{"id":"https://openalex.org/W4386207953","doi":"https://doi.org/10.1109/snpd-winter57765.2023.10223954","title":"A Multi-label Support Vector Machine-based Transformer Fault Prediction Method","display_name":"A Multi-label Support Vector Machine-based Transformer Fault Prediction Method","publication_year":2023,"publication_date":"2023-07-05","ids":{"openalex":"https://openalex.org/W4386207953","doi":"https://doi.org/10.1109/snpd-winter57765.2023.10223954"},"language":"en","primary_location":{"id":"doi:10.1109/snpd-winter57765.2023.10223954","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/snpd-winter57765.2023.10223954","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 26th ACIS International Winter Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD-Winter)","raw_type":"proceedings-article"},"type":"article","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/A5111693459","display_name":"Zhimin Shao","orcid":"https://orcid.org/0000-0002-3078-0939"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhimin Shao","raw_affiliation_strings":["State Grid Shandong Electric Power Company, State Grid Corporation of China,Jinan,China","State Grid Shandong Electric Power Company, State Grid Corporation of China, Jinan, China"],"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Company, State Grid Corporation of China,Jinan,China","institution_ids":["https://openalex.org/I17442442"]},{"raw_affiliation_string":"State Grid Shandong Electric Power Company, State Grid Corporation of China, Jinan, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086011662","display_name":"Qi Shao","orcid":"https://orcid.org/0000-0002-3356-9768"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Shao","raw_affiliation_strings":["School of Computer Science and Technology, China University of Petroleum (East China),Qingdao,China","School of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum (East China),Qingdao,China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100424366","display_name":"Yong Wang","orcid":"https://orcid.org/0000-0001-7670-3958"},"institutions":[{"id":"https://openalex.org/I17442442","display_name":"State Grid Corporation of China (China)","ror":"https://ror.org/05twwhs70","country_code":"CN","type":"company","lineage":["https://openalex.org/I17442442"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Wang","raw_affiliation_strings":["State Grid Shandong Electric Power Company, State Grid Corporation of China,Jinan,China","State Grid Shandong Electric Power Company, State Grid Corporation of China, Jinan, China"],"affiliations":[{"raw_affiliation_string":"State Grid Shandong Electric Power Company, State Grid Corporation of China,Jinan,China","institution_ids":["https://openalex.org/I17442442"]},{"raw_affiliation_string":"State Grid Shandong Electric Power Company, State Grid Corporation of China, Jinan, China","institution_ids":["https://openalex.org/I17442442"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5007024099","display_name":"Junsan Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junsan Zhang","raw_affiliation_strings":["School of Computer Science and Technology, China University of Petroleum (East China),Qingdao,China","School of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum (East China),Qingdao,China","institution_ids":["https://openalex.org/I4210162190"]},{"raw_affiliation_string":"School of Computer Science and Technology, China University of Petroleum (East China), Qingdao, China","institution_ids":["https://openalex.org/I4210162190"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5111693459"],"corresponding_institution_ids":["https://openalex.org/I17442442"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08933791,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"11","issue":null,"first_page":"42","last_page":"46"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11343","display_name":"Power Transformer Diagnostics and Insulation","score":0.9997000098228455,"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/T11343","display_name":"Power Transformer Diagnostics and Insulation","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/T14319","display_name":"Currency Recognition and Detection","score":0.9818999767303467,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/T11052","display_name":"Energy Load and Power Forecasting","score":0.9617000222206116,"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/transformer","display_name":"Transformer","score":0.7089620232582092},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6800931692123413},{"id":"https://openalex.org/keywords/dissolved-gas-analysis","display_name":"Dissolved gas analysis","score":0.6529467105865479},{"id":"https://openalex.org/keywords/transformer-oil","display_name":"Transformer oil","score":0.6085293292999268},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5010380744934082},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.4227818250656128},{"id":"https://openalex.org/keywords/dissipation","display_name":"Dissipation","score":0.4121132791042328},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.38171282410621643},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.31826433539390564},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.1706320345401764}],"concepts":[{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.7089620232582092},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6800931692123413},{"id":"https://openalex.org/C81818771","wikidata":"https://www.wikidata.org/wiki/Q787515","display_name":"Dissolved gas analysis","level":5,"score":0.6529467105865479},{"id":"https://openalex.org/C181335627","wikidata":"https://www.wikidata.org/wiki/Q901418","display_name":"Transformer oil","level":4,"score":0.6085293292999268},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5010380744934082},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.4227818250656128},{"id":"https://openalex.org/C135402231","wikidata":"https://www.wikidata.org/wiki/Q898440","display_name":"Dissipation","level":2,"score":0.4121132791042328},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.38171282410621643},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.31826433539390564},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.1706320345401764},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/snpd-winter57765.2023.10223954","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/snpd-winter57765.2023.10223954","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 26th ACIS International Winter Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD-Winter)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.5,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2012276257","https://openalex.org/W2415033110","https://openalex.org/W2615146541","https://openalex.org/W2792128614","https://openalex.org/W2796963976","https://openalex.org/W2884099630","https://openalex.org/W2896610545","https://openalex.org/W3130141545","https://openalex.org/W3176741621","https://openalex.org/W3181464283","https://openalex.org/W3199865215","https://openalex.org/W4205594438"],"related_works":["https://openalex.org/W1969672717","https://openalex.org/W1968384475","https://openalex.org/W1874058429","https://openalex.org/W4396855316","https://openalex.org/W2515475704","https://openalex.org/W2584098600","https://openalex.org/W2318672239","https://openalex.org/W1977856360","https://openalex.org/W2592105840","https://openalex.org/W3216509703"],"abstract_inverted_index":{"Large":[0],"power":[1],"transformers":[2],"typically":[3],"use":[4],"oil-immersed":[5],"transformers,":[6],"and":[7,18],"the":[8,22,26],"insulation":[9],"oil":[10],"can":[11,30,97],"play":[12],"a":[13,37,63,89],"role":[14],"in":[15,25,102],"heat":[16],"dissipation":[17],"insulation.":[19],"By":[20],"analyzing":[21],"gas":[23,85],"composition":[24],"oil,":[27],"transformer":[28,60,73,90],"failures":[29],"be":[31],"predicted.":[32],"Support":[33],"vector":[34,68],"machines":[35],"are":[36,48,56],"data":[38],"mining":[39],"algorithm":[40],"suitable":[41],"for":[42,72,106,110],"small":[43],"sample":[44],"data,":[45,103],"but":[46],"they":[47],"aimed":[49],"at":[50],"binary":[51],"classification":[52],"problems.":[53],"However,":[54],"there":[55],"multiple":[57],"types":[58],"of":[59],"failures.":[61],"Therefore,":[62],"multi-label":[64],"radial":[65],"basis":[66],"support":[67],"machine":[69],"is":[70],"proposed":[71],"failure":[74,91],"prediction.":[75],"The":[76],"model":[77],"analyzes":[78],"gases":[79],"with":[80],"strong":[81],"correlations":[82],"among":[83],"various":[84],"content":[86],"to":[87],"construct":[88],"prediction":[92],"model.":[93],"Machine":[94],"learning":[95],"algorithms":[96],"quickly":[98],"mine":[99],"potential":[100],"rules":[101],"providing":[104],"references":[105],"reasonable":[107],"maintenance":[108],"plans":[109],"transformers.":[111]},"counts_by_year":[],"updated_date":"2025-12-24T23:09:58.560324","created_date":"2025-10-10T00:00:00"}
