{"id":"https://openalex.org/W3008881980","doi":"https://doi.org/10.1109/ssci44817.2019.9002833","title":"Weak Fault Diagnosis Method Based on SEGAN and KL Divergence for Industrial Equipment","display_name":"Weak Fault Diagnosis Method Based on SEGAN and KL Divergence for Industrial Equipment","publication_year":2019,"publication_date":"2019-12-01","ids":{"openalex":"https://openalex.org/W3008881980","doi":"https://doi.org/10.1109/ssci44817.2019.9002833","mag":"3008881980"},"language":"en","primary_location":{"id":"doi:10.1109/ssci44817.2019.9002833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci44817.2019.9002833","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Symposium Series on Computational Intelligence (SSCI)","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/A5063290034","display_name":"Xueqing Ni","orcid":"https://orcid.org/0000-0002-7372-3045"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xueqing Ni","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031576307","display_name":"Dongsheng Yang","orcid":"https://orcid.org/0000-0003-1262-5975"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dongsheng Yang","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101993306","display_name":"Yongheng Pang","orcid":"https://orcid.org/0000-0001-9342-9700"},"institutions":[{"id":"https://openalex.org/I9224756","display_name":"Northeastern University","ror":"https://ror.org/03awzbc87","country_code":"CN","type":"education","lineage":["https://openalex.org/I9224756"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yongheng Pang","raw_affiliation_strings":["College of Information Science and Engineering, Northeastern University, Shenyang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Engineering, Northeastern University, Shenyang, China","institution_ids":["https://openalex.org/I9224756"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I9224756"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.29422218,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"2019","issue":null,"first_page":"327","last_page":"331"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9984999895095825,"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"}},"topics":[{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9984999895095825,"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"}},{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.996399998664856,"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"}},{"id":"https://openalex.org/T13891","display_name":"Engineering Diagnostics and Reliability","score":0.98089998960495,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/fault","display_name":"Fault (geology)","score":0.7790855765342712},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.6259385943412781},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.6019800305366516},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5954493284225464},{"id":"https://openalex.org/keywords/divergence","display_name":"Divergence (linguistics)","score":0.5907987952232361},{"id":"https://openalex.org/keywords/fault-detection-and-isolation","display_name":"Fault detection and isolation","score":0.45570123195648193},{"id":"https://openalex.org/keywords/fault-indicator","display_name":"Fault indicator","score":0.45188722014427185},{"id":"https://openalex.org/keywords/vibration","display_name":"Vibration","score":0.43349191546440125},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4218122959136963},{"id":"https://openalex.org/keywords/control-theory","display_name":"Control theory (sociology)","score":0.3927336633205414},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3733178973197937},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3634696900844574},{"id":"https://openalex.org/keywords/control-engineering","display_name":"Control engineering","score":0.3599000573158264},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.33770352602005005},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.30236291885375977},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.2896953821182251},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.14276888966560364},{"id":"https://openalex.org/keywords/actuator","display_name":"Actuator","score":0.07840842008590698}],"concepts":[{"id":"https://openalex.org/C175551986","wikidata":"https://www.wikidata.org/wiki/Q47089","display_name":"Fault (geology)","level":2,"score":0.7790855765342712},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.6259385943412781},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.6019800305366516},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5954493284225464},{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.5907987952232361},{"id":"https://openalex.org/C152745839","wikidata":"https://www.wikidata.org/wiki/Q5438153","display_name":"Fault detection and isolation","level":3,"score":0.45570123195648193},{"id":"https://openalex.org/C21267803","wikidata":"https://www.wikidata.org/wiki/Q5438159","display_name":"Fault indicator","level":4,"score":0.45188722014427185},{"id":"https://openalex.org/C198394728","wikidata":"https://www.wikidata.org/wiki/Q3695508","display_name":"Vibration","level":2,"score":0.43349191546440125},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4218122959136963},{"id":"https://openalex.org/C47446073","wikidata":"https://www.wikidata.org/wiki/Q5165890","display_name":"Control theory (sociology)","level":3,"score":0.3927336633205414},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3733178973197937},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3634696900844574},{"id":"https://openalex.org/C133731056","wikidata":"https://www.wikidata.org/wiki/Q4917288","display_name":"Control engineering","level":1,"score":0.3599000573158264},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.33770352602005005},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.30236291885375977},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2896953821182251},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.14276888966560364},{"id":"https://openalex.org/C172707124","wikidata":"https://www.wikidata.org/wiki/Q423488","display_name":"Actuator","level":2,"score":0.07840842008590698},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/ssci44817.2019.9002833","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssci44817.2019.9002833","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE Symposium Series on Computational Intelligence (SSCI)","raw_type":"proceedings-article"},{"id":"mag:3084559263","is_oa":false,"landing_page_url":"https://jglobal.jst.go.jp/en/detail?JGLOBAL_ID=202002253690306052","pdf_url":null,"source":{"id":"https://openalex.org/S4306512817","display_name":"IEEE Conference Proceedings","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":"conference"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":"IEEE Conference Proceedings","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5099999904632568,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W2012295579","https://openalex.org/W2046224596","https://openalex.org/W2081371446","https://openalex.org/W2089662726","https://openalex.org/W2132029223","https://openalex.org/W2135663228","https://openalex.org/W2145810199","https://openalex.org/W2155887441","https://openalex.org/W2357984866","https://openalex.org/W2791087833","https://openalex.org/W2793164711","https://openalex.org/W2804918468","https://openalex.org/W2805772196","https://openalex.org/W2894857791","https://openalex.org/W2904640721","https://openalex.org/W2938022109","https://openalex.org/W2943936212","https://openalex.org/W2944890334","https://openalex.org/W2955308063","https://openalex.org/W2956844504","https://openalex.org/W2959338228"],"related_works":["https://openalex.org/W2575775159","https://openalex.org/W2517701025","https://openalex.org/W2026330267","https://openalex.org/W4311537696","https://openalex.org/W2050630979","https://openalex.org/W2386166483","https://openalex.org/W2620568181","https://openalex.org/W2387459476","https://openalex.org/W3015409655","https://openalex.org/W2350226881"],"abstract_inverted_index":{"With":[0],"the":[1,15,40,47,96,105,108,130,133,139,147,151,157,161],"complexity":[2],"and":[3,10,46,61,73,95,123,142],"large-scale":[4],"of":[5,18,75,88,132,150,160],"modern":[6],"control":[7],"systems,":[8],"more":[9,11],"weak":[12,28,41,57,97,166],"faults":[13],"threaten":[14],"safe":[16],"operation":[17],"system":[19],"equipment.":[20],"Therefore,":[21,51],"finding":[22],"an":[23,33],"effective":[24],"method":[25,63,112,135],"for":[26],"diagnosing":[27],"fault":[29,42,58,84,98,109,125,148,158,167],"signals":[30],"has":[31],"become":[32],"urgent":[34],"problem":[35],"to":[36,69,119],"be":[37,170],"solved.":[38],"However,":[39],"amplitude":[43],"is":[44,49,93,100,117,136],"small":[45],"detection":[48],"difficult.":[50],"this":[52,128],"paper":[53],"proposes":[54],"a":[55],"semi-supervised":[56],"symptom":[59,85,99],"enhancement":[60,86],"diagnosis":[62,74,159],"Signal":[64,89],"Enhancement":[65,90],"Generative":[66,91],"Adversarial":[67],"Networks(SEGAN)":[68,92],"realize":[70,121],"early":[71],"warning":[72],"industrial":[76],"equipment":[77],"under":[78,146],"complex":[79],"conditions.":[80],"The":[81],"semi-":[82],"supervised":[83],"architecture":[87],"constructed,":[94],"enhanced":[101,106],"by":[102,138],"anti-encoding.":[103],"For":[104],"signal,":[107],"feature":[110],"identification":[111],"based":[113],"on":[114],"KL":[115],"divergence":[116],"proposed":[118,134],"effectively":[120],"timely":[122],"rapid":[124],"diagnosis.":[126],"In":[127],"paper,":[129],"effectiveness":[131],"verified":[137],"natural":[140,162],"vibration":[141,144,163],"percussive":[143],"data":[145],"state":[149],"power":[152],"tower.":[153],"Experiments":[154],"show":[155],"that":[156],"signal":[164],"containing":[165],"signs":[168],"can":[169],"realized.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-21T09:56:20.448147","created_date":"2025-10-10T00:00:00"}
