{"id":"https://openalex.org/W3141167915","doi":"https://doi.org/10.1155/2021/6623666","title":"A Two\u2010Layer Architecture for Failure Prediction Based on High\u2010Dimension Monitoring Sequences","display_name":"A Two\u2010Layer Architecture for Failure Prediction Based on High\u2010Dimension Monitoring Sequences","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3141167915","doi":"https://doi.org/10.1155/2021/6623666","mag":"3141167915"},"language":"en","primary_location":{"id":"doi:10.1155/2021/6623666","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2021/6623666","pdf_url":"https://downloads.hindawi.com/journals/complexity/2021/6623666.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2021/6623666.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100422540","display_name":"Xue Wang","orcid":"https://orcid.org/0000-0001-5224-6836"},"institutions":[{"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":"Xue Wang","raw_affiliation_strings":["School of Management & Engineering, Nanjing University, Nanjing, China","School of Management & Engineering, Nanjing University, Nanjing"],"affiliations":[{"raw_affiliation_string":"School of Management & Engineering, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"School of Management & Engineering, Nanjing University, Nanjing","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100371028","display_name":"Fan Liu","orcid":"https://orcid.org/0000-0002-1292-8303"},"institutions":[{"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":true,"raw_author_name":"Fan Liu","raw_affiliation_strings":["School of Management & Engineering, Nanjing University, Nanjing, China","School of Management & Engineering, Nanjing University, Nanjing"],"affiliations":[{"raw_affiliation_string":"School of Management & Engineering, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"School of Management & Engineering, Nanjing University, Nanjing","institution_ids":["https://openalex.org/I881766915"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101106348","display_name":"Yixin Feng","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yixin Feng","raw_affiliation_strings":["Guotai Junan Securities, Shanghai, China","Guotai Junan Securities, Shanghai"],"affiliations":[{"raw_affiliation_string":"Guotai Junan Securities, Shanghai, China","institution_ids":[]},{"raw_affiliation_string":"Guotai Junan Securities, Shanghai","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5041797259","display_name":"Jiabao Zhao","orcid":"https://orcid.org/0000-0002-2186-3177"},"institutions":[{"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":"Jiabao Zhao","raw_affiliation_strings":["Department of Control and Systems Engineering, Nanjing University, Nanjing, China","Department of Control and Systems Engineering, Nanjing University, Nanjing"],"affiliations":[{"raw_affiliation_string":"Department of Control and Systems Engineering, Nanjing University, Nanjing, China","institution_ids":["https://openalex.org/I881766915"]},{"raw_affiliation_string":"Department of Control and Systems Engineering, Nanjing University, Nanjing","institution_ids":["https://openalex.org/I881766915"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5100371028"],"corresponding_institution_ids":["https://openalex.org/I881766915"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":0.1399,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.52659441,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"2021","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":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/T10400","display_name":"Network Security and Intrusion Detection","score":0.9994000196456909,"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/T12127","display_name":"Software System Performance and Reliability","score":0.9983000159263611,"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/predictability","display_name":"Predictability","score":0.8263289332389832},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7829846143722534},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.66241055727005},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6343966722488403},{"id":"https://openalex.org/keywords/devops","display_name":"DevOps","score":0.5446559190750122},{"id":"https://openalex.org/keywords/dimension","display_name":"Dimension (graph theory)","score":0.5355804562568665},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.5303362607955933},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5098108649253845},{"id":"https://openalex.org/keywords/application-layer","display_name":"Application layer","score":0.4765208959579468},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.4153779447078705},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.36047500371932983},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1160811185836792},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.08167266845703125}],"concepts":[{"id":"https://openalex.org/C197640229","wikidata":"https://www.wikidata.org/wiki/Q2534066","display_name":"Predictability","level":2,"score":0.8263289332389832},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7829846143722534},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.66241055727005},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6343966722488403},{"id":"https://openalex.org/C9903902","wikidata":"https://www.wikidata.org/wiki/Q3025536","display_name":"DevOps","level":3,"score":0.5446559190750122},{"id":"https://openalex.org/C33676613","wikidata":"https://www.wikidata.org/wiki/Q13415176","display_name":"Dimension (graph theory)","level":2,"score":0.5355804562568665},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.5303362607955933},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5098108649253845},{"id":"https://openalex.org/C190793597","wikidata":"https://www.wikidata.org/wiki/Q189768","display_name":"Application layer","level":3,"score":0.4765208959579468},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.4153779447078705},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.36047500371932983},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1160811185836792},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.08167266845703125},{"id":"https://openalex.org/C26873012","wikidata":"https://www.wikidata.org/wiki/Q214781","display_name":"Condensed matter physics","level":1,"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/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","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/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1155/2021/6623666","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2021/6623666","pdf_url":"https://downloads.hindawi.com/journals/complexity/2021/6623666.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:6623666","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/complexity/2021/6623666.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:17f094ac49e04b73878c2cc0bc764d30","is_oa":true,"landing_page_url":"https://doaj.org/article/17f094ac49e04b73878c2cc0bc764d30","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2021 (2021)","raw_type":"article"},{"id":"pmh:oai:hindawi.com:10.1155/2021/6623666","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/6623666","pdf_url":null,"source":{"id":"https://openalex.org/S4306400340","display_name":"Hindawi Journal of Chemistry (Hindawi)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210126990","host_organization_name":"Hindawi (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210126990"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Research Article"}],"best_oa_location":{"id":"doi:10.1155/2021/6623666","is_oa":true,"landing_page_url":"http://doi.org/10.1155/2021/6623666","pdf_url":"https://downloads.hindawi.com/journals/complexity/2021/6623666.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6000000238418579,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2172947564","display_name":null,"funder_award_id":"71732003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4053295658","display_name":null,"funder_award_id":"7173200","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5049037476","display_name":null,"funder_award_id":"14380041","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8951484681","display_name":null,"funder_award_id":"Grant","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}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3141167915.pdf","grobid_xml":"https://content.openalex.org/works/W3141167915.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1508143344","https://openalex.org/W1635389253","https://openalex.org/W1689711448","https://openalex.org/W1963702413","https://openalex.org/W1975132127","https://openalex.org/W1993683612","https://openalex.org/W2020221916","https://openalex.org/W2026453187","https://openalex.org/W2099419573","https://openalex.org/W2114453181","https://openalex.org/W2122646361","https://openalex.org/W2123395972","https://openalex.org/W2129281431","https://openalex.org/W2144182447","https://openalex.org/W2153017107","https://openalex.org/W2155495502","https://openalex.org/W2191950414","https://openalex.org/W2293689143","https://openalex.org/W2391120767","https://openalex.org/W2400829371","https://openalex.org/W2613480438","https://openalex.org/W2625283652","https://openalex.org/W2728412010","https://openalex.org/W2729199241","https://openalex.org/W2735418241","https://openalex.org/W2767094836","https://openalex.org/W2883560233","https://openalex.org/W2909301190","https://openalex.org/W2964304846","https://openalex.org/W2999013495","https://openalex.org/W3028340924","https://openalex.org/W3040857534","https://openalex.org/W3099845770","https://openalex.org/W4297671198"],"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/W2912112202","https://openalex.org/W2667207928","https://openalex.org/W4377864969","https://openalex.org/W2972971679"],"abstract_inverted_index":{"In":[0,59],"recent":[1],"years,":[2],"the":[3,14,40,46,65,85,94,123,130,136,141,144,147],"distributed":[4,21],"architecture":[5,82],"has":[6],"been":[7],"widely":[8],"adopted":[9],"by":[10,35,133],"security":[11,138],"companies":[12],"with":[13],"rapid":[15],"expansion":[16],"of":[17,25,29,45,49,64,88,100,135,146],"their":[18],"business.":[19],"A":[20],"system":[22],"is":[23],"comprised":[24],"many":[26],"computing":[27],"nodes":[28,50,89],"different":[30],"components":[31],"which":[32,53,112],"are":[33,51,113,127],"connected":[34],"high\u2010speed":[36],"communication":[37],"networks.":[38],"With":[39],"increasing":[41],"functionality":[42],"and":[43,68,140],"complexity":[44],"systems,":[47],"failures":[48,67],"inevitable":[52],"may":[54],"result":[55],"in":[56,74,93,109,122],"considerable":[57],"loss.":[58],"order":[60],"to":[61,72,105],"identify":[62],"anomalies":[63],"possible":[66],"enable":[69],"DevOps":[70],"engineers":[71],"operate":[73],"advance,":[75],"this":[76],"paper":[77],"proposes":[78],"a":[79],"two\u2010layer":[80],"prediction":[81],"based":[83],"on":[84,129],"monitoring":[86],"sequences":[87],"status.":[90],"Generally":[91],"speaking,":[92],"first":[95],"layer,":[96],"we":[97],"make":[98],"use":[99],"EXPoSE":[101],"anomaly":[102,107],"detection":[103],"technique":[104],"derive":[106],"scores":[108],"constant":[110],"time":[111],"then":[114],"used":[115],"as":[116],"input":[117],"data":[118,131],"for":[119],"ensemble":[120],"learning":[121],"second":[124],"layer.":[125],"Experiments":[126],"conducted":[128],"provided":[132],"one":[134],"largest":[137],"companies,":[139],"results":[142],"demonstrate":[143],"predictability":[145],"proposed":[148],"approach.":[149]},"counts_by_year":[{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}