Loading…

Practical Implementation and Operational Experience of Dynamic Mode Decomposition in Wide-area Monitoring Systems of Italian Power System

This study presents the assumptions and strategies for the practical implementation of the dynamic mode decomposition approach in the wide-area monitoring system of the Italian transmission system operator, Terna. The procedure setup aims to detect poorly damped interarea oscillations of power syste...

Full description

Saved in:
Bibliographic Details
Published in:Journal of modern power systems and clean energy 2023-05, Vol.11 (3), p.793-802
Main Authors: Andrea Vicario, Alberto Berizzi, Giorgio Maria Giannuzzi, Cosimo Pisani
Format: Article
Language:English
Subjects:
Citations: Items that cite this one
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
cited_by cdi_FETCH-LOGICAL-c354t-2d7a32a1e5b4a932139f29628489937e2356dc849caf35f4219995f04340c46f3
cites
container_end_page 802
container_issue 3
container_start_page 793
container_title Journal of modern power systems and clean energy
container_volume 11
creator Andrea Vicario
Alberto Berizzi
Giorgio Maria Giannuzzi
Cosimo Pisani
description This study presents the assumptions and strategies for the practical implementation of the dynamic mode decomposition approach in the wide-area monitoring system of the Italian transmission system operator, Terna. The procedure setup aims to detect poorly damped interarea oscillations of power systems. Dynamic mode decomposition is a data-driven technique that has gained increasing attention in different fields; the proposed implementation can both characterize the oscillatory modes and identify the most influenced areas. This study presents the results of its practical implementation and operational experience in power system monitoring. It focuses on the main characteristics and solutions identified to reliably monitor the interarea electromechanical modes of the interconnected European power system. Moreover, conditions to issue an appropriate alarm in case of critical operating conditions are described. The effectiveness of the proposed approach is validated by its application in three case studies: a critical oscillatory event and a short-circuit event that occurred in the Italian power system in the previous years, and a 15-min time interval of normal grid operation recorded in March 2021.
doi_str_mv 10.35833/MPCE.2021.000509
format article
fullrecord <record><control><sourceid>doaj</sourceid><recordid>TN_cdi_doaj_primary_oai_doaj_org_article_9f5a834fd9c9441982b988df361c1d7b</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><doaj_id>oai_doaj_org_article_9f5a834fd9c9441982b988df361c1d7b</doaj_id><sourcerecordid>oai_doaj_org_article_9f5a834fd9c9441982b988df361c1d7b</sourcerecordid><originalsourceid>FETCH-LOGICAL-c354t-2d7a32a1e5b4a932139f29628489937e2356dc849caf35f4219995f04340c46f3</originalsourceid><addsrcrecordid>eNotkN1KAzEUhIMgWGofwLu8wNb8bpNLaasutLSg4uVymp-Sspss2QXtI_jWrrVXw8zHHJiD0AMlcy4V54_b_XI9Z4TROSFEEn2DJozqspCCkTs06_vTmFPNZFnyCfrZZzBDMNDgqu0a17o4wBBSxBAt3nUuX9yI19-jCS4ah5PHq3OENhi8TdbhlTOp7VIfLsUQ8WewroDsYOQxDCmHeMRv535wbf_XrgZoAkS8T18uX8E9uvXQ9G521Sn6eF6_L1-Lze6lWj5tCsOlGApmF8AZUCcPAjRnlGvPdMmUUFrzhWNcltYooQ14Lr0Yt2stPRFcECNKz6eo-r9rE5zqLocW8rlOEOpLkPKxhjx-pHG19hIUF95qo4WgWrGDVsp6XlJD7eLAfwHTLnE-</addsrcrecordid><sourcetype>Open Website</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype></control><display><type>article</type><title>Practical Implementation and Operational Experience of Dynamic Mode Decomposition in Wide-area Monitoring Systems of Italian Power System</title><source>IEEE Xplore</source><creator>Andrea Vicario ; Alberto Berizzi ; Giorgio Maria Giannuzzi ; Cosimo Pisani</creator><creatorcontrib>Andrea Vicario ; Alberto Berizzi ; Giorgio Maria Giannuzzi ; Cosimo Pisani</creatorcontrib><description>This study presents the assumptions and strategies for the practical implementation of the dynamic mode decomposition approach in the wide-area monitoring system of the Italian transmission system operator, Terna. The procedure setup aims to detect poorly damped interarea oscillations of power systems. Dynamic mode decomposition is a data-driven technique that has gained increasing attention in different fields; the proposed implementation can both characterize the oscillatory modes and identify the most influenced areas. This study presents the results of its practical implementation and operational experience in power system monitoring. It focuses on the main characteristics and solutions identified to reliably monitor the interarea electromechanical modes of the interconnected European power system. Moreover, conditions to issue an appropriate alarm in case of critical operating conditions are described. The effectiveness of the proposed approach is validated by its application in three case studies: a critical oscillatory event and a short-circuit event that occurred in the Italian power system in the previous years, and a 15-min time interval of normal grid operation recorded in March 2021.</description><identifier>EISSN: 2196-5420</identifier><identifier>DOI: 10.35833/MPCE.2021.000509</identifier><language>eng</language><publisher>IEEE</publisher><subject>dynamic mode decomposition ; Power system control ; power system dynamics ; wide-area monitoring system (WAMS)</subject><ispartof>Journal of modern power systems and clean energy, 2023-05, Vol.11 (3), p.793-802</ispartof><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c354t-2d7a32a1e5b4a932139f29628489937e2356dc849caf35f4219995f04340c46f3</citedby></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><link.rule.ids>314,780,784,27924,27925</link.rule.ids></links><search><creatorcontrib>Andrea Vicario</creatorcontrib><creatorcontrib>Alberto Berizzi</creatorcontrib><creatorcontrib>Giorgio Maria Giannuzzi</creatorcontrib><creatorcontrib>Cosimo Pisani</creatorcontrib><title>Practical Implementation and Operational Experience of Dynamic Mode Decomposition in Wide-area Monitoring Systems of Italian Power System</title><title>Journal of modern power systems and clean energy</title><description>This study presents the assumptions and strategies for the practical implementation of the dynamic mode decomposition approach in the wide-area monitoring system of the Italian transmission system operator, Terna. The procedure setup aims to detect poorly damped interarea oscillations of power systems. Dynamic mode decomposition is a data-driven technique that has gained increasing attention in different fields; the proposed implementation can both characterize the oscillatory modes and identify the most influenced areas. This study presents the results of its practical implementation and operational experience in power system monitoring. It focuses on the main characteristics and solutions identified to reliably monitor the interarea electromechanical modes of the interconnected European power system. Moreover, conditions to issue an appropriate alarm in case of critical operating conditions are described. The effectiveness of the proposed approach is validated by its application in three case studies: a critical oscillatory event and a short-circuit event that occurred in the Italian power system in the previous years, and a 15-min time interval of normal grid operation recorded in March 2021.</description><subject>dynamic mode decomposition</subject><subject>Power system control</subject><subject>power system dynamics</subject><subject>wide-area monitoring system (WAMS)</subject><issn>2196-5420</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2023</creationdate><recordtype>article</recordtype><sourceid>DOA</sourceid><recordid>eNotkN1KAzEUhIMgWGofwLu8wNb8bpNLaasutLSg4uVymp-Sspss2QXtI_jWrrVXw8zHHJiD0AMlcy4V54_b_XI9Z4TROSFEEn2DJozqspCCkTs06_vTmFPNZFnyCfrZZzBDMNDgqu0a17o4wBBSxBAt3nUuX9yI19-jCS4ah5PHq3OENhi8TdbhlTOp7VIfLsUQ8WewroDsYOQxDCmHeMRv535wbf_XrgZoAkS8T18uX8E9uvXQ9G521Sn6eF6_L1-Lze6lWj5tCsOlGApmF8AZUCcPAjRnlGvPdMmUUFrzhWNcltYooQ14Lr0Yt2stPRFcECNKz6eo-r9rE5zqLocW8rlOEOpLkPKxhjx-pHG19hIUF95qo4WgWrGDVsp6XlJD7eLAfwHTLnE-</recordid><startdate>20230501</startdate><enddate>20230501</enddate><creator>Andrea Vicario</creator><creator>Alberto Berizzi</creator><creator>Giorgio Maria Giannuzzi</creator><creator>Cosimo Pisani</creator><general>IEEE</general><scope>DOA</scope></search><sort><creationdate>20230501</creationdate><title>Practical Implementation and Operational Experience of Dynamic Mode Decomposition in Wide-area Monitoring Systems of Italian Power System</title><author>Andrea Vicario ; Alberto Berizzi ; Giorgio Maria Giannuzzi ; Cosimo Pisani</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c354t-2d7a32a1e5b4a932139f29628489937e2356dc849caf35f4219995f04340c46f3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2023</creationdate><topic>dynamic mode decomposition</topic><topic>Power system control</topic><topic>power system dynamics</topic><topic>wide-area monitoring system (WAMS)</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Andrea Vicario</creatorcontrib><creatorcontrib>Alberto Berizzi</creatorcontrib><creatorcontrib>Giorgio Maria Giannuzzi</creatorcontrib><creatorcontrib>Cosimo Pisani</creatorcontrib><collection>Directory of Open Access Journals</collection><jtitle>Journal of modern power systems and clean energy</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Andrea Vicario</au><au>Alberto Berizzi</au><au>Giorgio Maria Giannuzzi</au><au>Cosimo Pisani</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Practical Implementation and Operational Experience of Dynamic Mode Decomposition in Wide-area Monitoring Systems of Italian Power System</atitle><jtitle>Journal of modern power systems and clean energy</jtitle><date>2023-05-01</date><risdate>2023</risdate><volume>11</volume><issue>3</issue><spage>793</spage><epage>802</epage><pages>793-802</pages><eissn>2196-5420</eissn><abstract>This study presents the assumptions and strategies for the practical implementation of the dynamic mode decomposition approach in the wide-area monitoring system of the Italian transmission system operator, Terna. The procedure setup aims to detect poorly damped interarea oscillations of power systems. Dynamic mode decomposition is a data-driven technique that has gained increasing attention in different fields; the proposed implementation can both characterize the oscillatory modes and identify the most influenced areas. This study presents the results of its practical implementation and operational experience in power system monitoring. It focuses on the main characteristics and solutions identified to reliably monitor the interarea electromechanical modes of the interconnected European power system. Moreover, conditions to issue an appropriate alarm in case of critical operating conditions are described. The effectiveness of the proposed approach is validated by its application in three case studies: a critical oscillatory event and a short-circuit event that occurred in the Italian power system in the previous years, and a 15-min time interval of normal grid operation recorded in March 2021.</abstract><pub>IEEE</pub><doi>10.35833/MPCE.2021.000509</doi><tpages>10</tpages><oa>free_for_read</oa></addata></record>
fulltext fulltext
identifier EISSN: 2196-5420
ispartof Journal of modern power systems and clean energy, 2023-05, Vol.11 (3), p.793-802
issn 2196-5420
language eng
recordid cdi_doaj_primary_oai_doaj_org_article_9f5a834fd9c9441982b988df361c1d7b
source IEEE Xplore
subjects dynamic mode decomposition
Power system control
power system dynamics
wide-area monitoring system (WAMS)
title Practical Implementation and Operational Experience of Dynamic Mode Decomposition in Wide-area Monitoring Systems of Italian Power System
url http://sfxeu10.hosted.exlibrisgroup.com/loughborough?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2024-12-24T20%3A38%3A09IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-doaj&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Practical%20Implementation%20and%20Operational%20Experience%20of%20Dynamic%20Mode%20Decomposition%20in%20Wide-area%20Monitoring%20Systems%20of%20Italian%20Power%20System&rft.jtitle=Journal%20of%20modern%20power%20systems%20and%20clean%20energy&rft.au=Andrea%20Vicario&rft.date=2023-05-01&rft.volume=11&rft.issue=3&rft.spage=793&rft.epage=802&rft.pages=793-802&rft.eissn=2196-5420&rft_id=info:doi/10.35833/MPCE.2021.000509&rft_dat=%3Cdoaj%3Eoai_doaj_org_article_9f5a834fd9c9441982b988df361c1d7b%3C/doaj%3E%3Cgrp_id%3Ecdi_FETCH-LOGICAL-c354t-2d7a32a1e5b4a932139f29628489937e2356dc849caf35f4219995f04340c46f3%3C/grp_id%3E%3Coa%3E%3C/oa%3E%3Curl%3E%3C/url%3E&rft_id=info:oai/&rft_id=info:pmid/&rfr_iscdi=true