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 …

Validation of synthetic US electric power distribution system data sets

V Krishnan, B Bugbee, T Elgindy… - … on Smart Grid, 2020 - ieeexplore.ieee.org
There is a strong need for synthetic yet realistic distribution system test data sets that are as
diverse, large, and complex to solve as real systems. Such data sets can facilitate the …

A review on providing realistic electric grid simulations for academia and industry

AB Birchfield, TJ Overbye - Current Sustainable/Renewable Energy …, 2023 - Springer
Abstract Purpose of Review Engineering analysis and design for large-scale electric power
grids require advanced modeling and simulation capabilities for a variety of studies, with two …

Modeling synthetic power distribution network and datasets with industrial validation

M Ali, K Prakash, C Macana, MQ Raza… - Journal of Industrial …, 2023 - Elsevier
Creating synthetic networks and datasets for power distribution network is challenging due
to continuous expansion of networks, integration of new low carbon technologies and large …

Dynamic volatility spillovers among bulk mineral commodities: A network method

S An, X Gao, H An, S Liu, Q Sun, N Jia - Resources Policy, 2020 - Elsevier
The volatility spillover effects among bulk mineral commodities is an important and hot issue
in mineral resource policy. This paper applies a network theory approach that incorporates a …

Improved Fault Classification and Localization in Power Transmission Networks Using VAE-Generated Synthetic Data and Machine Learning Algorithms

MA Khan, B Asad, T Vaimann, A Kallaste… - Machines, 2023 - mdpi.com
The reliable operation of power transmission networks depends on the timely detection and
localization of faults. Fault classification and localization in electricity transmission networks …

A GNN-based generative model for generating synthetic cyber-physical power system topology

Y Liu, H Xie, A Presekal, A Stefanov… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Synthetic networks aim at generating realistic projections of real-world networks while
concealing the actual system information. This paper proposes a scalable and effective …

Modified Erdős–Rényi Random Graph Model for Generating Synthetic Power Grids

M Shahraeini - IEEE Systems Journal, 2023 - ieeexplore.ieee.org
Synthetic power graphs have recently been widely used to assist researchers in analyzing
power grids as complex networks. In general, power graphs are sparsely connected, scale …

From Delaunay triangulation to topological data analysis: generation of more realistic synthetic power grid networks

AK Dey, SJ Young, YR Gel - Journal of the Royal Statistical …, 2023 - academic.oup.com
Assessing novel methods for increasing power system resilience against cyber-physical
hazards requires real power grid data or high-quality synthetic data. However, for security …

Synthetic benchmarks for power systems

MH Mohammadi, K Saleh - IEEE Access, 2021 - ieeexplore.ieee.org
Power system benchmarks are transmission and distribution networks used to evaluate
novel control algorithms and simulate grid evolution scenarios. These benchmarks range in …