Clustering of Electric Power Systems into Reliability Zones in Adequacy Assessment. Part 2

The article presents an analysis of clustering methods in relation to the problem of the formation of energy calculation models (ECM) of electric power systems (EPS). Classical clustering methods are considered, such as: the k-means method, the shortest path method, as well as methods for detecting communities in graphs according to given features, which are the most suitable for solving the problem. Based on the analysis, it was found that for graph clustering, the most adequate result can be obtained by applying the Leiden method. The experimental part of the article presents the results of applying the Leiden method for the formation of the ECM of the unified energy system of Siberia.

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Publication Details

Journal
Известия Российской академии наук Энергетика
Published
2024-09-16
DOI
https://doi.org/10.31857/s0002331024020032
Primary Topic
Engineering Diagnostics and Reliability
Type
article
Field-Weighted Citation Impact
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article

Clustering of Electric Power Systems into Reliability Zones in Adequacy Assessment. Part 2

Dmitrii Iakubovskii, D. A. Boyarkin, N. A. Belyaev, Dmitry Krupenev
Известия Российской академии наук Энергетика
Engineering Diagnostics and Reliability
article

Clustering of Electric Power Systems into Reliability Zones in Adequacy Assessment. Part 2

Dmitrii Iakubovskii, D. A. Boyarkin, N. A. Belyaev, Dmitry Krupenev
article en

Abstract

The article presents an analysis of clustering methods in relation to the problem of the formation of energy calculation models (ECM) of electric power systems (EPS). Classical clustering methods are considered, such as: the k-means method, the shortest path method, as well as methods for detecting communities in graphs according to given features, which are the most suitable for solving the problem. Based on the analysis, it was found that for graph clustering, the most adequate result can be obtained by applying the Leiden method. The experimental part of the article presents the results of applying the Leiden method for the formation of the ECM of the unified energy system of Siberia.

Известия Российской академии наук Энергетика(2)
Melentiev Energy Systems Institute (RU)
Openalex Percentile: Top 83%
Engineering Diagnostics and Reliability
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