mono-layer networks and…
A Random Growth Model for Power Grids and Other Spatially Embedded Infrastructure Networks
Paul Schultz, Jobst Heitzig, Jürgen Kurths
We propose a model to create synthetic networks that may also serve as a narrative of a certain kind of infrastructure network evolution. It consists of an initialization phase wit…