{"id":"https://openalex.org/W4412176033","doi":"https://doi.org/10.1155/int/4370827","title":"An Anomaly Detection System for High\u2010Dimensional Industry Time Series Data Based on GNN and Apache Flink","display_name":"An Anomaly Detection System for High\u2010Dimensional Industry Time Series Data Based on GNN and Apache Flink","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412176033","doi":"https://doi.org/10.1155/int/4370827"},"language":"en","primary_location":{"id":"doi:10.1155/int/4370827","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/4370827","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/int/4370827","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/int/4370827","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100398500","display_name":"Feng Ye","orcid":"https://orcid.org/0000-0003-0005-2073"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]},{"id":"https://openalex.org/I4210099662","display_name":"State Key Laboratory of Hydrology-Water Resources and Hydraulic Engineering","ror":"https://ror.org/012wsxz85","country_code":"CN","type":"facility","lineage":["https://openalex.org/I163340411","https://openalex.org/I4210099662","https://openalex.org/I4210111986","https://openalex.org/I4210120069","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Feng Ye","raw_affiliation_strings":["College of Computer Science and Software Engineering ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn","Key Laboratory of Hydrologic-Cycle and Hydrodynamic System of Ministry of Water Resources ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0003-0005-2073","affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn","institution_ids":["https://openalex.org/I163340411"]},{"raw_affiliation_string":"Key Laboratory of Hydrologic-Cycle and Hydrodynamic System of Ministry of Water Resources ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn","institution_ids":["https://openalex.org/I163340411","https://openalex.org/I4210099662"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009099198","display_name":"Kaibo Zhang","orcid":"https://orcid.org/0000-0002-0732-9218"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaibo Zhang","raw_affiliation_strings":["College of Computer Science and Software Engineering ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn","institution_ids":["https://openalex.org/I163340411"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101761199","display_name":"Jun Sun","orcid":"https://orcid.org/0000-0002-5568-496X"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]},{"id":"https://openalex.org/I4210118629","display_name":"NARI Group (China)","ror":"https://ror.org/02egn3136","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210118629"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Sun","raw_affiliation_strings":["College of Computer Science and Software Engineering ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn","Engineering Service Center ,  Nanjing Nari-Relays Electric Company ,  Nanjing ,  China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn","institution_ids":["https://openalex.org/I163340411"]},{"raw_affiliation_string":"Engineering Service Center ,  Nanjing Nari-Relays Electric Company ,  Nanjing ,  China","institution_ids":["https://openalex.org/I4210118629"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100367996","display_name":"Na Li","orcid":"https://orcid.org/0000-0001-5200-3762"},"institutions":[{"id":"https://openalex.org/I163340411","display_name":"Hohai University","ror":"https://ror.org/01wd4xt90","country_code":"CN","type":"education","lineage":["https://openalex.org/I163340411"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Na Li","raw_affiliation_strings":["College of Computer Science and Software Engineering ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science and Software Engineering ,  Hohai University ,  Nanjing ,  China , hhu.edu.cn","institution_ids":["https://openalex.org/I163340411"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100398500"],"corresponding_institution_ids":["https://openalex.org/I163340411","https://openalex.org/I4210099662"],"apc_list":{"value":2500,"currency":"USD","value_usd":2500},"apc_paid":{"value":2500,"currency":"USD","value_usd":2500},"fwci":4.8328,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.9473671,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"2025","issue":"1","first_page":null,"last_page":null},"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":0.9965000152587891,"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/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9962999820709229,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/computer-science","display_name":"Computer science","score":0.6539040803909302},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.650732159614563},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.6383693218231201},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.5907160043716431},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4033295214176178},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.3418418765068054},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.14382970333099365},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.09252524375915527}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6539040803909302},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.650732159614563},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.6383693218231201},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.5907160043716431},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4033295214176178},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3418418765068054},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.14382970333099365},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.09252524375915527},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1155/int/4370827","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/4370827","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/int/4370827","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1155/int/4370827","is_oa":true,"landing_page_url":"https://doi.org/10.1155/int/4370827","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1155/int/4370827","source":{"id":"https://openalex.org/S57950554","display_name":"International Journal of Intelligent Systems","issn_l":"0884-8173","issn":["0884-8173","1098-111X"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Intelligent Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1624408706","display_name":null,"funder_award_id":"2022003","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4988909408","display_name":null,"funder_award_id":"2022003","funder_id":"https://openalex.org/F4320336635","funder_display_name":"Water Conservancy Science and Technology Project of Jiangsu Province"},{"id":"https://openalex.org/G971824924","display_name":null,"funder_award_id":"2022YFC3202600","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320321605","display_name":"Government of Jiangsu Province","ror":"https://ror.org/004svx814"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320336635","display_name":"Water Conservancy Science and Technology Project of Jiangsu Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4412176033.pdf","grobid_xml":"https://content.openalex.org/works/W4412176033.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W2105497548","https://openalex.org/W2296719434","https://openalex.org/W2786827964","https://openalex.org/W2891875040","https://openalex.org/W2950361482","https://openalex.org/W2965203846","https://openalex.org/W2988226917","https://openalex.org/W3040266635","https://openalex.org/W3081497074","https://openalex.org/W3106543020","https://openalex.org/W3129057775","https://openalex.org/W3135550350","https://openalex.org/W3153872861","https://openalex.org/W3169450514","https://openalex.org/W3184127157","https://openalex.org/W3199110137","https://openalex.org/W3204771038","https://openalex.org/W4200186253","https://openalex.org/W4205388843","https://openalex.org/W4254182148","https://openalex.org/W4286618804","https://openalex.org/W4288057688","https://openalex.org/W4291034555","https://openalex.org/W7016021835"],"related_works":["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/W2667207928","https://openalex.org/W2912112202","https://openalex.org/W4377864969","https://openalex.org/W3120251014"],"abstract_inverted_index":{"Intelligent":[0],"systems":[1],"have":[2],"been":[3],"widely":[4],"used":[5],"in":[6,20,135],"various":[7,28],"fields.":[8],"They":[9],"generate":[10],"a":[11,87,109],"large":[12],"number":[13],"of":[14,23,40,53,65],"high\u2010dimensional":[15,76,116,148],"time":[16,54,77,117,137],"series":[17,55,78,118,138],"monitoring":[18],"data":[19,102],"the":[21,37,41,50,60,69,82,100],"process":[22],"operation,":[24],"which":[25,32],"often":[26,58],"hide":[27],"potential":[29],"abnormal":[30],"conditions,":[31],"bring":[33],"hidden":[34],"dangers":[35],"to":[36],"stable":[38],"operation":[39],"system.":[42],"Existing":[43],"anomaly":[44,89,111,145],"detection":[45,70,90,112,146],"methods":[46],"mainly":[47],"focus":[48],"on":[49,93,122,147],"sequence":[51],"characteristics":[52],"data,":[56,67,139],"but":[57],"ignore":[59],"correlation":[61],"between":[62],"different":[63],"variables":[64],"multivariate":[66,136],"and":[68,97,124,140],"efficiency":[71],"is":[72],"low":[73],"when":[74],"facing":[75],"data.":[79,119,151],"To":[80],"solve":[81],"above":[83],"problems,":[84],"we":[85,107],"propose":[86],"deep":[88],"method":[91,130],"based":[92],"graph":[94],"neural":[95],"network,":[96],"combined":[98],"with":[99],"big":[101],"computing":[103],"framework":[104],"Apache":[105],"Flink,":[106],"construct":[108],"real\u2010time":[110,144],"system":[113],"for":[114],"large\u2010scale":[115],"Experimental":[120],"results":[121],"SWaT":[123],"WADI":[125],"show":[126],"that":[127],"our":[128],"proposed":[129],"can":[131,141],"accurately":[132],"detect":[133],"anomalies":[134],"perform":[142],"low\u2010latency":[143],"industrial":[149],"streaming":[150]},"counts_by_year":[{"year":2026,"cited_by_count":4}],"updated_date":"2026-08-03T07:22:36.454288","created_date":"2025-10-10T00:00:00"}
