{"id":"https://openalex.org/W4407433329","doi":"https://doi.org/10.1109/cac63892.2024.10865303","title":"A Generative Prediction Model Based on TimeVAE and Crossformer for Predicting Multi-Channel Data of Transformer Bushing","display_name":"A Generative Prediction Model Based on TimeVAE and Crossformer for Predicting Multi-Channel Data of Transformer Bushing","publication_year":2024,"publication_date":"2024-11-01","ids":{"openalex":"https://openalex.org/W4407433329","doi":"https://doi.org/10.1109/cac63892.2024.10865303"},"language":"en","primary_location":{"id":"doi:10.1109/cac63892.2024.10865303","doi":"https://doi.org/10.1109/cac63892.2024.10865303","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cac63892.2024.10865303","pdf_url":null,"source":{"id":"https://openalex.org/S4363604230","display_name":"China Automation Congress (CAC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 China Automation Congress (CAC)","raw_type":"proceedings-article"},"volume":null,"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/A5109782933","display_name":"Xiangjie Huang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangjie Huang","raw_affiliation_strings":["Information School, Yunnan University,Department of Electronic Engineering,Kunming,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information School, Yunnan University,Department of Electronic Engineering,Kunming,China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5074082348","display_name":"Xun Lang","orcid":"https://orcid.org/0000-0001-7380-6935","observed_orcids":["https://orcid.org/0000-0001-7380-6935"]},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xun Lang","raw_affiliation_strings":["Information School, Yunnan University,Department of Electronic Engineering,Kunming,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Information School, Yunnan University,Department of Electronic Engineering,Kunming,China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100649898","display_name":"Peng Li","orcid":"https://orcid.org/0000-0001-9432-8995","observed_orcids":["https://orcid.org/0000-0001-9432-8995","https://orcid.org/0009-0001-7147-5893"]},"institutions":[{"id":"https://openalex.org/I189210763","display_name":"Yunnan University","ror":"https://ror.org/0040axw97","country_code":"CN","type":"education","lineage":["https://openalex.org/I189210763"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Li","raw_affiliation_strings":["Yunnan University,Yunnan Key Laboratory of Intelligent Systems and Computing,Kunming,China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Yunnan University,Yunnan Key Laboratory of Intelligent Systems and Computing,Kunming,China","institution_ids":["https://openalex.org/I189210763"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100727166","display_name":"Tao Guo","orcid":"https://orcid.org/0000-0003-3370-1586","observed_orcids":["https://orcid.org/0000-0003-3370-1586"]},"institutions":[{"id":"https://openalex.org/I4405270234","display_name":"Yunnan Power Grid Co., Ltd. (China)","ror":"https://ror.org/009qhsr26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270234"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Guo","raw_affiliation_strings":["Honghe Power Supply Bureau, Yunnan Power Grid Corporation,Yunnan,Honghe"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Honghe Power Supply Bureau, Yunnan Power Grid Corporation,Yunnan,Honghe","institution_ids":["https://openalex.org/I4405270234"]}]},{"author_position":"last","author":{"id":null,"display_name":"Li Yu","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405270234","display_name":"Yunnan Power Grid Co., Ltd. (China)","ror":"https://ror.org/009qhsr26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4405270234"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li Yu","raw_affiliation_strings":["Honghe Power Supply Bureau, Yunnan Power Grid Corporation,Yunnan,Honghe"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Honghe Power Supply Bureau, Yunnan Power Grid Corporation,Yunnan,Honghe","institution_ids":["https://openalex.org/I4405270234"]}]}],"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":0,"citation_normalized_percentile":{"value":0.39280439,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5246","last_page":"5251"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11343","display_name":"Power Transformer Diagnostics and Insulation","score":0.9976000189781189,"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/T11343","display_name":"Power Transformer Diagnostics and Insulation","score":0.9976000189781189,"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/T10511","display_name":"High voltage insulation and dielectric phenomena","score":0.0010000000474974513,"subfield":{"id":"https://openalex.org/subfields/2505","display_name":"Materials Chemistry"},"field":{"id":"https://openalex.org/fields/25","display_name":"Materials Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.00039999998989515007,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems 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/transformer-bushings","display_name":"transformer bushings","score":0.8529999852180481},{"id":"https://openalex.org/keywords/state-prediction","display_name":"state prediction","score":0.5640000104904175},{"id":"https://openalex.org/keywords/dielectric-loss","display_name":"dielectric loss","score":0.7129999995231628},{"id":"https://openalex.org/keywords/equivalent-capacitance","display_name":"equivalent capacitance","score":1.0},{"id":"https://openalex.org/keywords/multivariate-time-series-forecasting","display_name":"multivariate time series forecasting","score":0.7289999723434448},{"id":"https://openalex.org/keywords/crossformer","display_name":"Crossformer","score":0.796999990940094},{"id":"https://openalex.org/keywords/data-augmentation","display_name":"data augmentation","score":0.734000027179718},{"id":"https://openalex.org/keywords/transformer-condition-monitoring","display_name":"transformer condition monitoring","score":0.5070000290870667}],"concepts":[{"id":"https://openalex.org/C30293662","wikidata":"https://www.wikidata.org/wiki/Q2262992","display_name":"Bushing","level":2,"score":0.9099050164222717},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.7151579260826111},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6228306293487549},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2106882929801941},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.16511139273643494},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.13692700862884521},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.12439334392547607}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cac63892.2024.10865303","doi":"https://doi.org/10.1109/cac63892.2024.10865303","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cac63892.2024.10865303","pdf_url":null,"source":{"id":"https://openalex.org/S4363604230","display_name":"China Automation Congress (CAC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 China Automation Congress (CAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.8970999717712402},{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.5690000057220459}],"sustainable_development_goals_aurora":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.5899999737739563}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W2093254525","https://openalex.org/W2326680309","https://openalex.org/W2531749924","https://openalex.org/W2724217472","https://openalex.org/W2919115771","https://openalex.org/W3000230357","https://openalex.org/W3005857401","https://openalex.org/W3097008392","https://openalex.org/W3109774174","https://openalex.org/W3131860561","https://openalex.org/W3177318507","https://openalex.org/W4286655565","https://openalex.org/W4311944475","https://openalex.org/W4312832664","https://openalex.org/W4320497759","https://openalex.org/W4385245566","https://openalex.org/W6771626834","https://openalex.org/W6797155008","https://openalex.org/W6803671390","https://openalex.org/W6889955440"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2942767629","https://openalex.org/W3194380549","https://openalex.org/W2388318728","https://openalex.org/W2330662521","https://openalex.org/W1560946885","https://openalex.org/W2353424217","https://openalex.org/W4224291957"],"abstract_inverted_index":{"Transformer":[0],"bushings":[1,34],"play":[2],"a":[3,49,54,85],"crucial":[4],"role":[5],"in":[6,151],"power":[7],"systems.":[8],"Despite":[9],"their":[10],"importance,":[11],"there":[12],"has":[13],"been":[14],"limited":[15],"research":[16],"specifically":[17],"on":[18],"the":[19,37,76,95,98,115,118],"state":[20],"prediction":[21,58,139],"of":[22,33,59,97,117,167],"transformer":[23,62,111],"bushings.":[24,112],"Moreover,":[25],"currently":[26],"available":[27],"models":[28,150],"only":[29],"predict":[30],"univariate":[31],"data":[32,86],"without":[35],"considering":[36],"physical":[38],"connection":[39],"to":[40,48,83,93,105],"other":[41],"relevant":[42],"data,":[43],"which":[44,133],"would":[45],"give":[46],"rise":[47],"compromised":[50],"prediction.":[51],"To":[52,113],"achieve":[53,106],"more":[55],"accurate":[56,107],"joint":[57],"three":[60],"critical":[61],"states:":[63],"dielectric":[64],"loss,":[65],"end":[66],"shield":[67],"current,":[68],"and":[69,165],"equivalent":[70],"capacitance,":[71],"this":[72],"work":[73],"builds":[74],"upon":[75],"state-of-the-art":[77],"predictive":[78],"network":[79],"Crossformer.":[80],"In":[81],"addition":[82],"Crossformer,":[84],"generation":[87],"model":[88,147],"named":[89],"TimeVAE":[90],"is":[91],"introduced":[92],"enlarge":[94],"scale":[96],"training":[99],"dataset.":[100],"This":[101],"combination":[102],"enabled":[103],"us":[104],"multivariate":[108],"predictions":[109],"for":[110,137],"evaluate":[114],"effectiveness":[116],"proposed":[119,146],"predictor,":[120],"we":[121],"conducted":[122],"comparative":[123],"experiments":[124],"with":[125],"attention-based":[126],"frameworks":[127],"(Autoformer,":[128],"Pyraformer,":[129],"Informer,":[130],"Reformer,":[131],"Transformer),":[132],"are":[134],"considered":[135],"efficient":[136],"multivariable":[138],"tasks.":[140],"The":[141],"results":[142],"show":[143],"that":[144],"our":[145],"outperforms":[148],"these":[149],"four":[152],"key":[153],"metrics:":[154],"mean":[155,158,162],"square":[156],"error,":[157,160,164],"absolute":[159],"root":[161],"squared":[163],"coefficient":[166],"determination.":[168]},"counts_by_year":[],"updated_date":"2026-10-06T10:28:23.643775","created_date":"2025-10-10T00:00:00"}
