[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-121788-en":3,"doc-seo-121788-105":30,"detail-sidebar-cat-0-en-105":91},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"doc_content":15,"file_id":16,"file_url":17,"file_type":18,"file_size":19,"view_count":4,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"site_id":24,"html_lang":23,"table_of_contents":25,"faqs":26,"seo_title":27,"seo_description":14,"update_tm":28,"read_time":29},121788,16904993612988,"Olivia Brown","https://ap-avatar.wpscdn.com/davatar_a8503ba1806abce46bf441b54a3ca4cd",8,"Research & Report","MACHINE LEARNING APPROACH FOR DYNAMIC EVENT IDENTIFICATION IN POWER SYSTEMS WITH WIDE AREA MEASUREMENT SYSTEMS - Master’s Dissertation","Dissertation on machine learning methods for identifying dynamic events in power systems supported by wide area measurement systems. The work is presented as a master’s program requirement at the Federal University of Paraná, in Electrical Engineering (Power Systems). It includes formal approval records from the examination board, detailing evaluation and defense procedures for the research conducted under supervision. The study context emphasizes data-driven event detection and advances in analysis for grid monitoring and reliability improvement.","UNIVERSIDADE FEDERAL DO PARANÁ  \nNATHAN ELIAS MARUCH BARRETO  \nMACHINE LEARNING APPROACH FOR DYNAMIC EVENT IDENTIFICATION IN POWER SYSTEMS WITH WIDE AREA MEASUREMENT SYSTEMS  \nCURITIBA  \n2023  \nNATHAN ELIAS MARUCH BARRETO  \nMACHINE LEARNING APPROACH FOR DYNAMIC EVENT IDENTIFICATION IN POWER SYSTEMS WITH WIDE AREA MEASUREMENT SYSTEMS  \nDissertação apresentada ao Programa de PósGraduação em Engenharia Elétrica – Sistemas de Potência, no Departamento de Engenharia Elétrica, pertencente ao Setor de Tecnologia da Universidade Federal do Paraná, como parte das atividades requeridas para a obtenção do título de Mestre em Engenharia Elétrica.  \nOrientador:  \nProf. Dr. Alexandre Rasi Aoki  \nCo-orientador:  \nProf. Dr. Ricardo Schumacher  \nCURITIBA  \n2023  \n􀀁􀀂􀀁􀀃􀀄 􀀆􀀇􀀈􀀉􀀊􀀇􀀂􀀋􀀆􀀃􀀇􀀂􀀆􀀄 􀀁􀀉 􀀋􀀂􀀈􀀂􀀌􀀃􀀍􀀂􀀎􀀐􀀃 􀀇􀀂 􀀒􀀓􀀔􀀌􀀆􀀋􀀂􀀎􀀐􀀃 􀀕􀀋􀀆􀀒􀀖􀀓􀀇􀀆􀀗􀀉􀀊􀀄􀀆􀀁􀀂􀀁􀀉 􀀘􀀉􀀁􀀉􀀊􀀂􀀌 􀀁􀀃 􀀒􀀂􀀊􀀂􀀇􀀙􀀄􀀆􀀄􀀈􀀉􀀛􀀂 􀀁􀀉 􀀔􀀆􀀔􀀌􀀆􀀃􀀈􀀉􀀋􀀂􀀄 􀀜 􀀔􀀆􀀔􀀌􀀆􀀃􀀈􀀉􀀋􀀂 􀀁􀀉 􀀋􀀆􀀝􀀇􀀋􀀆􀀂 􀀉 􀀈􀀉􀀋􀀇􀀃􀀌􀀃􀀍􀀆􀀂  \n􀀔 !\"\\#$ 􀀇 \"% & 􀀉'( ) 􀀛 *+%  \n􀀛 +%(&! '! &(&, -- \\# +% .\\# /0& 1(+ !2!&\" (/!&\"(.(+ \"(\\#& (& -\\#3!)0)\"!1) 3(\"% 3(/! ! 1! )* !1!&\" )0)\"!1) 4 􀀇 \"% & 􀀉'( ) 􀀛 *+%  \n􀀔 !\"\\#5 􀀜 􀀋* (\"(6 $ 78795 : !+* )\\# \\#&;'(&! \u003C 􀀒􀀁􀀘5  \n􀀁())! \" =>\\# 􀀕􀀛!)\" /\\#􀀖 ; 􀀓&(2! )(/ /! 􀀘!/! ' /\\# 􀀒 &?$ 􀀄!\"\\# /!􀀈!+&\\#'\\#,( $ 􀀒 \\#, 1 /! 􀀒@);􀀍 /* =>\\# !1 􀀉&,!&% ( 􀀉'A\" (+ 5  \n􀀃 (!&\" /\\# \u003C 􀀂'!B &/ ! 􀀊 )( 􀀂\\#C(  \n􀀋\\#\\# (!&\" /\\# \u003C 􀀊(+ /\\# 􀀄+%*1 +%!  \n:5 􀀂- !&/(D /\\# /! 1?E*(& )5 75 􀀆&\"!'(,F&+( \"(.(+( '5 95 􀀄()\"!1 ) /!!&! ,( !'A\" (+ 5 G5 􀀛?E*(& ) /! 1!/(=>\\# -\\# +\\#\\# /!& / )5 􀀆5 􀀓&(2! )(/ /!􀀘!/! ' /\\# 􀀒 &?5 􀀆􀀆5 􀀒 \\#, 1 /! 􀀒@);􀀍 /* =>\\# !1 􀀉&,!&% ( 􀀉'A\" (+ 5 􀀆􀀆􀀆5 􀀂\\#C($ 􀀂'!B &/ ! 􀀊 )(5 􀀆􀀗5 􀀄+%*1 +%! $ 􀀊(+ /\\#5 􀀗5 􀀈H\"*'\\#5  \n􀀔(6'(\\#\"!+? (\\#\u003C 􀀉'( ) 􀀔 6\\#) / 􀀄('2 􀀋􀀊􀀔;J4:KJG  \nMINISTÉRIO DA EDUCAÇÃO  \nSETOR DE TECNOLOGIA  \nUNIVERSIDADE FEDERAL DO PARANÁ  \nPRÓ-REITORIA DE PESQUISA E PÓS-GRADUAÇÃOPROGRAMA DE PÓS-GRADUAÇÃO ENGENHARIA ELÉTRICA-40001016043P4  \nTERMO DE APROVAÇÃO  \nOs membros da Banca Examinadora designada pelo Colegiado do Programa de Pós-Graduação ENGENHARIA ELÉTRICA da Universidade Federal do Paraná foram convocados para realizar a arguição da Dissertação de Mestrado de NATHAN ELIAS MARUCH BARRETO intitulada: MACHINE LEARNING APPROACH FOR DYNAMIC EVENT IDENTIFICATION IN POWER SYSTEMS WITH WIDE AREA MEASUREMENT SYSTEMS, sob orientação do Prof. Dr. ALEXANDRE RASI AOKI, que após tereminquirido o aluno e realizada a avaliação do trabalho, são de parecer pela sua APROVAÇÃO no rito de defesa.  \nA outorga do título de mestre está sujeita à homologação pelo colegiado, ao atendimento de todas as indicações e correções solicitadas pela banca e ao pleno atendimento das demandas regimentais do Programa de Pós-Graduação.  \nCuritiba, 13 de Fevereiro de 2023.  \nAssinatura Eletrônica  \n16/02/2023 14:45:18 .0 ALEXANDRE RASI AOKI Presidente da Banca Examinadora  \nAssinatura Eletrônica  \n10/03/2023 15:19:47 .0  \nVITOR HUGO FERREIRA  \nAvaliador Externo (UNIVERSIDADE FEDERAL DO PARANÁ )  \nAssinatura Eletrônica  \n14/02/2023 14:06:00 .0 GUSTAVO HENRIQUE DA COSTA OLIVEIRA Avaliador Interno (UNIVERSIDADE FEDERAL DO PARANÁ)  \nAssinatura Eletrônica  \n14/02/2023 13:47:56 .0  \nROMAN KUIAVA  \nAvaliador Interno (UNIVERSIDADE FEDERAL DO PARANÁ)  \nAv. Cel. Francisco H. dos Santos, 210, Jardim das Américas, Depto. de Engenharia Elétrica-DELT, Tecnologia, Campus Centro Politécnico-Curitiba-Paraná -Brasil  \nCEP 81530-000-Tel: (41) 3361-3622-E-mail: [ppgee@eletrica.ufpr.br](ppgee@eletrica.ufpr.br)  \nDocumento assinado eletronicamente de acordo com o disposto na legislação federal Decreto 8539 de 08 de outubro de 2015.  \nGerado e autenticado pelo SIGA-UFPR, com a seguinte identificação única: 256134  \nPara autenticar este documento/assinatura, acesse [https://www.prppg.ufpr.br/siga/visitante/autenticacaoassinaturas.jsp](https://www.prppg.ufpr.br/siga/visitante/autenticacaoassinaturas.jsp)  \ne insira o codigo 256134  \nI dedicate this dissertation to my mother, Raquel, grandmother Eraide and fiancée Maria who have been my pillars of support in different areas and stages of my life.  \nACKNOWLEDGEMENT  \nFirst and ","cbCaifxn7VlgfNc4","https://ap.wps.com/l/cbCaifxn7VlgfNc4","pdf",8632766,1,133,"English","en",105,"# Dissertation information\n## Approval and defense statement\n## Acknowledgements","[{\"question\":\"What is the dissertation about?\",\"answer\":\"It focuses on applying machine learning for dynamic event identification in power systems using wide area measurement systems.\"},{\"question\":\"Who supervised the dissertation?\",\"answer\":\"The dissertation lists Prof. Dr. Alexandre Rasi Aoki as the supervisor, with Prof. Dr. Ricardo Schumacher as co-supervisor.\"},{\"question\":\"What does the approval section state?\",\"answer\":\"The examination board evaluates the master’s dissertation after the student’s defense and provides an approval opinion, subject to program requirements and formal approvals by the program.\"}]","MACHINE LEARNING APPROACH FOR DYNAMIC EVENT IDENTIFICATION IN POWER SYSTEMS WITH WIDE AREA MEASUREMENT SYSTEMS - Master’s Dissertation | PDF",1785806837,335,{"code":4,"msg":31,"data":32},"ok",{"site_id":24,"language":23,"slug":33,"title":13,"keywords":34,"description":14,"schema_data":35,"social_meta":86,"head_meta":88,"extra_data":90,"updated_unix":28},"machine-learning-approach-for-dynamic-event-identification-in-power-systems-with-wide-area-measurement-systems-masters-dissertation","",{"@graph":36,"@context":85},[37,54,68],{"@type":38,"itemListElement":39},"BreadcrumbList",[40,44,48,51],{"item":41,"name":42,"@type":43,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":45,"name":46,"@type":43,"position":47},"https://docshare.wps.com/document/","Document",2,{"item":49,"name":12,"@type":43,"position":50},"https://docshare.wps.com/document/research-report/",3,{"item":52,"name":13,"@type":43,"position":53},"https://docshare.wps.com/document/machine-learning-approach-for-dynamic-event-identification-in-power-systems-with-wide-area-measurement-systems-masters-dissertation/121788/",4,{"url":52,"name":13,"@type":55,"author":56,"headline":13,"publisher":58,"fileFormat":61,"inLanguage":23,"description":14,"dateModified":62,"datePublished":62,"encodingFormat":61,"isAccessibleForFree":63,"interactionStatistic":64},"DigitalDocument",{"name":9,"@type":57},"Person",{"url":41,"name":59,"@type":60},"DocShare","Organization","application/pdf","2026-08-04",true,{"@type":65,"interactionType":66,"userInteractionCount":4},"InteractionCounter",{"@type":67},"ViewAction",{"@type":69,"mainEntity":70},"FAQPage",[71,77,81],{"name":72,"@type":73,"acceptedAnswer":74},"What is the dissertation about?","Question",{"text":75,"@type":76},"It focuses on applying machine learning for dynamic event identification in power systems using wide area measurement systems.","Answer",{"name":78,"@type":73,"acceptedAnswer":79},"Who supervised the dissertation?",{"text":80,"@type":76},"The dissertation lists Prof. Dr. Alexandre Rasi Aoki as the supervisor, with Prof. Dr. Ricardo Schumacher as co-supervisor.",{"name":82,"@type":73,"acceptedAnswer":83},"What does the approval section state?",{"text":84,"@type":76},"The examination board evaluates the master’s dissertation after the student’s defense and provides an approval opinion, subject to program requirements and formal approvals by the program.","https://schema.org",{"og:url":52,"og:type":87,"og:title":13,"og:site_name":59,"og:description":14},"article",{"robots":89,"canonical":52},"index,follow",{"doc_id":7,"site_id":24},{"code":4,"msg":5,"data":92},[93,97,101,105,110,115,120,123,128,131,135],{"id":20,"doc_module":4,"doc_module_name":46,"category_name":94,"show_sort_weight":95,"slug":96},"Story & Novel",90,"story-novel",{"id":47,"doc_module":4,"doc_module_name":46,"category_name":98,"show_sort_weight":99,"slug":100},"Literature",80,"literature",{"id":53,"doc_module":4,"doc_module_name":46,"category_name":102,"show_sort_weight":103,"slug":104},"Exam",70,"exam",{"id":106,"doc_module":4,"doc_module_name":46,"category_name":107,"show_sort_weight":108,"slug":109},5,"Comic",60,"comic",{"id":111,"doc_module":4,"doc_module_name":46,"category_name":112,"show_sort_weight":113,"slug":114},6,"Technology",50,"technology",{"id":116,"doc_module":4,"doc_module_name":46,"category_name":117,"show_sort_weight":118,"slug":119},7,"Healthcare",40,"healthcare",{"id":11,"doc_module":4,"doc_module_name":46,"category_name":12,"show_sort_weight":121,"slug":122},30,"research-report",{"id":124,"doc_module":4,"doc_module_name":46,"category_name":125,"show_sort_weight":126,"slug":127},9,"Religion & Spirituality",20,"religion-spirituality",{"id":126,"doc_module":4,"doc_module_name":46,"category_name":129,"show_sort_weight":126,"slug":130},"World Cup","world-cup",{"id":132,"doc_module":4,"doc_module_name":46,"category_name":133,"show_sort_weight":132,"slug":134},10,"Lifestyle","lifestyle",{"id":136,"doc_module":4,"doc_module_name":46,"category_name":137,"show_sort_weight":106,"slug":138},19,"General","general"]