{"id":"https://openalex.org/W4226248369","doi":"https://doi.org/10.1109/tnse.2022.3157730","title":"ASTREAM: Data-Stream-Driven Scalable Anomaly Detection With Accuracy Guarantee in IIoT Environment","display_name":"ASTREAM: Data-Stream-Driven Scalable Anomaly Detection With Accuracy Guarantee in IIoT Environment","publication_year":2022,"publication_date":"2022-03-08","ids":{"openalex":"https://openalex.org/W4226248369","doi":"https://doi.org/10.1109/tnse.2022.3157730"},"language":"en","primary_location":{"id":"doi:10.1109/tnse.2022.3157730","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2022.3157730","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","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/A5056208275","display_name":"Yihong Yang","orcid":"https://orcid.org/0000-0002-3061-3460"},"institutions":[{"id":"https://openalex.org/I202126657","display_name":"Qufu Normal University","ror":"https://ror.org/03ceheh96","country_code":"CN","type":"education","lineage":["https://openalex.org/I202126657"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yihong Yang","raw_affiliation_strings":["School of Computer Science, Qufu Normal University, Rizhao, China"],"raw_orcid":"https://orcid.org/0000-0002-3061-3460","affiliations":[{"raw_affiliation_string":"School of Computer Science, Qufu Normal University, Rizhao, China","institution_ids":["https://openalex.org/I202126657"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057724278","display_name":"Xuan Yang","orcid":"https://orcid.org/0000-0001-9796-8074"},"institutions":[{"id":"https://openalex.org/I66883779","display_name":"Weifang University","ror":"https://ror.org/01frp7483","country_code":"CN","type":"education","lineage":["https://openalex.org/I66883779"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuan Yang","raw_affiliation_strings":["Weifang Key Laboratory of Blockchain on agricultural Vegetables, WeiFang University of Science and Technology, Weifang, China"],"raw_orcid":"https://orcid.org/0000-0001-9796-8074","affiliations":[{"raw_affiliation_string":"Weifang Key Laboratory of Blockchain on agricultural Vegetables, WeiFang University of Science and Technology, Weifang, China","institution_ids":["https://openalex.org/I66883779"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028749128","display_name":"Mohsen Heidari","orcid":"https://orcid.org/0000-0002-5041-053X"},"institutions":[{"id":"https://openalex.org/I1516879","display_name":"Tarbiat Modares University","ror":"https://ror.org/03mwgfy56","country_code":"IR","type":"education","lineage":["https://openalex.org/I1516879"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohsen Heidari","raw_affiliation_strings":["Department of Electrical Engineering, Tarbiat Modares University, Tehran, Iran"],"raw_orcid":"https://orcid.org/0000-0002-5041-053X","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Tarbiat Modares University, Tehran, Iran","institution_ids":["https://openalex.org/I1516879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5043995360","display_name":"Mohammad Ayoub Khan","orcid":"https://orcid.org/0000-0002-0398-3722"},"institutions":[{"id":"https://openalex.org/I4210136004","display_name":"University of Bisha","ror":"https://ror.org/040548g92","country_code":"SA","type":"education","lineage":["https://openalex.org/I4210136004"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Mohammad Ayoub Khan","raw_affiliation_strings":["College of Computing and Information Technology, University of Bisha, Bisha, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-0398-3722","affiliations":[{"raw_affiliation_string":"College of Computing and Information Technology, University of Bisha, Bisha, Saudi Arabia","institution_ids":["https://openalex.org/I4210136004"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041541232","display_name":"Gautam Srivastava","orcid":"https://orcid.org/0000-0001-9851-4103"},"institutions":[{"id":"https://openalex.org/I184693016","display_name":"China Medical University","ror":"https://ror.org/00v408z34","country_code":"TW","type":"education","lineage":["https://openalex.org/I184693016"]},{"id":"https://openalex.org/I48890080","display_name":"Brandon University","ror":"https://ror.org/02qp25a50","country_code":"CA","type":"education","lineage":["https://openalex.org/I48890080"]}],"countries":["CA","TW"],"is_corresponding":false,"raw_author_name":"Gautam Srivastava","raw_affiliation_strings":["Department of Mathematics and Computer Science, Brandon University, Brandon, MB, Canada","Research Centre for Interneural Computing, China Medical University, Taichung, Taiwan"],"raw_orcid":"https://orcid.org/0000-0001-9851-4103","affiliations":[{"raw_affiliation_string":"Department of Mathematics and Computer Science, Brandon University, Brandon, MB, Canada","institution_ids":["https://openalex.org/I48890080"]},{"raw_affiliation_string":"Research Centre for Interneural Computing, China Medical University, Taichung, Taiwan","institution_ids":["https://openalex.org/I184693016"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014860204","display_name":"Mohammad R. Khosravi","orcid":"https://orcid.org/0000-0002-2029-5067"},"institutions":[{"id":"https://openalex.org/I204490172","display_name":"Shiraz University of Technology","ror":"https://ror.org/04bxa3v83","country_code":"IR","type":"education","lineage":["https://openalex.org/I204490172"]},{"id":"https://openalex.org/I90767664","display_name":"Persian Gulf University","ror":"https://ror.org/03n2mgj60","country_code":"IR","type":"education","lineage":["https://openalex.org/I90767664"]}],"countries":["IR"],"is_corresponding":false,"raw_author_name":"Mohammad R. Khosravi","raw_affiliation_strings":["Department of Computer Engineering, Persian Gulf University, Bushehr, Iran","Department of Electrical and Electronic Engineering, Shiraz University of Technology, Shiraz, Iran"],"raw_orcid":"https://orcid.org/0000-0002-2029-5067","affiliations":[{"raw_affiliation_string":"Department of Computer Engineering, Persian Gulf University, Bushehr, Iran","institution_ids":["https://openalex.org/I90767664"]},{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, Shiraz University of Technology, Shiraz, Iran","institution_ids":["https://openalex.org/I204490172"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101825932","display_name":"Lianyong Qi","orcid":null},"institutions":[{"id":"https://openalex.org/I202126657","display_name":"Qufu Normal University","ror":"https://ror.org/03ceheh96","country_code":"CN","type":"education","lineage":["https://openalex.org/I202126657"]},{"id":"https://openalex.org/I881766915","display_name":"Nanjing University","ror":"https://ror.org/01rxvg760","country_code":"CN","type":"education","lineage":["https://openalex.org/I881766915"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lianyong Qi","raw_affiliation_strings":["School of Computer Science, Qufu Normal University, Rizhao, China","State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-7746-4901","affiliations":[{"raw_affiliation_string":"School of Computer Science, Qufu Normal University, Rizhao, China","institution_ids":["https://openalex.org/I202126657"]},{"raw_affiliation_string":"State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5056208275"],"corresponding_institution_ids":["https://openalex.org/I202126657"],"apc_list":null,"apc_paid":null,"fwci":13.0444,"has_fulltext":false,"cited_by_count":99,"citation_normalized_percentile":{"value":0.99003163,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"10","issue":"5","first_page":"3007","last_page":"3016"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":1.0,"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":1.0,"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":0.9998000264167786,"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"}},{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.9976000189781189,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7025314569473267},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6820223927497864},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6577762961387634},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4455912709236145},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4332923889160156},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.08479118347167969}],"concepts":[{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7025314569473267},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6820223927497864},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6577762961387634},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4455912709236145},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4332923889160156},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.08479118347167969}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tnse.2022.3157730","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tnse.2022.3157730","pdf_url":null,"source":{"id":"https://openalex.org/S2484352698","display_name":"IEEE Transactions on Network Science and Engineering","issn_l":"2327-4697","issn":["2327-4697","2334-329X"],"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 Network Science and Engineering","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1702272475","display_name":null,"funder_award_id":"ZR2019MF001","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G3087563711","display_name":null,"funder_award_id":"62177014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4649342588","display_name":"\u670d\u52a1\u63a8\u8350\u4e2d\u57fa\u4e8e\u5c40\u90e8\u654f\u611f\u54c8\u5e0c\u7684\u9690\u79c1\u4fdd\u62a4\u65b9\u6cd5\u7814\u7a76","funder_award_id":"61872219","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/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":41,"referenced_works":["https://openalex.org/W1995443851","https://openalex.org/W2472175380","https://openalex.org/W2616332741","https://openalex.org/W2741799308","https://openalex.org/W2795554423","https://openalex.org/W2961637513","https://openalex.org/W2965744319","https://openalex.org/W2979571639","https://openalex.org/W3000586467","https://openalex.org/W3006123093","https://openalex.org/W3010770313","https://openalex.org/W3013306169","https://openalex.org/W3013798241","https://openalex.org/W3020434223","https://openalex.org/W3037152388","https://openalex.org/W3040266635","https://openalex.org/W3044238138","https://openalex.org/W3045709130","https://openalex.org/W3046492501","https://openalex.org/W3086419524","https://openalex.org/W3086579950","https://openalex.org/W3090041645","https://openalex.org/W3100480425","https://openalex.org/W3128667667","https://openalex.org/W3133518153","https://openalex.org/W3135269945","https://openalex.org/W3135550350","https://openalex.org/W3136728831","https://openalex.org/W3138539755","https://openalex.org/W3147751175","https://openalex.org/W3154707277","https://openalex.org/W3165758957","https://openalex.org/W3185693672","https://openalex.org/W3192055963","https://openalex.org/W3195241156","https://openalex.org/W3196498627","https://openalex.org/W3204560711","https://openalex.org/W3204755716","https://openalex.org/W4200463697","https://openalex.org/W4206450891","https://openalex.org/W4210707990"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4399531511"],"abstract_inverted_index":{"Intrusion":[0],"detection":[1,13,22,52,91,102,112,122,132,169],"exerts":[2],"a":[3,29,84,109],"crucial":[4],"influence":[5],"on":[6,189],"securing":[7],"the":[8,17,20,26,34,60,65,68,74,138,142,150,156,161,167,182,190],"IIoT":[9],"driven":[10],"by":[11],"anomaly":[12,51,111,131],"approaches.":[14,53],"Dissimilar":[15],"with":[16,133],"static":[18],"data,":[19],"intrusion":[21],"data":[23,31,40,75,104,153,175],"is":[24,56],"in":[25,103,178,204],"form":[27],"of":[28,36,86,152,206],"dynamic":[30],"stream":[32],"possessing":[33],"properties":[35,45],"infiniteness,":[37],"correlations,":[38],"and":[39,89,120,129,170,180,208,210],"distribution":[41,76,176],"change.":[42],"However,":[43],"these":[44],"cause":[46],"some":[47],"issues":[48],"for":[49],"current":[50],"Firstly,":[54],"it":[55],"impractical":[57],"to":[58,64,83,126,148,193],"save":[59],"whole":[61],"dataset":[62,192],"due":[63,82],"infiniteness.":[66],"Secondly,":[67],"correlations":[69,162],"are":[70,187],"hardly":[71],"considered.":[72],"Thirdly,":[73],"change":[77,90,121,168,177],"can\u2019t":[78],"be":[79,146],"appropriately":[80],"handled":[81],"lack":[85],"model":[87,118,171],"update":[88,172],"strategy.":[92],"Thus,":[93],"we":[94],"propose":[95],"ASTREAM":[96,136,195,201],"(":[97],"<underline":[98,105],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[99,106],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">a</u>":[100],"nomaly":[101],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">stream</u>":[107],"s),":[108],"novel":[110],"approach":[113],"that":[114,200],"merges":[115],"sliding":[116,143],"window,":[117],"update,":[119],"strategies":[123],"into":[124],"LSHiForest":[125],"achieve":[127],"accurate":[128],"efficient":[130],"better":[134,212],"scalability.":[135,213],"has":[137,211],"following":[139],"characteristics:":[140],"(a)":[141],"window":[144],"can":[145,159,173],"utilized":[147],"handle":[149],"infiniteness":[151],"streams;":[154],"(b)":[155],"introduced":[157],"PCA":[158],"consider":[160],"between":[163],"different":[164],"attributes;":[165],"(c)":[166],"detect":[174],"time":[179],"train":[181],"new":[183],"model.":[184],"Comprehensive":[185],"experiments":[186],"implemented":[188],"KDDCUP99":[191],"validate":[194],"performance.":[196],"Experiment":[197],"results":[198],"reveal":[199],"outperforms":[202],"baselines":[203],"aspects":[205],"accuracy":[207],"efficiency":[209]},"counts_by_year":[{"year":2026,"cited_by_count":5},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":32},{"year":2023,"cited_by_count":41},{"year":2022,"cited_by_count":4}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}