{"id":"https://openalex.org/W4416553070","doi":"https://doi.org/10.1609/aaaiss.v7i1.36875","title":"Data Drift Detection and Assessment for AI-hybrid Models Applied on Electrical Energy Consumption","display_name":"Data Drift Detection and Assessment for AI-hybrid Models Applied on Electrical Energy Consumption","publication_year":2025,"publication_date":"2025-11-23","ids":{"openalex":"https://openalex.org/W4416553070","doi":"https://doi.org/10.1609/aaaiss.v7i1.36875"},"language":null,"primary_location":{"id":"doi:10.1609/aaaiss.v7i1.36875","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaaiss.v7i1.36875","pdf_url":"https://ojs.aaai.org/index.php/AAAI-SS/article/download/36875/39013","source":{"id":"https://openalex.org/S4389157828","display_name":"Proceedings of the AAAI Symposium Series","issn_l":"2994-4317","issn":["2994-4317"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Symposium Series","raw_type":"journal-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ojs.aaai.org/index.php/AAAI-SS/article/download/36875/39013","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076142276","display_name":"Faouzi Adjed","orcid":"https://orcid.org/0000-0002-0100-9352"},"institutions":[{"id":"https://openalex.org/I3018083178","display_name":"Institut de Recherche Technologique SystemX","ror":"https://ror.org/03crmsn52","country_code":"FR","type":"facility","lineage":["https://openalex.org/I3018083178"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Faouzi Adjed","raw_affiliation_strings":["IRT SystemX, Boulevard Thomas Gobert 91120 Palaiseau,\nFrance"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRT SystemX, Boulevard Thomas Gobert 91120 Palaiseau,\nFrance","institution_ids":["https://openalex.org/I3018083178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022241246","display_name":"Milad Leyli-Abadi","orcid":"https://orcid.org/0000-0001-8006-5522"},"institutions":[{"id":"https://openalex.org/I3018083178","display_name":"Institut de Recherche Technologique SystemX","ror":"https://ror.org/03crmsn52","country_code":"FR","type":"facility","lineage":["https://openalex.org/I3018083178"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Milad Leyli-Abadi","raw_affiliation_strings":["IRT SystemX, Boulevard Thomas Gobert 91120 Palaiseau,\nFrance"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRT SystemX, Boulevard Thomas Gobert 91120 Palaiseau,\nFrance","institution_ids":["https://openalex.org/I3018083178"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046628823","display_name":"Elies Gherbi","orcid":null},"institutions":[{"id":"https://openalex.org/I3018083178","display_name":"Institut de Recherche Technologique SystemX","ror":"https://ror.org/03crmsn52","country_code":"FR","type":"facility","lineage":["https://openalex.org/I3018083178"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Elies Gherbi","raw_affiliation_strings":["IRT SystemX, Boulevard Thomas Gobert 91120 Palaiseau,\nFrance"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRT SystemX, Boulevard Thomas Gobert 91120 Palaiseau,\nFrance","institution_ids":["https://openalex.org/I3018083178"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101788847","display_name":"Martin Gonzalez","orcid":"https://orcid.org/0000-0002-1176-2022"},"institutions":[{"id":"https://openalex.org/I3018083178","display_name":"Institut de Recherche Technologique SystemX","ror":"https://ror.org/03crmsn52","country_code":"FR","type":"facility","lineage":["https://openalex.org/I3018083178"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Martin Gonzalez","raw_affiliation_strings":["IRT SystemX, Boulevard Thomas Gobert 91120 Palaiseau,\nFrance"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IRT SystemX, Boulevard Thomas Gobert 91120 Palaiseau,\nFrance","institution_ids":["https://openalex.org/I3018083178"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I3018083178"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.32177941,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"7","issue":"1","first_page":"110","last_page":"117"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9742000102996826,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9742000102996826,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13429","display_name":"Electricity Theft Detection Techniques","score":0.0019000000320374966,"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/T12676","display_name":"Machine Learning and ELM","score":0.0015999999595806003,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/concept-drift","display_name":"Concept drift","score":0.7013999819755554},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5393000245094299},{"id":"https://openalex.org/keywords/domain","display_name":"Domain (mathematical analysis)","score":0.4830000102519989},{"id":"https://openalex.org/keywords/stochastic-drift","display_name":"Stochastic drift","score":0.43959999084472656},{"id":"https://openalex.org/keywords/drift-current","display_name":"Drift current","score":0.428600013256073},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4065999984741211},{"id":"https://openalex.org/keywords/interpretation","display_name":"Interpretation (philosophy)","score":0.39730000495910645},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.36320000886917114}],"concepts":[{"id":"https://openalex.org/C60777511","wikidata":"https://www.wikidata.org/wiki/Q3045002","display_name":"Concept drift","level":3,"score":0.7013999819755554},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5393000245094299},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.4830000102519989},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4788999855518341},{"id":"https://openalex.org/C50479213","wikidata":"https://www.wikidata.org/wiki/Q7617815","display_name":"Stochastic drift","level":2,"score":0.43959999084472656},{"id":"https://openalex.org/C68821740","wikidata":"https://www.wikidata.org/wiki/Q5307453","display_name":"Drift current","level":3,"score":0.428600013256073},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4065999984741211},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.39730000495910645},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.36320000886917114},{"id":"https://openalex.org/C103824480","wikidata":"https://www.wikidata.org/wiki/Q185889","display_name":"Time domain","level":2,"score":0.3416000008583069},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.3375999927520752},{"id":"https://openalex.org/C148043351","wikidata":"https://www.wikidata.org/wiki/Q4456944","display_name":"Current (fluid)","level":2,"score":0.3249000012874603},{"id":"https://openalex.org/C206658404","wikidata":"https://www.wikidata.org/wiki/Q12725","display_name":"Electricity","level":2,"score":0.2939999997615814},{"id":"https://openalex.org/C131751877","wikidata":"https://www.wikidata.org/wiki/Q909891","display_name":"Drift velocity","level":3,"score":0.2890999913215637},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2782999873161316},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.2720000147819519},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.2705000042915344},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.2628999948501587},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.2526000142097473}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1609/aaaiss.v7i1.36875","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaaiss.v7i1.36875","pdf_url":"https://ojs.aaai.org/index.php/AAAI-SS/article/download/36875/39013","source":{"id":"https://openalex.org/S4389157828","display_name":"Proceedings of the AAAI Symposium Series","issn_l":"2994-4317","issn":["2994-4317"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Symposium Series","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1609/aaaiss.v7i1.36875","is_oa":true,"landing_page_url":"https://doi.org/10.1609/aaaiss.v7i1.36875","pdf_url":"https://ojs.aaai.org/index.php/AAAI-SS/article/download/36875/39013","source":{"id":"https://openalex.org/S4389157828","display_name":"Proceedings of the AAAI Symposium Series","issn_l":"2994-4317","issn":["2994-4317"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the AAAI Symposium Series","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416553070.pdf","grobid_xml":"https://content.openalex.org/works/W4416553070.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Data":[0],"drift":[1,17,23,45,50,57,69,96,105,129],"evaluation":[2],"is":[3,118],"crucial":[4],"in":[5,9,59,107,121],"the":[6,10,13,37,41,60,92,99,108,115,127],"operational":[7],"step":[8],"industry.":[11],"In":[12,35,52],"real":[14],"world,":[15],"several":[16],"types":[18,46],"are":[19,76],"usually":[20],"contributing":[21],"to":[22,49],"detection,":[24],"which":[25],"may":[26],"come":[27],"from":[28],"input":[29],"data":[30,33],"and":[31,40,73,78,98],"output":[32],"distributions.":[34],"addition,":[36],"application":[38,124],"context":[39],"interpretation":[42,113],"of":[43,63,94,101,114],"these":[44],"add":[47],"complexity":[48],"analysis.":[51],"this":[53,122],"work,":[54],"we":[55],"apply":[56],"detection":[58],"specific":[61,123],"domain":[62,125],"electrical":[64],"transmission":[65],"network":[66],"systems.":[67],"Three":[68],"types,":[70],"covariate,":[71],"label,":[72],"concept":[74],"drift,":[75],"considered":[77],"implemented":[79],"on":[80,83],"systems":[81],"based":[82],"Physics-Informed":[84],"Neural":[85],"Networks":[86],"(PINNs).":[87],"The":[88],"experimental":[89],"results":[90,117],"show":[91],"impact":[93],"each":[95],"type":[97],"evolution":[100],"their":[102],"contributions":[103],"when":[104],"occurs":[106],"industrial":[109],"system.":[110],"A":[111],"contextual":[112],"obtained":[116],"also":[119],"developed":[120],"for":[126],"three":[128],"types.":[130]},"counts_by_year":[],"updated_date":"2026-08-23T07:36:19.812096","created_date":"2025-11-23T00:00:00"}
