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Distributed Power-Line Outage Detection Based on Wide Area Measurement System
In modern power grids, the fast and reliable detection of power-line outages is an important functionality, which prevents cascading failures and facilitates an accurate state estimation to monitor the real-time conditions of the grids. However, most of the existing approaches for outage detection s...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4168416/ https://www.ncbi.nlm.nih.gov/pubmed/25051035 http://dx.doi.org/10.3390/s140713114 |
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author | Zhao, Liang Song, Wen-Zhan |
author_facet | Zhao, Liang Song, Wen-Zhan |
author_sort | Zhao, Liang |
collection | PubMed |
description | In modern power grids, the fast and reliable detection of power-line outages is an important functionality, which prevents cascading failures and facilitates an accurate state estimation to monitor the real-time conditions of the grids. However, most of the existing approaches for outage detection suffer from two drawbacks, namely: (i) high computational complexity; and (ii) relying on a centralized means of implementation. The high computational complexity limits the practical usage of outage detection only for the case of single-line or double-line outages. Meanwhile, the centralized means of implementation raises security and privacy issues. Considering these drawbacks, the present paper proposes a distributed framework, which carries out in-network information processing and only shares estimates on boundaries with the neighboring control areas. This novel framework relies on a convex-relaxed formulation of the line outage detection problem and leverages the alternating direction method of multipliers (ADMM) for its distributed solution. The proposed framework invokes a low computational complexity, requiring only linear and simple matrix-vector operations. We also extend this framework to incorporate the sparse property of the measurement matrix and employ the LSQRalgorithm to enable a warm start, which further accelerates the algorithm. Analysis and simulation tests validate the correctness and effectiveness of the proposed approaches. |
format | Online Article Text |
id | pubmed-4168416 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-41684162014-09-19 Distributed Power-Line Outage Detection Based on Wide Area Measurement System Zhao, Liang Song, Wen-Zhan Sensors (Basel) Article In modern power grids, the fast and reliable detection of power-line outages is an important functionality, which prevents cascading failures and facilitates an accurate state estimation to monitor the real-time conditions of the grids. However, most of the existing approaches for outage detection suffer from two drawbacks, namely: (i) high computational complexity; and (ii) relying on a centralized means of implementation. The high computational complexity limits the practical usage of outage detection only for the case of single-line or double-line outages. Meanwhile, the centralized means of implementation raises security and privacy issues. Considering these drawbacks, the present paper proposes a distributed framework, which carries out in-network information processing and only shares estimates on boundaries with the neighboring control areas. This novel framework relies on a convex-relaxed formulation of the line outage detection problem and leverages the alternating direction method of multipliers (ADMM) for its distributed solution. The proposed framework invokes a low computational complexity, requiring only linear and simple matrix-vector operations. We also extend this framework to incorporate the sparse property of the measurement matrix and employ the LSQRalgorithm to enable a warm start, which further accelerates the algorithm. Analysis and simulation tests validate the correctness and effectiveness of the proposed approaches. MDPI 2014-07-21 /pmc/articles/PMC4168416/ /pubmed/25051035 http://dx.doi.org/10.3390/s140713114 Text en © 2014 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 license (http://creativecommons.org/licenses/by/3.0/). |
spellingShingle | Article Zhao, Liang Song, Wen-Zhan Distributed Power-Line Outage Detection Based on Wide Area Measurement System |
title | Distributed Power-Line Outage Detection Based on Wide Area Measurement System |
title_full | Distributed Power-Line Outage Detection Based on Wide Area Measurement System |
title_fullStr | Distributed Power-Line Outage Detection Based on Wide Area Measurement System |
title_full_unstemmed | Distributed Power-Line Outage Detection Based on Wide Area Measurement System |
title_short | Distributed Power-Line Outage Detection Based on Wide Area Measurement System |
title_sort | distributed power-line outage detection based on wide area measurement system |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4168416/ https://www.ncbi.nlm.nih.gov/pubmed/25051035 http://dx.doi.org/10.3390/s140713114 |
work_keys_str_mv | AT zhaoliang distributedpowerlineoutagedetectionbasedonwideareameasurementsystem AT songwenzhan distributedpowerlineoutagedetectionbasedonwideareameasurementsystem |