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Avtomatika i Telemekhanika, 2018, Issue 10, Pages 6–25 (Mi at15207)  
This article is cited in 9 scientific papers (total in 9 papers)

Control Problems for the Development of Large-Scale Systems

A suite of intelligent tools for early detection and prevention of blackouts in power interconnections

N. I. Voropai, N. V. Tomin, D. N. Sidorov, V. G. Kurbatsky, D. A. Panasetsky, A. V. Zhukov, D. N. Efimov, A. B. Osak

Melentiev Energy Systems Institute, Siberian Branch, Russian Academy of Sciences, Irkutsk, Russia
Full-text PDF (7436 kB) Citations (9)
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Abstract: We propose a suite of intelligent tools based on the integration of methods of agent modeling and machine learning for the improvement of protection systems and emergency automatics. We propose an online approach to the assessment and management of dynamic security of electric power systems (EPS) with the use of a streaming modification of the random forest algorithm. The suite allows to recognize dangerous modes of complex closed-loop EPS, preventing the risk of emergencies on early stages. We show results of experimental tests on IEEE test systems.
Keywords: agent modeling, machine learning, emergency automatics, electric power systems, voltage collapse, $L$-index.
Funding agency Grant number
Siberian Branch of Russian Academy of Sciences III.17.4.2, АААА-А17-117030310438-1
III.17.3.1, АААА-А17-117030310442-8
This work was done within the fundamental research program of the SB RAS, reg. no. AAAAA17-117030310438-1, research project III.17.4.2 and reg. no. AAAA-A17-117030310442-8, research project III.17.3.1.
Presented by the member of Editorial Board: A. I. Mikhal'skii

Received: 09.11.2017
English version:
Automation and Remote Control, 2018, Volume 79, Issue 10, Pages 1741–1755
DOI: https://doi.org/10.1134/S0005117918100016
Bibliographic databases:
Document Type: Article
Language: Russian
Citation: N. I. Voropai, N. V. Tomin, D. N. Sidorov, V. G. Kurbatsky, D. A. Panasetsky, A. V. Zhukov, D. N. Efimov, A. B. Osak, “A suite of intelligent tools for early detection and prevention of blackouts in power interconnections”, Avtomat. i Telemekh., 2018, no. 10, 6–25; Autom. Remote Control, 79:10 (2018), 1741–1755
Citation in format AMSBIB
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\paper A suite of intelligent tools for early detection and prevention of blackouts in power interconnections
\jour Avtomat. i Telemekh.
\yr 2018
\issue 10
\pages 6--25
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\transl
\jour Autom. Remote Control
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\vol 79
\issue 10
\pages 1741--1755
\crossref{https://doi.org/10.1134/S0005117918100016}
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    • This publication is cited in the following 9 articles:
    Citing articles in Google Scholar: Russian citations, English citations
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