{"id":"https://openalex.org/W4394744648","doi":"https://doi.org/10.1109/jiot.2024.3385278","title":"Two-Phase Dual-Adversarial Agents With Multivariate Information for Unsupervised Anomaly Detection of IIoT-Edge Devices","display_name":"Two-Phase Dual-Adversarial Agents With Multivariate Information for Unsupervised Anomaly Detection of IIoT-Edge Devices","publication_year":2024,"publication_date":"2024-04-12","ids":{"openalex":"https://openalex.org/W4394744648","doi":"https://doi.org/10.1109/jiot.2024.3385278"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2024.3385278","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3385278","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","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/A5091032805","display_name":"Yuanhong Chang","orcid":"https://orcid.org/0000-0003-4655-9400"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]},{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Yuanhong Chang","raw_affiliation_strings":["State Key Laboratory for Manufacturing and Systems Engineering, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-4655-9400","affiliations":[{"raw_affiliation_string":"State Key Laboratory for Manufacturing and Systems Engineering, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I87445476"]},{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100729809","display_name":"Jinglong Chen","orcid":"https://orcid.org/0000-0002-9805-9849"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinglong Chen","raw_affiliation_strings":["State Key Laboratory for Manufacturing and Systems Engineering, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0002-9805-9849","affiliations":[{"raw_affiliation_string":"State Key Laboratory for Manufacturing and Systems Engineering, Xi&#x2019;an Jiaotong University, Xi&#x2019;an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046844818","display_name":"Rong Su","orcid":"https://orcid.org/0000-0003-3448-0586"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Rong Su","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Jurong West, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-3448-0586","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043832796","display_name":"Jingsong Xie","orcid":"https://orcid.org/0000-0001-7280-3556"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingsong Xie","raw_affiliation_strings":["School of Traffic and Transportation Engineering, Central South University, Changsha, China"],"raw_orcid":"https://orcid.org/0000-0001-7280-3556","affiliations":[{"raw_affiliation_string":"School of Traffic and Transportation Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100382841","display_name":"Aimin Li","orcid":"https://orcid.org/0000-0003-0653-5009"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Aimin Li","raw_affiliation_strings":["Science and Technology on Liquid Rocket Engine Laboratory, Xi&#x2019;an Aerospace Propulsion Institute, Xi&#x2019;an, China"],"raw_orcid":"https://orcid.org/0000-0003-0653-5009","affiliations":[{"raw_affiliation_string":"Science and Technology on Liquid Rocket Engine Laboratory, Xi&#x2019;an Aerospace Propulsion Institute, Xi&#x2019;an, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.5006,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.9020207,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"11","issue":"13","first_page":"23577","last_page":"23591"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9998999834060669,"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":0.9998999834060669,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9944999814033508,"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/T11515","display_name":"Bacillus and Francisella bacterial research","score":0.9778000116348267,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.867195725440979},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.7156452536582947},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6914365291595459},{"id":"https://openalex.org/keywords/adversarial-system","display_name":"Adversarial system","score":0.6434800624847412},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.6187545657157898},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5897149443626404},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.5606741309165955},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5166028738021851},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.49770572781562805},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.4925556778907776},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.47237756848335266},{"id":"https://openalex.org/keywords/industrial-internet","display_name":"Industrial Internet","score":0.4709183871746063},{"id":"https://openalex.org/keywords/unsupervised-learning","display_name":"Unsupervised learning","score":0.4579554796218872},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.4171140491962433},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3567061722278595},{"id":"https://openalex.org/keywords/internet-of-things","display_name":"Internet of Things","score":0.1550193428993225},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.089190274477005}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.867195725440979},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.7156452536582947},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6914365291595459},{"id":"https://openalex.org/C37736160","wikidata":"https://www.wikidata.org/wiki/Q1801315","display_name":"Adversarial system","level":2,"score":0.6434800624847412},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.6187545657157898},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5897149443626404},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.5606741309165955},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5166028738021851},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.49770572781562805},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.4925556778907776},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.47237756848335266},{"id":"https://openalex.org/C202839342","wikidata":"https://www.wikidata.org/wiki/Q60740481","display_name":"Industrial Internet","level":3,"score":0.4709183871746063},{"id":"https://openalex.org/C8038995","wikidata":"https://www.wikidata.org/wiki/Q1152135","display_name":"Unsupervised learning","level":2,"score":0.4579554796218872},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.4171140491962433},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3567061722278595},{"id":"https://openalex.org/C81860439","wikidata":"https://www.wikidata.org/wiki/Q251212","display_name":"Internet of Things","level":2,"score":0.1550193428993225},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.089190274477005},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2024.3385278","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2024.3385278","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"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 Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3791061739","display_name":null,"funder_award_id":"2022LL-JB-19","funder_id":"https://openalex.org/F4320336350","funder_display_name":"Key Research and Development Projects of Shaanxi Province"},{"id":"https://openalex.org/G5870846608","display_name":null,"funder_award_id":"52275129","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6372475711","display_name":null,"funder_award_id":"XZY022024089","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G7647994915","display_name":null,"funder_award_id":"XZY022023062","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null},{"id":"https://openalex.org/F4320336350","display_name":"Key Research and Development Projects of Shaanxi Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W2021660846","https://openalex.org/W2032305183","https://openalex.org/W2060263405","https://openalex.org/W2184801043","https://openalex.org/W2296719434","https://openalex.org/W2340896621","https://openalex.org/W2910068345","https://openalex.org/W2960737790","https://openalex.org/W2963045681","https://openalex.org/W2966559104","https://openalex.org/W2972034512","https://openalex.org/W2998901024","https://openalex.org/W3004246420","https://openalex.org/W3004451154","https://openalex.org/W3011157584","https://openalex.org/W3089028909","https://openalex.org/W3129166376","https://openalex.org/W3130063696","https://openalex.org/W3135684856","https://openalex.org/W3157509007","https://openalex.org/W3184267170","https://openalex.org/W3203505883","https://openalex.org/W3210677111","https://openalex.org/W3213315512","https://openalex.org/W4200496386","https://openalex.org/W4206553297","https://openalex.org/W4221069960","https://openalex.org/W4223531197","https://openalex.org/W4226052555","https://openalex.org/W4285082635","https://openalex.org/W4285116605","https://openalex.org/W4285178849","https://openalex.org/W4285251765","https://openalex.org/W4285299229","https://openalex.org/W4285498266","https://openalex.org/W4292687376","https://openalex.org/W4308451963","https://openalex.org/W4313216104","https://openalex.org/W4327703566","https://openalex.org/W4378190897","https://openalex.org/W4379135710","https://openalex.org/W4386575409","https://openalex.org/W4387005349","https://openalex.org/W6748102297","https://openalex.org/W6758101687"],"related_works":["https://openalex.org/W3013693939","https://openalex.org/W2566616303","https://openalex.org/W2159052453","https://openalex.org/W2806873178","https://openalex.org/W2965146396","https://openalex.org/W2770818364","https://openalex.org/W4404095322","https://openalex.org/W4312416532","https://openalex.org/W4361794457","https://openalex.org/W4288000017"],"abstract_inverted_index":{"With":[0],"the":[1,18,36,40,76,114,119,142,155,177],"improvement":[2],"of":[3,9,20,39,43,78,122,157,185],"intelligence":[4],"and":[5,67,82,99,135,159,181],"integration,":[6],"automatic":[7],"supervision":[8],"large-scale":[10,71],"systems":[11],"is":[12],"a":[13,53,129,138],"current":[14],"challenge":[15],"in":[16,150,162,187],"guaranteeing":[17],"high-reliability":[19],"edge":[21,37,171],"devices.":[22,73],"Hence,":[23],"fast":[24],"&":[25,170],"accurate":[26],"anomaly":[27],"detection":[28,183],"(AD)":[29],"has":[30],"become":[31],"an":[32,192],"urgent":[33],"need":[34],"via":[35],"computing":[38],"industrial":[41,166],"Internet":[42],"Things":[44],"(IIoT).":[45],"For":[46],"this":[47,49,117],"purpose,":[48],"paper":[50],"creatively":[51],"proposes":[52],"dual":[54,145],"agents":[55],"based":[56],"on":[57],"two-phase":[58,100],"adversarial":[59,84,102,151],"training":[60,128],"strategy":[61],"(2P-DAs)":[62],"to":[63,104,124,175],"perform":[64],"rapid,":[65],"stable":[66],"unsupervised":[68,101],"AD":[69],"for":[70,132,148],"IIoT-edge":[72,188],"It":[74],"integrates":[75],"superiorities":[77],"deep":[79],"autoencoder":[80],"(AEs)":[81],"generative":[83],"network":[85],"(GANs),":[86],"utilizing":[87],"normal":[88],"multivariate":[89],"time-series":[90],"as":[91,97,168],"inputs,":[92],"1-Encoder":[93],"vs.":[94],"2-Decoders":[95],"architecture":[96],"backbone,":[98],"learning":[103],"make":[105],"it":[106],"isolate":[107],"anomalies":[108],"while":[109],"providing":[110],"efficient":[111],"training.":[112],"On":[113,141],"one":[115],"hand,":[116,144],"allows":[118],"inherent":[120],"limitations":[121],"AEs":[123],"be":[125],"overcome":[126],"by":[127],"model":[130],"capable":[131],"recognizing":[133],"non-anomalies":[134],"thus":[136],"performing":[137],"good":[139],"reconstruction.":[140],"other":[143],"structures":[146],"allow":[147],"stability":[149],"training,":[152],"thereby":[153],"solving":[154],"issues":[156],"collapse":[158],"non-convergence":[160],"encountered":[161],"GANs.":[163],"Two":[164],"practical":[165],"data,":[167,172],"cloud":[169],"are":[173],"used":[174],"verify":[176],"robustness,":[178],"inference":[179],"speed":[180],"high":[182],"performance":[184,194],"2P-DAs":[186],"AD,":[189],"which":[190],"demonstrates":[191],"impressive":[193],"under":[195],"multiple":[196],"evaluation":[197],"indexes.":[198]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
