{"id":"https://openalex.org/W4385576978","doi":"https://doi.org/10.3233/jifs-223592","title":"Hybrid fuzzy and gated recurrent network based artificial intelligence approach for fault diagnosis and prognosis of transformers using dissolved gas analysis","display_name":"Hybrid fuzzy and gated recurrent network based artificial intelligence approach for fault diagnosis and prognosis of transformers using dissolved gas analysis","publication_year":2023,"publication_date":"2023-08-04","ids":{"openalex":"https://openalex.org/W4385576978","doi":"https://doi.org/10.3233/jifs-223592"},"language":"en","primary_location":{"id":"doi:10.3233/jifs-223592","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-223592","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-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/A5004423480","display_name":"K. S. Krishna Veni","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"K.S. Krishna Veni","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Mepco Schlenk Engineering College, Sivaskasi, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Mepco Schlenk Engineering College, Sivaskasi, Tamilnadu, India","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101817590","display_name":"N. Senthil Kumar","orcid":"https://orcid.org/0000-0002-6454-0749"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"N. Senthil Kumar","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Mepco Schlenk Engineering College, Sivaskasi, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Mepco Schlenk Engineering College, Sivaskasi, Tamilnadu, India","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5086907313","display_name":"Srinivas Rallapalli","orcid":"https://orcid.org/0000-0003-0550-7356"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"R. Srinivas","raw_affiliation_strings":["Department of Electrical and Electronics Engineering, Mepco Schlenk Engineering College, Sivaskasi, Tamilnadu, India"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronics Engineering, Mepco Schlenk Engineering College, Sivaskasi, Tamilnadu, India","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":0,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5004423480"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.134,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.43053072,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"45","issue":"4","first_page":"6441","last_page":"6452"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11343","display_name":"Power Transformer Diagnostics and Insulation","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9908999800682068,"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/T14249","display_name":"Water Quality Monitoring and Analysis","score":0.9739999771118164,"subfield":{"id":"https://openalex.org/subfields/2311","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/dissolved-gas-analysis","display_name":"Dissolved gas analysis","score":0.8969606757164001},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.60187166929245},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4942469894886017},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.4090276062488556},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.37539246678352356},{"id":"https://openalex.org/keywords/transformer-oil","display_name":"Transformer oil","score":0.3748186230659485},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.31248170137405396},{"id":"https://openalex.org/keywords/voltage","display_name":"Voltage","score":0.20834213495254517},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.11980471014976501}],"concepts":[{"id":"https://openalex.org/C81818771","wikidata":"https://www.wikidata.org/wiki/Q787515","display_name":"Dissolved gas analysis","level":5,"score":0.8969606757164001},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.60187166929245},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4942469894886017},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.4090276062488556},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.37539246678352356},{"id":"https://openalex.org/C181335627","wikidata":"https://www.wikidata.org/wiki/Q901418","display_name":"Transformer oil","level":4,"score":0.3748186230659485},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.31248170137405396},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.20834213495254517},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.11980471014976501}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/jifs-223592","is_oa":false,"landing_page_url":"https://doi.org/10.3233/jifs-223592","pdf_url":null,"source":{"id":"https://openalex.org/S179157397","display_name":"Journal of Intelligent & Fuzzy Systems","issn_l":"1064-1246","issn":["1064-1246","1875-8967"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Intelligent &amp; Fuzzy Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8500000238418579}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1970964495","https://openalex.org/W1984636526","https://openalex.org/W1988400047","https://openalex.org/W2067248431","https://openalex.org/W2134815257","https://openalex.org/W2148714802","https://openalex.org/W2153375913","https://openalex.org/W2165821838","https://openalex.org/W2182910377","https://openalex.org/W2185491205","https://openalex.org/W2276034344","https://openalex.org/W2623582121","https://openalex.org/W2767672119","https://openalex.org/W2785947435","https://openalex.org/W2790645885","https://openalex.org/W2873007105","https://openalex.org/W2917169831","https://openalex.org/W2921980300","https://openalex.org/W2954616559","https://openalex.org/W2981375875","https://openalex.org/W2984302156","https://openalex.org/W3033387172","https://openalex.org/W3047753406","https://openalex.org/W3129481632","https://openalex.org/W3162284947","https://openalex.org/W3202019190","https://openalex.org/W4205465191","https://openalex.org/W4220900236","https://openalex.org/W4285587529","https://openalex.org/W4293101062","https://openalex.org/W4293572322","https://openalex.org/W4316035956","https://openalex.org/W4319941681","https://openalex.org/W4362696501","https://openalex.org/W6647243954","https://openalex.org/W6686242389","https://openalex.org/W6748287055","https://openalex.org/W6769705498","https://openalex.org/W6770117043","https://openalex.org/W6791055146","https://openalex.org/W6801634631"],"related_works":["https://openalex.org/W1968384475","https://openalex.org/W2515475704","https://openalex.org/W1874058429","https://openalex.org/W2318672239","https://openalex.org/W2584098600","https://openalex.org/W2592105840","https://openalex.org/W3216509703","https://openalex.org/W4205574658","https://openalex.org/W2373627802","https://openalex.org/W1984538318"],"abstract_inverted_index":{"In":[0],"the":[1,35,43,48,54,61,91,95,103,107,112,120,130,146,155,178,183,188,197,206,227,285],"electrical":[2],"energy":[3],"transmission":[4],"and":[5,17,25,78,116,150,201,234,250,255,276],"distribution":[6],"sector,":[7],"power":[8],"transformers":[9],"play":[10],"an":[11,68,161],"important":[12],"role.":[13],"Early":[14],"fault":[15,41,58,76,104,114,149,159],"diagnosis":[16,59,77,224,271],"prognosis":[18,79],"are":[19,280],"essential":[20],"to":[21,27,47,89,129,144],"ensure":[22],"continuous":[23],"operation":[24],"also":[26],"prepare":[28],"a":[29,40],"proper":[30],"maintenance":[31],"schedule":[32],"based":[33,75,101,167,258,278],"on":[34,102],"requirements.":[36],"The":[37,185,211,223,270],"occurrence":[38],"of":[39,50,94,111,119,148,154,182,187,226,273],"in":[42,60,84,98,141,218],"transformer":[44,55,85,96,121],"will":[45],"lead":[46],"formation":[49],"various":[51],"gases":[52,83],"inside":[53],"tank.":[56],"For":[57,157],"transformer,":[62,113],"Dissolved":[63],"Gas":[64],"Analysis":[65],"(DGA)":[66],"is":[67,87,139,174,191,230],"excellent":[69],"method.":[70],"An":[71],"Artificial":[72],"Intelligence":[73],"(AI)":[74],"system":[80,213,229],"using":[81],"dissolved":[82],"oil":[86],"helpful":[88],"predict":[90],"health":[92,151],"state":[93,118],"well":[97],"advance.":[99],"Hence,":[100],"severity":[105],"level,":[106],"remaining":[108],"useful":[109],"life":[110],"type":[115,147],"current":[117],"can":[122],"be":[123],"estimated":[124],"effectively":[125],"by":[126],"imparting":[127],"AI":[128,257,277],"existing":[131],"system.":[132],"A":[133],"Two-Tier":[134],"Fuzzy":[135],"Logic":[136],"Controller":[137],"(TTFLC)":[138],"proposed":[140,189,212,228],"this":[142],"article":[143],"find":[145],"index":[152],"(HI)":[153],"transformer.":[156],"further":[158],"prognosis,":[160],"effective":[162],"Gated":[163],"Recurrent":[164],"Network":[165,265],"(GRN)":[166],"deep":[168],"learning":[169,172],"enabled":[170],"future":[171],"estimator":[173],"used":[175],"for":[176,193,284],"predicting":[177],"Criticality":[179],"Index":[180],"(CI)":[181],"Transformer.":[184],"performance":[186],"method":[190],"evaluated":[192],"both":[194],"data":[195,199,203],"from":[196,205],"IEEE":[198],"set":[200],"expert":[202],"collected":[204,286],"southern":[207],"Tamil":[208],"Nadu":[209],"region.":[210],"shows":[214],"better":[215],"results":[216],"even":[217],"multivariate,":[219],"complex":[220],"process":[221],"systems.":[222],"accuracy":[225,272],"obtained":[231],"as":[232,241,261],"95.28%":[233],"it":[235],"compared":[236],"with":[237],"conventional":[238,275],"methods":[239,259,279],"such":[240,260],"Rogers":[242],"Ratio":[243],"Method":[244,248,253],"(RRM),":[245],"Duval":[246,251],"Triangle":[247],"(DTM)":[249],"Pentagon":[252],"(DPM)":[254],"other":[256,274],"Radial":[262],"Basis":[263],"Neural":[264],"(RBNN),":[266],"k-nearest":[267],"neighbors":[268],"(KNN).":[269],"less":[281],"than":[282],"90%":[283],"dataset.":[287]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
