{"id":"https://openalex.org/W4210426406","doi":"https://doi.org/10.1587/transinf.2021edp7138","title":"A Learning-Based Service Function Chain Early Fault Diagnosis Mechanism Based on In-Band Network Telemetry","display_name":"A Learning-Based Service Function Chain Early Fault Diagnosis Mechanism Based on In-Band Network Telemetry","publication_year":2022,"publication_date":"2022-01-31","ids":{"openalex":"https://openalex.org/W4210426406","doi":"https://doi.org/10.1587/transinf.2021edp7138"},"language":"en","primary_location":{"id":"doi:10.1587/transinf.2021edp7138","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2021edp7138","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E105.D/2/E105.D_2021EDP7138/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.jstage.jst.go.jp/article/transinf/E105.D/2/E105.D_2021EDP7138/_pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5037195596","display_name":"Meiming FU","orcid":null},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Meiming FU","raw_affiliation_strings":["State Grid Laboratory of Power Line Communication Application Technology, Shenzhen Smart-chip Microelectronics Technology Co., Ltd"],"affiliations":[{"raw_affiliation_string":"State Grid Laboratory of Power Line Communication Application Technology, Shenzhen Smart-chip Microelectronics Technology Co., Ltd","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026633730","display_name":"Qingyang LIU","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Qingyang LIU","raw_affiliation_strings":["State Grid Laboratory of Power Line Communication Application Technology, Shenzhen Guodian Technology Communication Co., Ltd"],"affiliations":[{"raw_affiliation_string":"State Grid Laboratory of Power Line Communication Application Technology, Shenzhen Guodian Technology Communication Co., Ltd","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040961501","display_name":"Jiayi LIU","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayi LIU","raw_affiliation_strings":["State Key Laboratory on ISN, Xidian University"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory on ISN, Xidian University","institution_ids":["https://openalex.org/I149594827"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100388997","display_name":"Xiang Wang","orcid":"https://orcid.org/0000-0001-9623-5370"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xiang WANG","raw_affiliation_strings":["State Grid Laboratory of Power Line Communication Application Technology, Beijing Smart-chip Microelectronics Technology Co., Ltd"],"affiliations":[{"raw_affiliation_string":"State Grid Laboratory of Power Line Communication Application Technology, Beijing Smart-chip Microelectronics Technology Co., Ltd","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102154880","display_name":"Hongyan Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I149594827","display_name":"Xidian University","ror":"https://ror.org/05s92vm98","country_code":"CN","type":"education","lineage":["https://openalex.org/I149594827"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyan YANG","raw_affiliation_strings":["State Key Laboratory on ISN, Xidian University"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory on ISN, Xidian University","institution_ids":["https://openalex.org/I149594827"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5037195596"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.9673,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.75284109,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"E105.D","issue":"2","first_page":"344","last_page":"354"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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/T10767","display_name":"Advanced Photonic Communication Systems","score":0.9940999746322632,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9937000274658203,"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/chaining","display_name":"Chaining","score":0.864256739616394},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8488786220550537},{"id":"https://openalex.org/keywords/virtual-network","display_name":"Virtual network","score":0.5823261141777039},{"id":"https://openalex.org/keywords/debugging","display_name":"Debugging","score":0.501154899597168},{"id":"https://openalex.org/keywords/fault-management","display_name":"Fault management","score":0.45910099148750305},{"id":"https://openalex.org/keywords/network-monitoring","display_name":"Network monitoring","score":0.457746684551239},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43937522172927856},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4050343334674835},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.35237807035446167},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34810498356819153},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.2774119973182678},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.14165019989013672}],"concepts":[{"id":"https://openalex.org/C49020025","wikidata":"https://www.wikidata.org/wiki/Q1059099","display_name":"Chaining","level":2,"score":0.864256739616394},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8488786220550537},{"id":"https://openalex.org/C2776874963","wikidata":"https://www.wikidata.org/wiki/Q4112081","display_name":"Virtual network","level":2,"score":0.5823261141777039},{"id":"https://openalex.org/C168065819","wikidata":"https://www.wikidata.org/wiki/Q845566","display_name":"Debugging","level":2,"score":0.501154899597168},{"id":"https://openalex.org/C108074857","wikidata":"https://www.wikidata.org/wiki/Q3067360","display_name":"Fault management","level":3,"score":0.45910099148750305},{"id":"https://openalex.org/C81877898","wikidata":"https://www.wikidata.org/wiki/Q1965787","display_name":"Network monitoring","level":2,"score":0.457746684551239},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43937522172927856},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4050343334674835},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.35237807035446167},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34810498356819153},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2774119973182678},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.14165019989013672},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C66938386","wikidata":"https://www.wikidata.org/wiki/Q633538","display_name":"Structural engineering","level":1,"score":0.0},{"id":"https://openalex.org/C62611344","wikidata":"https://www.wikidata.org/wiki/Q1062658","display_name":"Node (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1587/transinf.2021edp7138","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2021edp7138","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E105.D/2/E105.D_2021EDP7138/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1587/transinf.2021edp7138","is_oa":true,"landing_page_url":"https://doi.org/10.1587/transinf.2021edp7138","pdf_url":"https://www.jstage.jst.go.jp/article/transinf/E105.D/2/E105.D_2021EDP7138/_pdf","source":{"id":"https://openalex.org/S2486202937","display_name":"IEICE Transactions on Information and Systems","issn_l":"0916-8532","issn":["0916-8532","1745-1361"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4320800604","host_organization_name":"Institute of Electronics, Information and Communication Engineers","host_organization_lineage":["https://openalex.org/P4320800604"],"host_organization_lineage_names":["Institute of Electronics, Information and Communication Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEICE Transactions on Information and Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4210426406.pdf","grobid_xml":"https://content.openalex.org/works/W4210426406.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1630932300","https://openalex.org/W1994926493","https://openalex.org/W2055350293","https://openalex.org/W2075825379","https://openalex.org/W2111160227","https://openalex.org/W2136451165","https://openalex.org/W2538737679","https://openalex.org/W2559999940","https://openalex.org/W2766470879","https://openalex.org/W2787316599","https://openalex.org/W2885245007","https://openalex.org/W2907537017","https://openalex.org/W2910578827","https://openalex.org/W2922167753","https://openalex.org/W2949926129","https://openalex.org/W2959592396","https://openalex.org/W2969292095","https://openalex.org/W2973846363","https://openalex.org/W2981492142","https://openalex.org/W2996502041","https://openalex.org/W3014191625","https://openalex.org/W3034877820","https://openalex.org/W3036639796","https://openalex.org/W3046750740","https://openalex.org/W3090870117","https://openalex.org/W3098555691","https://openalex.org/W3109508207","https://openalex.org/W3112685504","https://openalex.org/W3115478688"],"related_works":["https://openalex.org/W2903328691","https://openalex.org/W2967858304","https://openalex.org/W2791010391","https://openalex.org/W2889650910","https://openalex.org/W2951557574","https://openalex.org/W4300138531","https://openalex.org/W2620066784","https://openalex.org/W3015273126","https://openalex.org/W2956655210","https://openalex.org/W1538027944"],"abstract_inverted_index":{"Network":[0,147],"virtualization":[1],"has":[2,29,125],"become":[3],"a":[4,23,30,36,89,140,152,231],"promising":[5],"paradigm":[6],"for":[7,61,92,156,194],"supporting":[8],"diverse":[9],"vertical":[10,18],"services":[11],"in":[12,103,131,197],"Software":[13],"Defined":[14],"Networks":[15],"(SDNs).":[16],"Each":[17],"service":[19],"is":[20,41,88,207],"carried":[21],"by":[22,43,139,172],"virtual":[24,48],"network":[25,49,55,67,75,143,210,234],"(VN),":[26],"which":[27],"normally":[28],"chaining":[31],"structure.":[32],"In":[33,134],"this":[34,135],"way,":[35],"Service":[37,111],"Function":[38],"Chain":[39],"(SFC)":[40],"composed":[42],"an":[44],"ordered":[45],"set":[46,232],"of":[47,85,95,105,119,225,233,240],"functions":[50],"(VNFs)":[51],"to":[52,71,109,189,213,236],"provide":[53],"tailored":[54],"services.":[56],"Such":[57],"new":[58,66],"programmable":[59],"flexibilities":[60],"future":[62],"networks":[63,186],"also":[64,219],"bring":[65],"management":[68,94],"challenges:":[69],"how":[70],"collect":[72],"and":[73,78,81,161,229],"analyze":[74],"measurement":[76,169],"data,":[77],"further":[79],"predict":[80,190,214],"diagnose":[82],"the":[83,93,98,117,120,132,165,174,191,198,221,226,238,241],"performance":[84,107,123,179,239],"SFCs?":[86],"This":[87],"fundamental":[90],"problem":[91],"SFCs,":[96],"because":[97],"VNFs":[99],"could":[100],"be":[101],"migrated":[102],"case":[104],"SFC":[106,122,158,166,178,216],"degradation":[108],"avoid":[110],"Level":[112],"Agreement":[113],"(SLA)":[114],"violation.":[115],"Despite":[116],"importance":[118],"problem,":[121],"analysis":[124],"not":[126],"attracted":[127],"much":[128],"research":[129],"attention":[130],"literature.":[133],"current":[136],"paper,":[137],"enabled":[138],"novel":[141],"detailed":[142],"debugging":[144],"technology,":[145],"In-band":[146],"Telemetry":[148],"(INT),":[149],"we":[150],"propose":[151],"learning":[153],"based":[154],"framework":[155,175],"early":[157],"fault":[159,211],"prediction":[160],"diagnosis.":[162],"Based":[163],"on":[164],"traffic":[167],"flow":[168],"data":[170],"provided":[171],"INT,":[173],"firstly":[176],"extracts":[177],"features.":[180],"Then,":[181],"Long":[182],"Short-Term":[183],"Memory":[184],"(LSTM)":[185],"are":[187],"utilized":[188,208],"upcoming":[192],"values":[193],"these":[195],"features":[196],"next":[199],"time":[200],"slot.":[201],"Finally,":[202],"Support":[203],"Vector":[204],"Machine":[205],"(SVM)":[206],"as":[209],"classifier":[212],"possible":[215],"faults.":[217],"We":[218],"discuss":[220],"practical":[222],"utilization":[223],"relevance":[224],"proposed":[227,242],"framework,":[228],"conduct":[230],"emulations":[235],"validate":[237],"framework.":[243]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
