{"id":"https://openalex.org/W4408325208","doi":"https://doi.org/10.1109/globecom52923.2024.10901306","title":"Semantic FaultAware (SFA): Proactive Fault Prediction Architecture in SD-WAN with Semantic Knowledge Graphs and Machine Learning","display_name":"Semantic FaultAware (SFA): Proactive Fault Prediction Architecture in SD-WAN with Semantic Knowledge Graphs and Machine Learning","publication_year":2024,"publication_date":"2024-12-08","ids":{"openalex":"https://openalex.org/W4408325208","doi":"https://doi.org/10.1109/globecom52923.2024.10901306"},"language":"en","primary_location":{"id":"doi:10.1109/globecom52923.2024.10901306","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10901306","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","raw_type":"proceedings-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/A5088845838","display_name":"Julie Yixuan Zhu","orcid":"https://orcid.org/0000-0003-1002-1174"},"institutions":[{"id":"https://openalex.org/I146617529","display_name":"Applied Science and Technology Research Institute","ror":"https://ror.org/03xmkea05","country_code":"CN","type":"facility","lineage":["https://openalex.org/I146617529"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Julie Yixuan Zhu","raw_affiliation_strings":["Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong","institution_ids":["https://openalex.org/I146617529"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Ruby Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I146617529","display_name":"Applied Science and Technology Research Institute","ror":"https://ror.org/03xmkea05","country_code":"CN","type":"facility","lineage":["https://openalex.org/I146617529"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruby Wang","raw_affiliation_strings":["Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong","institution_ids":["https://openalex.org/I146617529"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Athena Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I146617529","display_name":"Applied Science and Technology Research Institute","ror":"https://ror.org/03xmkea05","country_code":"CN","type":"facility","lineage":["https://openalex.org/I146617529"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Athena Liu","raw_affiliation_strings":["Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong","institution_ids":["https://openalex.org/I146617529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024617014","display_name":"Chenyu Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I146617529","display_name":"Applied Science and Technology Research Institute","ror":"https://ror.org/03xmkea05","country_code":"CN","type":"facility","lineage":["https://openalex.org/I146617529"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Charlie Xu","raw_affiliation_strings":["Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong","institution_ids":["https://openalex.org/I146617529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110053818","display_name":"Chan Pan","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Pan Chan","raw_affiliation_strings":["Fnetlink Technology Company Limited"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Fnetlink Technology Company Limited","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5112789718","display_name":"Sean Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I146617529","display_name":"Applied Science and Technology Research Institute","ror":"https://ror.org/03xmkea05","country_code":"CN","type":"facility","lineage":["https://openalex.org/I146617529"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Skylar Zhang","raw_affiliation_strings":["Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Hong Kong Applied Science and Technology Research Institute Company Limited (ASTRI),Innovative Technology,Hong Kong","institution_ids":["https://openalex.org/I146617529"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31462794,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"5096","last_page":"5101"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12127","display_name":"Software System Performance and Reliability","score":0.993399977684021,"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/T12127","display_name":"Software System Performance and Reliability","score":0.993399977684021,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9513999819755554,"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/T10679","display_name":"Service-Oriented Architecture and Web Services","score":0.9474999904632568,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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":0.7915409803390503},{"id":"https://openalex.org/keywords/semantic-memory","display_name":"Semantic memory","score":0.5445606112480164},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5391367673873901},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"Natural language processing","score":0.49193739891052246},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.4778803884983063},{"id":"https://openalex.org/keywords/semantic-computing","display_name":"Semantic computing","score":0.46419039368629456},{"id":"https://openalex.org/keywords/knowledge-graph","display_name":"Knowledge graph","score":0.4199777841567993},{"id":"https://openalex.org/keywords/semantic-web","display_name":"Semantic Web","score":0.28546223044395447},{"id":"https://openalex.org/keywords/psychology","display_name":"Psychology","score":0.08278122544288635}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7915409803390503},{"id":"https://openalex.org/C197914299","wikidata":"https://www.wikidata.org/wiki/Q18650","display_name":"Semantic memory","level":3,"score":0.5445606112480164},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5391367673873901},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.49193739891052246},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.4778803884983063},{"id":"https://openalex.org/C511149849","wikidata":"https://www.wikidata.org/wiki/Q7449051","display_name":"Semantic computing","level":3,"score":0.46419039368629456},{"id":"https://openalex.org/C2987255567","wikidata":"https://www.wikidata.org/wiki/Q33002955","display_name":"Knowledge graph","level":2,"score":0.4199777841567993},{"id":"https://openalex.org/C2129575","wikidata":"https://www.wikidata.org/wiki/Q54837","display_name":"Semantic Web","level":2,"score":0.28546223044395447},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.08278122544288635},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C169900460","wikidata":"https://www.wikidata.org/wiki/Q2200417","display_name":"Cognition","level":2,"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/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/globecom52923.2024.10901306","is_oa":false,"landing_page_url":"https://doi.org/10.1109/globecom52923.2024.10901306","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"GLOBECOM 2024 - 2024 IEEE Global Communications Conference","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321655","display_name":"Science and Technology Development Fund","ror":"https://ror.org/044vr6g03"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W2109227373","https://openalex.org/W2154851992","https://openalex.org/W2738710562","https://openalex.org/W2786597473","https://openalex.org/W2799059383","https://openalex.org/W2898565872","https://openalex.org/W2906484232","https://openalex.org/W2962756421","https://openalex.org/W2976055076","https://openalex.org/W2985331920","https://openalex.org/W3009888059","https://openalex.org/W3010621585","https://openalex.org/W3043424199","https://openalex.org/W3107348719","https://openalex.org/W3190940362","https://openalex.org/W3192684882","https://openalex.org/W3196014301","https://openalex.org/W4229078524","https://openalex.org/W4284990302","https://openalex.org/W4293499215","https://openalex.org/W4307994214","https://openalex.org/W4366393662","https://openalex.org/W6738964360","https://openalex.org/W6744563477"],"related_works":["https://openalex.org/W2588198209","https://openalex.org/W1909006023","https://openalex.org/W4205824991","https://openalex.org/W3200723557","https://openalex.org/W2004663191","https://openalex.org/W2123558490","https://openalex.org/W2096831027","https://openalex.org/W2004393819","https://openalex.org/W4214676068","https://openalex.org/W2094752121"],"abstract_inverted_index":{"Software-Defined":[0],"Wide":[1],"Area":[2],"Networks":[3],"(SD-WAN)":[4],"have":[5],"emerged":[6],"as":[7],"a":[8,68,82,95,103,122],"transformative":[9],"technology":[10],"for":[11,64],"modern":[12],"enterprise":[13],"networks,":[14],"providing":[15],"increased":[16],"flexibility":[17],"and":[18,24,76,88,119,137,188],"costefficiency.":[19],"However,":[20],"ensuring":[21],"network":[22,43,86,147,155,183,191],"reliability":[23],"minimizing":[25],"downtime":[26],"remain":[27],"significant":[28],"challenges":[29],"in":[30,121,165,176],"SD-WAN":[31,154],"deployments.":[32],"Traditional":[33],"fault":[34,62,89,167],"management":[35],"methods":[36],"typically":[37],"rely":[38],"on":[39,152],"reactive":[40],"approaches,":[41],"where":[42],"issues":[44],"are":[45],"addressed":[46],"after":[47],"they":[48],"occur.":[49],"In":[50],"this":[51],"paper,":[52],"we":[53,125],"present":[54],"Semantic":[55],"FaultAware":[56],"(SFA)":[57],"architecture":[58,93,164],"to":[59,111,130,185],"enable":[60],"proactive":[61,166],"prediction":[63,144],"SD-WAN,":[65],"which":[66],"is":[67,109],"novel":[69],"framework":[70],"that":[71],"leverages":[72],"semantic":[73,96],"knowledge":[74,105],"graphs":[75],"machine":[77,138],"learning":[78],"techniques.":[79],"To":[80],"facilitate":[81],"deeper":[83],"understanding":[84],"of":[85,115,134,145,161,180],"behavior":[87],"patterns,":[90],"the":[91,99,132,142,159,162,190],"SFA":[92,163],"integrates":[94],"layer":[97],"above":[98],"control":[100],"plane.":[101],"Moreover,":[102],"semantic-based":[104],"graph":[106],"construction":[107],"approach":[108],"introduced":[110],"harness":[112],"better":[113],"representations":[114],"monitoring":[116,156],"metric":[117],"entities":[118],"relationships":[120],"network.":[123],"Finally,":[124],"propose":[126],"graphical":[127],"embedding":[128],"techniques":[129],"enhance":[131],"process":[133],"feature":[135],"engineering":[136],"learning,":[139],"thereby":[140],"enabling":[141,182],"accurate":[143],"potential":[146],"faults.":[148],"Experimental":[149],"evaluations":[150],"conducted":[151],"real-world":[153],"data":[157],"validate":[158],"effectiveness":[160],"prediction.":[168],"The":[169],"results":[170],"demonstrate":[171],"its":[172],"superior":[173],"accuracy":[174],"enhancement":[175],"predicting":[177],"faults":[178],"ahead":[179],"time,":[181],"operators":[184],"proactively":[186],"manage":[187],"maintain":[189],"infrastructure.":[192]},"counts_by_year":[],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}