{"id":"https://openalex.org/W4402782431","doi":"https://doi.org/10.1109/tim.2024.3460931","title":"Improved AutoEncoder With LSTM Module and KL Divergence for Anomaly Detection","display_name":"Improved AutoEncoder With LSTM Module and KL Divergence for Anomaly Detection","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402782431","doi":"https://doi.org/10.1109/tim.2024.3460931"},"language":"en","primary_location":{"id":"doi:10.1109/tim.2024.3460931","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3460931","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","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/A5102831068","display_name":"Wei Huang","orcid":"https://orcid.org/0000-0002-6684-5642"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Huang","raw_affiliation_strings":["College of Computer Science, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6684-5642","affiliations":[{"raw_affiliation_string":"College of Computer Science, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082953678","display_name":"Bingyang Zhang","orcid":"https://orcid.org/0009-0004-3268-6278"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bingyang Zhang","raw_affiliation_strings":["College of Computer Science, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0004-3268-6278","affiliations":[{"raw_affiliation_string":"College of Computer Science, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Kaituo Zhang","orcid":"https://orcid.org/0009-0004-6976-1884"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaituo Zhang","raw_affiliation_strings":["College of Computer Science, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0004-6976-1884","affiliations":[{"raw_affiliation_string":"College of Computer Science, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100688045","display_name":"Hua Gao","orcid":"https://orcid.org/0000-0002-4078-3527"},"institutions":[{"id":"https://openalex.org/I55712492","display_name":"Zhejiang University of Technology","ror":"https://ror.org/02djqfd08","country_code":"CN","type":"education","lineage":["https://openalex.org/I55712492"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hua Gao","raw_affiliation_strings":["College of Computer Science, Zhejiang University of Technology, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-4078-3527","affiliations":[{"raw_affiliation_string":"College of Computer Science, Zhejiang University of Technology, Hangzhou, China","institution_ids":["https://openalex.org/I55712492"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101352535","display_name":"Rongchun Wan","orcid":"https://orcid.org/0009-0008-4747-2247"},"institutions":[{"id":"https://openalex.org/I4210123185","display_name":"Zhejiang Lab","ror":"https://ror.org/02m2h7991","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210123185"]},{"id":"https://openalex.org/I4210153682","display_name":"Intelligent Health (United Kingdom)","ror":"https://ror.org/0576zak10","country_code":"GB","type":"company","lineage":["https://openalex.org/I4210153682"]}],"countries":["CN","GB"],"is_corresponding":false,"raw_author_name":"Rongchun Wan","raw_affiliation_strings":["Zhejiang HOUDAR Intelligent Technology Company Ltd., Hangzhou, China","Zhejiang HOUDAR Intelligent Technology Co., Ltd, Hangzhou, China"],"raw_orcid":"https://orcid.org/0009-0008-4747-2247","affiliations":[{"raw_affiliation_string":"Zhejiang HOUDAR Intelligent Technology Company Ltd., Hangzhou, China","institution_ids":["https://openalex.org/I4210123185","https://openalex.org/I4210153682"]},{"raw_affiliation_string":"Zhejiang HOUDAR Intelligent Technology Co., Ltd, Hangzhou, China","institution_ids":["https://openalex.org/I4210123185"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.384,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.90336043,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"73","issue":null,"first_page":"1","last_page":"11"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9726999998092651,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9726999998092651,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9065999984741211,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/autoencoder","display_name":"Autoencoder","score":0.8385185599327087},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6894651055335999},{"id":"https://openalex.org/keywords/divergence","display_name":"Divergence (linguistics)","score":0.6293464303016663},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.5661293268203735},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5438788533210754},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5010428428649902},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4425974488258362},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.31629565358161926},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.13987138867378235},{"id":"https://openalex.org/keywords/philosophy","display_name":"Philosophy","score":0.08678534626960754},{"id":"https://openalex.org/keywords/quantum-mechanics","display_name":"Quantum mechanics","score":0.08338311314582825}],"concepts":[{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.8385185599327087},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6894651055335999},{"id":"https://openalex.org/C207390915","wikidata":"https://www.wikidata.org/wiki/Q1230525","display_name":"Divergence (linguistics)","level":2,"score":0.6293464303016663},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.5661293268203735},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5438788533210754},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5010428428649902},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4425974488258362},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.31629565358161926},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.13987138867378235},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.08678534626960754},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.08338311314582825},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tim.2024.3460931","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tim.2024.3460931","pdf_url":null,"source":{"id":"https://openalex.org/S10892749","display_name":"IEEE Transactions on Instrumentation and Measurement","issn_l":"0018-9456","issn":["0018-9456","1557-9662"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Instrumentation and Measurement","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3322853960","display_name":null,"funder_award_id":"2022YFE0198900","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5354800774","display_name":"\u975e\u9ad8\u65af\u566a\u58f0\u73af\u5883\u4e0b\u7684\u7f51\u7edc\u4e8c\u5143\u6df7\u5408\u5206\u5e03\u5f0f\u53c2\u6570\u4f30\u8ba1\u7b97\u6cd5\u7814\u7a76","funder_award_id":"61771430","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1970088130","https://openalex.org/W2064675550","https://openalex.org/W2136655611","https://openalex.org/W2558661413","https://openalex.org/W2752796333","https://openalex.org/W2783741806","https://openalex.org/W2790344751","https://openalex.org/W2925312408","https://openalex.org/W2948982773","https://openalex.org/W2949676527","https://openalex.org/W2963610939","https://openalex.org/W2987228832","https://openalex.org/W3186512740","https://openalex.org/W3194400333","https://openalex.org/W3202590754","https://openalex.org/W4292851291","https://openalex.org/W4311415873","https://openalex.org/W4386065608","https://openalex.org/W6631190155","https://openalex.org/W6681096077","https://openalex.org/W6743688258","https://openalex.org/W6751494907","https://openalex.org/W6751866786"],"related_works":["https://openalex.org/W3186512740","https://openalex.org/W3194885736","https://openalex.org/W4363671829","https://openalex.org/W2806741695","https://openalex.org/W4290647774","https://openalex.org/W3189286258","https://openalex.org/W3207797160","https://openalex.org/W3210364259","https://openalex.org/W4300558037","https://openalex.org/W2912112202"],"abstract_inverted_index":{"The":[0,148],"task":[1],"of":[2,46,79,124,130,150],"anomaly":[3],"detection":[4,88,172],"is":[5,115,154,179],"to":[6,55,84,120,142,189],"separate":[7],"anomalous":[8,50,61],"data":[9,12,27,51,71],"from":[10],"normal":[11,125],"in":[13,39,59,87,109,192],"the":[14,43,64,67,77,98,118,128,139,151,183,193],"dataset.":[15,194],"Models":[16],"such":[17],"as":[18],"deep":[19,24,68],"Convolutional":[20],"AutoEncoder":[21,100],"(CAE)":[22],"and":[23,34,104,161],"support":[25,69],"vector":[26,70],"description":[28,72],"(SVDD)":[29],"have":[30,35],"been":[31],"universally":[32],"used":[33],"demonstrated":[36],"significant":[37],"success":[38],"detecting":[40,60],"anomalies.":[41,91,175],"However,":[42],"over-reconstruction":[44],"ability":[45],"CAE":[47],"network":[48,114],"for":[49,90,174],"can":[52,133],"easily":[53],"lead":[54],"high":[56],"false-negative":[57],"rate":[58],"data.":[62,126],"On":[63],"other":[65],"hand,":[66],"(Deep":[73],"SVDD)":[74],"model":[75,108,153,169,185],"has":[76],"drawback":[78],"feature":[80,122,131],"collapse,":[81],"which":[82],"leads":[83],"a":[85],"decrease":[86],"accuracy":[89,173],"To":[92],"address":[93],"these":[94],"problems,":[95],"we":[96],"propose":[97],"Improved":[99],"with":[101],"LSTM":[102,113],"module":[103,144],"Kullback\u2013Leibler":[105],"divergence":[106],"(IAE-LSTM-KL)":[107],"this":[110],"article.":[111],"An":[112],"added":[116],"after":[117],"encoder":[119],"memorize":[121],"representations":[123],"Meanwhile,":[127],"phenomenon":[129],"collapse":[132],"also":[134,180],"be":[135],"mitigated":[136],"by":[137],"penalizing":[138],"featured":[140],"input":[141],"SVDD":[143],"via":[145],"KL":[146],"divergence.":[147],"efficacy":[149],"IAE-LSTM-KL":[152,168,184],"validated":[155],"through":[156],"experiments":[157],"on":[158],"both":[159],"synthetic":[160],"real-world":[162],"datasets.":[163],"Experimental":[164],"results":[165],"show":[166],"that":[167,182],"yields":[170],"higher":[171],"In":[176],"addition,":[177],"it":[178],"found":[181],"demonstrates":[186],"enhanced":[187],"robustness":[188],"contaminated":[190],"outliers":[191]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":1}],"updated_date":"2026-06-27T08:28:00.272161","created_date":"2025-10-10T00:00:00"}
