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Power-Law Distributions of Dynamic Cascade Failures in Power-Grid Models
Power-law distributed cascade failures are well known in power-grid systems. Understanding this phenomena has been done by various DC threshold models, self-tuned at their critical point. Here, we attempt to describe it using an AC threshold model, with a second-order Kuramoto type equation of motio...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517205/ https://www.ncbi.nlm.nih.gov/pubmed/33286438 http://dx.doi.org/10.3390/e22060666 |
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author | Ódor, Géza Hartmann, Bálint |
author_facet | Ódor, Géza Hartmann, Bálint |
author_sort | Ódor, Géza |
collection | PubMed |
description | Power-law distributed cascade failures are well known in power-grid systems. Understanding this phenomena has been done by various DC threshold models, self-tuned at their critical point. Here, we attempt to describe it using an AC threshold model, with a second-order Kuramoto type equation of motion of the power-flow. We have focused on the exploration of network heterogeneity effects, starting from homogeneous two-dimensional (2D) square lattices to the US power-grid, possessing identical nodes and links, to a realistic electric power-grid obtained from the Hungarian electrical database. The last one exhibits node dependent parameters, topologically marginally on the verge of robust networks. We show that too weak quenched heterogeneity, coming solely from the probabilistic self-frequencies of nodes (2D square lattice), is not sufficient for finding power-law distributed cascades. On the other hand, too strong heterogeneity destroys the synchronization of the system. We found agreement with the empirically observed power-law failure size distributions on the US grid, as well as on the Hungarian networks near the synchronization transition point. We have also investigated the consequence of replacing the usual Gaussian self-frequencies to exponential distributed ones, describing renewable energy sources. We found a drop in the steady state synchronization averages, but the cascade size distribution, both for the US and Hungarian systems, remained insensitive and have kept the universal tails, being characterized by the exponent [Formula: see text]. We have also investigated the effect of an instantaneous feedback mechanism in case of the Hungarian power-grid. |
format | Online Article Text |
id | pubmed-7517205 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-75172052020-11-09 Power-Law Distributions of Dynamic Cascade Failures in Power-Grid Models Ódor, Géza Hartmann, Bálint Entropy (Basel) Article Power-law distributed cascade failures are well known in power-grid systems. Understanding this phenomena has been done by various DC threshold models, self-tuned at their critical point. Here, we attempt to describe it using an AC threshold model, with a second-order Kuramoto type equation of motion of the power-flow. We have focused on the exploration of network heterogeneity effects, starting from homogeneous two-dimensional (2D) square lattices to the US power-grid, possessing identical nodes and links, to a realistic electric power-grid obtained from the Hungarian electrical database. The last one exhibits node dependent parameters, topologically marginally on the verge of robust networks. We show that too weak quenched heterogeneity, coming solely from the probabilistic self-frequencies of nodes (2D square lattice), is not sufficient for finding power-law distributed cascades. On the other hand, too strong heterogeneity destroys the synchronization of the system. We found agreement with the empirically observed power-law failure size distributions on the US grid, as well as on the Hungarian networks near the synchronization transition point. We have also investigated the consequence of replacing the usual Gaussian self-frequencies to exponential distributed ones, describing renewable energy sources. We found a drop in the steady state synchronization averages, but the cascade size distribution, both for the US and Hungarian systems, remained insensitive and have kept the universal tails, being characterized by the exponent [Formula: see text]. We have also investigated the effect of an instantaneous feedback mechanism in case of the Hungarian power-grid. MDPI 2020-06-16 /pmc/articles/PMC7517205/ /pubmed/33286438 http://dx.doi.org/10.3390/e22060666 Text en © 2020 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ódor, Géza Hartmann, Bálint Power-Law Distributions of Dynamic Cascade Failures in Power-Grid Models |
title | Power-Law Distributions of Dynamic Cascade Failures in Power-Grid Models |
title_full | Power-Law Distributions of Dynamic Cascade Failures in Power-Grid Models |
title_fullStr | Power-Law Distributions of Dynamic Cascade Failures in Power-Grid Models |
title_full_unstemmed | Power-Law Distributions of Dynamic Cascade Failures in Power-Grid Models |
title_short | Power-Law Distributions of Dynamic Cascade Failures in Power-Grid Models |
title_sort | power-law distributions of dynamic cascade failures in power-grid models |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7517205/ https://www.ncbi.nlm.nih.gov/pubmed/33286438 http://dx.doi.org/10.3390/e22060666 |
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