activity
20212026
most citedA Framework for Synthetic Power System Dynamics

9 citations · 17 across the 8 of their papers we have counts for

collaborators

8 papers

nlin.AO2026

Nodal Braess's Paradox and Inertia Destabilization with Dynamic Node and Line Failures in Power Grids

Nubius Brandner, Frank Hellmann, Hans Würfel +3

Large-scale power outages are typically caused by cascading failures. These unfold dynamically through complex interactions between network dynamics and individual component failur…

eess.SY2025

Complex Phase Analysis of Power Grid Dynamics

Jakob Niehues, Anna Büttner, Anne Riegler +1

With an increasing share of renewable energy sources, accurate and efficient modeling of grid-forming inverters is becoming crucial for system stability. Linear methods are a power…

cs.LG2024

Projected Neural Differential Equations for Learning Constrained Dynamics

Alistair White, Anna Büttner, Maximilian Gelbrecht +4

Neural differential equations offer a powerful approach for learning dynamical systems from data. However, they do not inherently respect known constraints, such as conservation la…

eess.SY2024★ 3 cited

Predicting Fault-Ride-Through Probability of Inverter-Dominated Power Grids using Machine Learning

Christian Nauck, Anna Büttner, Sebastian Liemann +2

Due to the increasing share of renewables, the analysis of the dynamical behavior of power grids gains importance. Effective risk assessments necessitate the analysis of large numb…

nlin.AO2023★ 4 cited

Complex Couplings -- A universal, adaptive and bilinear formulation of power grid dynamics

Anna Büttner, Frank Hellmann

The paper is now published in PRX Enegry. Please refer to the PRX version from now on. Anna Büttner and Frank Hellmann. "Complex Couplings-A Universal, Adaptive, and Bilinear Formu…

nlin.AO2023★ 9 cited

A Framework for Synthetic Power System Dynamics

Anna Büttner, Anton Plietzsch, Mehrnaz Anvari +1

The paper is published in Chaos. Please refer to the Chaos version from now on. Anna Büttner, Anton Plietzsch, Mehrnaz Anvari, Frank Hellmann; A framework for synthetic power syste…

nlin.AO2022

Ambient Forcing: Sampling Local Perturbations in Constrained Phase Spaces

Anna Büttner, Jürgen Kurths, Frank Hellmann

Ambient Forcing is a novel method to sample random states from manifolds of differential-algebraic equations (DAE). These states can represent local perturbations of nodes in power…

eess.SY2021★ 1 cited

An Open Source Software Stack for Tuning the Dynamical Behavior of Complex Power Systems

Anna Büttner, Hans Würfel, Anton Plietzsch +2

BlockSystems.jl and NetworkDynamics.jl are two novel software packages which facilitate highly efficient transient stability simulations of power networks. Users may specify inputs…