{"id":"https://openalex.org/W2990105993","doi":"https://doi.org/10.1109/isgteurope.2019.8905652","title":"Mixed Regression Clustering Techniques for the Medium Term Prediction of Reactive Power within Transmission Grids","display_name":"Mixed Regression Clustering Techniques for the Medium Term Prediction of Reactive Power within Transmission Grids","publication_year":2019,"publication_date":"2019-09-01","ids":{"openalex":"https://openalex.org/W2990105993","doi":"https://doi.org/10.1109/isgteurope.2019.8905652","mag":"2990105993"},"language":"en","primary_location":{"id":"doi:10.1109/isgteurope.2019.8905652","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgteurope.2019.8905652","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5070092243","display_name":"Pierre-David Dapoz","orcid":null},"institutions":[{"id":"https://openalex.org/I130929987","display_name":"University of Mons","ror":"https://ror.org/02qnnz951","country_code":"BE","type":"education","lineage":["https://openalex.org/I130929987"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Pierre-David Dapoz","raw_affiliation_strings":["University of Mons,Electrical Power Unit,Mons,Belgium,7000","Electrical Power Unit, University of Mons, Mons, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Mons,Electrical Power Unit,Mons,Belgium,7000","institution_ids":["https://openalex.org/I130929987"]},{"raw_affiliation_string":"Electrical Power Unit, University of Mons, Mons, Belgium","institution_ids":["https://openalex.org/I130929987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074672368","display_name":"Zacharie De Gr\u00e8ve","orcid":"https://orcid.org/0000-0002-1167-7178"},"institutions":[{"id":"https://openalex.org/I130929987","display_name":"University of Mons","ror":"https://ror.org/02qnnz951","country_code":"BE","type":"education","lineage":["https://openalex.org/I130929987"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Zacharie de Greve","raw_affiliation_strings":["University of Mons,Electrical Power Unit,Mons,Belgium,7000","Electrical Power Unit, University of Mons, Mons, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Mons,Electrical Power Unit,Mons,Belgium,7000","institution_ids":["https://openalex.org/I130929987"]},{"raw_affiliation_string":"Electrical Power Unit, University of Mons, Mons, Belgium","institution_ids":["https://openalex.org/I130929987"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081212344","display_name":"Philippe de Pauw","orcid":null},"institutions":[{"id":"https://openalex.org/I2801831186","display_name":"Elia (Belgium)","ror":"https://ror.org/00227f603","country_code":"BE","type":"company","lineage":["https://openalex.org/I2801831186"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Philippe de Pauw","raw_affiliation_strings":["ELIA,Power System Planing, Grid Development,Brussels,Belgium","Power System Planing, Grid Development, ELIA, Brussels, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ELIA,Power System Planing, Grid Development,Brussels,Belgium","institution_ids":["https://openalex.org/I2801831186"]},{"raw_affiliation_string":"Power System Planing, Grid Development, ELIA, Brussels, Belgium","institution_ids":["https://openalex.org/I2801831186"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5054006709","display_name":"Jonathan Sprooten","orcid":null},"institutions":[{"id":"https://openalex.org/I2801831186","display_name":"Elia (Belgium)","ror":"https://ror.org/00227f603","country_code":"BE","type":"company","lineage":["https://openalex.org/I2801831186"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Jonathan Sprooten","raw_affiliation_strings":["ELIA,Power System Planing, Grid Development,Brussels,Belgium","Power System Planing, Grid Development, ELIA, Brussels, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ELIA,Power System Planing, Grid Development,Brussels,Belgium","institution_ids":["https://openalex.org/I2801831186"]},{"raw_affiliation_string":"Power System Planing, Grid Development, ELIA, Brussels, Belgium","institution_ids":["https://openalex.org/I2801831186"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048669676","display_name":"Fran\u00e7ois Vall\u00e9e","orcid":"https://orcid.org/0000-0002-2409-2128"},"institutions":[{"id":"https://openalex.org/I130929987","display_name":"University of Mons","ror":"https://ror.org/02qnnz951","country_code":"BE","type":"education","lineage":["https://openalex.org/I130929987"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Fran\u00e7ois Vallee","raw_affiliation_strings":["University of Mons,Electrical Power Unit,Mons,Belgium,7000","Electrical Power Unit, University of Mons, Mons, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Mons,Electrical Power Unit,Mons,Belgium,7000","institution_ids":["https://openalex.org/I130929987"]},{"raw_affiliation_string":"Electrical Power Unit, University of Mons, Mons, Belgium","institution_ids":["https://openalex.org/I130929987"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":6,"citation_normalized_percentile":{"value":0.17522506,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.9997000098228455,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11941","display_name":"Power System Reliability and Maintenance","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10454","display_name":"Optimal Power Flow Distribution","score":0.9965000152587891,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/term","display_name":"Term (time)","score":0.7158651351928711},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.701021134853363},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5848983526229858},{"id":"https://openalex.org/keywords/regression","display_name":"Regression","score":0.5326843857765198},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.4933859407901764},{"id":"https://openalex.org/keywords/regression-analysis","display_name":"Regression analysis","score":0.47271794080734253},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3555598258972168},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.34159690141677856},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31225794553756714},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.29210227727890015},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.19194743037223816},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12216365337371826},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.06387123465538025}],"concepts":[{"id":"https://openalex.org/C61797465","wikidata":"https://www.wikidata.org/wiki/Q1188986","display_name":"Term (time)","level":2,"score":0.7158651351928711},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.701021134853363},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5848983526229858},{"id":"https://openalex.org/C83546350","wikidata":"https://www.wikidata.org/wiki/Q1139051","display_name":"Regression","level":2,"score":0.5326843857765198},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4933859407901764},{"id":"https://openalex.org/C152877465","wikidata":"https://www.wikidata.org/wiki/Q208042","display_name":"Regression analysis","level":2,"score":0.47271794080734253},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3555598258972168},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.34159690141677856},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31225794553756714},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.29210227727890015},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.19194743037223816},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12216365337371826},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.06387123465538025},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/isgteurope.2019.8905652","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isgteurope.2019.8905652","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe)","raw_type":"proceedings-article"},{"id":"pmh:oai:orbi.umons.ac.be:20.500.12907/23770","is_oa":false,"landing_page_url":"https://orbi.umons.ac.be/handle/20.500.12907/23770","pdf_url":null,"source":{"id":"https://openalex.org/S7407055454","display_name":"ORBi UMONS","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Conference on Innovative Smart Grids Technologies, ISGT 2019 Europe, Bucharest, Romania [RO], 2019","raw_type":"http://purl.org/coar/resource_type/c_5794"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","score":0.9100000262260437,"display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2066010517","https://openalex.org/W2111805884","https://openalex.org/W2119862467","https://openalex.org/W2122540828","https://openalex.org/W2124248699","https://openalex.org/W2147529096","https://openalex.org/W2161032560","https://openalex.org/W2333130313","https://openalex.org/W2564800724","https://openalex.org/W2587764704","https://openalex.org/W2769910426","https://openalex.org/W6731114631"],"related_works":["https://openalex.org/W31220157","https://openalex.org/W2312753042","https://openalex.org/W4289356671","https://openalex.org/W2389155397","https://openalex.org/W2165884543","https://openalex.org/W3186837933","https://openalex.org/W2368989808","https://openalex.org/W2034959125","https://openalex.org/W2355687852","https://openalex.org/W2621086889"],"abstract_inverted_index":{"One":[0],"of":[1,5,23,43,162,188,212,265,272,293],"the":[2,31,41,64,77,89,106,135,145,156,172,240,247,251,262,269],"main":[3],"missions":[4],"a":[6,20,27,152,160,225,259],"Transmission":[7],"System":[8],"Operator":[9],"(TSO)":[10],"is":[11,80,113,176,222,285],"to":[12,16,72,132,148,193,249,287],"provide":[13,288],"reliable":[14],"connection":[15,36],"grid":[17],"users":[18],"with":[19,63,151,191,246],"committed":[21],"level":[22],"power":[24,57,67,93,158,190,264,271],"quality,":[25],"including":[26],"good":[28],"quality":[29],"for":[30,104],"steady":[32],"state":[33],"voltages":[34],"at":[35,87],"points.":[37],"These":[38],"are,":[39],"in":[40,109,144,239,276,291],"context":[42],"Extra":[44],"High":[45,49],"Voltage":[46,50],"(EHV)":[47],"and":[48,94,124,199,236,268,281,284],"(HV)":[51],"lines,":[52],"strongly":[53],"influenced":[54],"by":[55],"reactive":[56,66,92,157,189],"flows.":[58],"This":[59],"paper":[60],"therefore":[61],"deals":[62],"medium-term":[65],"consumption":[68],"forecasting":[69,107],"(months":[70],"M-1":[71],"Year":[73],"A-2).":[74],"More":[75],"specifically,":[76],"approach":[78],"adopted":[79],"based":[81,223],"on":[82,224],"Machine":[83],"Learning":[84],"techniques":[85,121],"aiming":[86],"modeling":[88,252],"link":[90],"between":[91,261,279],"other":[95,163,277],"variables":[96,165,195],"(as":[97],"active":[98],"power,":[99,197],"solar":[100,198],"generation,":[101],"wind,":[102],"etc.":[103],"which":[105,210],"process":[108],"medium":[110],"term":[111],"planning":[112],"well":[114],"established":[115],"among":[116,209],"TSOs).":[117],"In":[118],"this":[119],"paper,":[120],"combining":[122],"supervised":[123],"unsupervised":[125],"learning":[126],"(e.g.":[127],"\u201cregression":[128],"clustering\u201d)":[129],"are":[130,214,217],"proposed":[131],"automatically":[133],"partition":[134],"input":[136],"data":[137],"space":[138],"into":[139],"groups":[140],"(or":[141],"clusters)":[142],"and,":[143],"same":[146,241],"instance,":[147],"associate":[149],"them":[150,213],"regression":[153,174,228,235,266],"model":[154],"explaining":[155],"as":[159,243],"function":[161],"forecasted":[164],"(later":[166],"called":[167],"explanatory":[168,194,263],"variable),":[169],"so":[170],"that":[171],"total":[173],"error":[175,253],"minimized.":[177],"By":[178],"doing":[179],"so,":[180],"different":[181],"physical":[182,282],"behaviours":[183],"-":[184,187],"or":[185,275],"regimes":[186],"respect":[192],"(active":[196],"wind":[200],"production,":[201],"etc.)":[202],"can":[203],"be":[204],"highlighted.":[205],"Practically,":[206],"three":[207],"methodologies,":[208],"two":[211],"original":[215],"ones,":[216],"developed.":[218],"The":[219,230,255],"first":[220],"one":[221,232,257],"simple":[226],"polynomial":[227],"model.":[229],"second":[231],"combines":[233],"both":[234],"clustering":[237,273],"simultaneously":[238],"instance":[242],"explained":[244],"above,":[245],"objective":[248],"reduce":[250],"only.":[254],"third":[256],"proposes":[258],"trade-off":[260],"models":[267],"separability":[270],"methods,":[274],"words":[278],"accuracy":[280],"interpetability,":[283],"shown":[286],"superior":[289],"performances":[290],"presence":[292],"new":[294],"unseen":[295],"data.":[296]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
