Collective nonlinear dynamics and self-organization in decentralized power grids

D Witthaut, F Hellmann, J Kurths, S Kettemann… - Reviews of modern …, 2022 - APS
The ongoing transition to renewable energy supply comes with a restructuring of power
grids, changing their effective interaction topologies, more and more strongly decentralizing …

Revealing drivers and risks for power grid frequency stability with explainable AI

J Kruse, B Schäfer, D Witthaut - Patterns, 2021 - cell.com
Stable operation of an electric power system requires strict operational limits for the grid
frequency. Fluctuations and external impacts can cause large frequency deviations and …

Reinforcement learning optimizes power dispatch in decentralized power grid

Y Lee, H Choi, L Pagnier, CH Kim, J Lee, B Jhun… - Chaos, Solitons & …, 2024 - Elsevier
Effective frequency control in power grids has become increasingly important with the
increasing demand for renewable energy sources. Here, we propose a novel strategy for …

Finite-time correlations boost large voltage angle fluctuations in electric power grids

M Tyloo, J Hindes, P Jacquod - Journal of Physics: Complexity, 2023 - iopscience.iop.org
Decarbonization in the energy sector has been accompanied by an increased penetration of
new renewable energy sources in electric power systems. Such sources differ from …

Rare desynchronization events in power grids: on data implementation and dimensional reductions

T Ritmeester, H Meyer-Ortmanns - Journal of Physics …, 2022 - iopscience.iop.org
We discuss the frequency of desynchronization events in power grids for realistic data input.
We focus on the role of time correlations in the fluctuating power production and propose a …

Explicit formulas for the asymptotic variance of a linearized model of a Gaussian disturbance driven power system with a uniform damping-inertia ratio

X Wu, K Xi, A Cheng, HX Lin, JH van Schuppen… - Chaos, Solitons & …, 2024 - Elsevier
Serious fluctuations caused by disturbances may lead to instability of power systems. With
the disturbance modeled by a Brownian motion process, the fluctuations are often described …

Modal decomposition of the linear swing equation in networks with symmetries

K Bhatta, MM Hayat, F Sorrentino - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Symmetries are widespread in physical, technological, biological, and social systems and
networks, including power grids. The swing equation is a classic model for the dynamics of …

Quantifying fluctuations for dynamical power systems with stochastic excitations: A power spectral density-based method

X Qing, W He, M Zhou, W Du - Chaos: An Interdisciplinary Journal of …, 2023 - pubs.aip.org
Fluctuations of state variables play a pivotal role in analyzing small signal stability of the
power system due to the integration of renewable energy sources. This paper develops a …

System size identification from sinusoidal probing in diffusive complex networks

M Tyloo, R Delabays - Journal of Physics: Complexity, 2021 - iopscience.iop.org
One of the most fundamental characteristic of a complex system is its size (or volume),
which, in many modelling, is represented by the number of its individual components …

Supermodal decomposition of the linear swing equation for multilayer networks

K Bhatta, A Nazerian, F Sorrentino - IEEE Access, 2022 - ieeexplore.ieee.org
We study the swing equation in the case of a multilayer network in which generators and
motors are modeled differently; namely, the model for each generator is given by second …