{"id":"https://openalex.org/W7160244875","doi":"https://doi.org/10.5753/sbsi.2026.248648","title":"A Computational Intelligence-Driven Reference Architecture for Anomaly Detection in Software-Defined Networking (SDN)","display_name":"A Computational Intelligence-Driven Reference Architecture for Anomaly Detection in Software-Defined Networking (SDN)","publication_year":2026,"publication_date":"2026-05-05","ids":{"openalex":"https://openalex.org/W7160244875","doi":"https://doi.org/10.5753/sbsi.2026.248648"},"language":null,"primary_location":{"id":"doi:10.5753/sbsi.2026.248648","is_oa":false,"landing_page_url":"https://doi.org/10.5753/sbsi.2026.248648","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Anais do XXII Simp\u00f3sio Brasileiro de Sistemas de Informa\u00e7\u00e3o (SBSI 2026)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5047742645","display_name":"Rivaldo Fernandes","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Rivaldo Fernandes","raw_affiliation_strings":["UFRN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UFRN","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135344333","display_name":"Bruno L. Dalmazo","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Bruno L. Dalmazo","raw_affiliation_strings":["FURG"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"FURG","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048839201","display_name":"Andr\u00e9 Riker","orcid":"https://orcid.org/0000-0002-6594-8893"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Andr\u00e9 Riker","raw_affiliation_strings":["UFPA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UFPA","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059135961","display_name":"GERALDO PEREIRA ROCHA FILHO","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Geraldo Pereira Rocha Filho","raw_affiliation_strings":["UESB"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UESB","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127835119","display_name":"Rodolfo Meneguette","orcid":null},"institutions":[{"id":"https://openalex.org/I4210131481","display_name":"Universidad San Pedro","ror":"https://ror.org/03fehwj53","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210131481"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Rodolfo Meneguette","raw_affiliation_strings":["USP"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"USP","institution_ids":["https://openalex.org/I4210131481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5121098593","display_name":"Louren\u00e7o Pereira","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Louren\u00e7o Pereira J\u00fanior","raw_affiliation_strings":["ITA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ITA","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5135301142","display_name":"Roger Immich","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Roger Immich","raw_affiliation_strings":["UFRN"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"UFRN","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":31.3023,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.99065133,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"812","last_page":"831"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.8174999952316284,"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":0.8174999952316284,"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":0.07000000029802322,"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/T10273","display_name":"IoT and Edge/Fog Computing","score":0.005499999970197678,"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/standardization","display_name":"Standardization","score":0.730400025844574},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.6455000042915344},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.6355999708175659},{"id":"https://openalex.org/keywords/reference-architecture","display_name":"Reference architecture","score":0.5230000019073486},{"id":"https://openalex.org/keywords/control","display_name":"Control (management)","score":0.474700003862381},{"id":"https://openalex.org/keywords/reference-model","display_name":"Reference model","score":0.43459999561309814},{"id":"https://openalex.org/keywords/microservices","display_name":"Microservices","score":0.42879998683929443},{"id":"https://openalex.org/keywords/architecture-framework","display_name":"Architecture framework","score":0.40939998626708984}],"concepts":[{"id":"https://openalex.org/C188087704","wikidata":"https://www.wikidata.org/wiki/Q369577","display_name":"Standardization","level":2,"score":0.730400025844574},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6678000092506409},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.6455000042915344},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.6355999708175659},{"id":"https://openalex.org/C55356503","wikidata":"https://www.wikidata.org/wiki/Q2136675","display_name":"Reference architecture","level":4,"score":0.5230000019073486},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.474700003862381},{"id":"https://openalex.org/C150189527","wikidata":"https://www.wikidata.org/wiki/Q356674","display_name":"Reference model","level":2,"score":0.43459999561309814},{"id":"https://openalex.org/C2778505942","wikidata":"https://www.wikidata.org/wiki/Q18344624","display_name":"Microservices","level":3,"score":0.42879998683929443},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.42100000381469727},{"id":"https://openalex.org/C53619493","wikidata":"https://www.wikidata.org/wiki/Q4787093","display_name":"Architecture framework","level":3,"score":0.40939998626708984},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4090000092983246},{"id":"https://openalex.org/C2781187084","wikidata":"https://www.wikidata.org/wiki/Q1140666","display_name":"Network-centric warfare","level":2,"score":0.36890000104904175},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3463999927043915},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.323199987411499},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.3206000030040741},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.30970001220703125},{"id":"https://openalex.org/C517642484","wikidata":"https://www.wikidata.org/wiki/Q2388514","display_name":"Intelligence analysis","level":2,"score":0.3068999946117401},{"id":"https://openalex.org/C182566","wikidata":"https://www.wikidata.org/wiki/Q759524","display_name":"Organizational structure","level":2,"score":0.3012000024318695},{"id":"https://openalex.org/C18762648","wikidata":"https://www.wikidata.org/wiki/Q42213","display_name":"Work (physics)","level":2,"score":0.2930000126361847},{"id":"https://openalex.org/C35869016","wikidata":"https://www.wikidata.org/wiki/Q846636","display_name":"Software architecture","level":3,"score":0.28760001063346863},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.28049999475479126},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.27410000562667847},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.2727999985218048},{"id":"https://openalex.org/C80445892","wikidata":"https://www.wikidata.org/wiki/Q1052721","display_name":"Multitier architecture","level":3,"score":0.26750001311302185},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.2587999999523163},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.25619998574256897},{"id":"https://openalex.org/C130631938","wikidata":"https://www.wikidata.org/wiki/Q144894","display_name":"Intellectualization","level":2,"score":0.2500999867916107}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5753/sbsi.2026.248648","is_oa":false,"landing_page_url":"https://doi.org/10.5753/sbsi.2026.248648","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Anais do XXII Simp\u00f3sio Brasileiro de Sistemas de Informa\u00e7\u00e3o (SBSI 2026)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.649884045124054}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W1970113798","https://openalex.org/W2007111180","https://openalex.org/W2029566906","https://openalex.org/W2562908385","https://openalex.org/W2886313935","https://openalex.org/W2897567510","https://openalex.org/W2906928984","https://openalex.org/W2914593650","https://openalex.org/W3022604549","https://openalex.org/W3026477862","https://openalex.org/W3028621643","https://openalex.org/W3037997326","https://openalex.org/W3114751671","https://openalex.org/W3132424959","https://openalex.org/W3133071953","https://openalex.org/W3188971569","https://openalex.org/W4205342794","https://openalex.org/W4210568036","https://openalex.org/W4211205828","https://openalex.org/W4285119449","https://openalex.org/W4384942371","https://openalex.org/W4389296477"],"related_works":[],"abstract_inverted_index":{"Research":[0,162],"Context:":[1],"The":[2,215,245],"rise":[3],"of":[4,13,15,72,80,154,196,221,260],"Cloud,":[5],"5G,":[6],"and":[7,29,58,101,111,123,130,146,177,234,240,258,277],"IoT":[8],"demands":[9],"the":[10,30,63,78,81,114,151,173,191,200,208,219,222,230,235,255,267],"continuous":[11],"control":[12,83],"millions":[14],"networked":[16],"devices.":[17],"While":[18],"Software-Defined":[19],"Networking":[20],"(SDN)":[21],"simplifies":[22],"network":[23,56,268,279],"management,":[24],"it":[25],"struggles":[26],"with":[27,62],"security":[28],"fine-grained":[31],"analysis":[32,216],"necessary":[33],"for":[34,94,142,203,274],"reliable":[35],"operational":[36],"problem":[37],"detection.":[38],"Scientific":[39],"Problem:":[40],"A":[41],"critical":[42],"architectural":[43],"gap":[44],"exists":[45],"as":[46,207],"there":[47],"is":[48,226,248],"no":[49],"standardized,":[50],"flexible":[51,205],"framework":[52,141],"to":[53,98,125,158,242,266],"catalog":[54],"diverse":[55,261],"scenarios":[57],"automatically":[59],"associate":[60],"them":[61],"most":[64,223],"effective":[65,224],"Computational":[66],"Intelligence":[67],"(CI)":[68],"techniques.":[69],"This":[70,104,270],"lack":[71],"a":[73,89,139,168,204,249,272,282],"self-learning":[74],"structure":[75],"severely":[76],"hinders":[77],"intelligence":[79,263],"SDN":[82,100],"layer.":[84],"Proposed":[85],"Solution:":[86],"We":[87,175],"present":[88],"novel,":[90],"technology-agnostic":[91],"Reference":[92,251],"Architecture":[93,119,252],"anomaly":[95,232],"detection,":[96],"applicable":[97],"both":[99],"traditional":[102],"networks.":[103,288],"highly":[105],"resilient":[106],"design":[107],"leverages":[108],"hexagonal":[109],"microservices":[110],"rigorously":[112],"adopts":[113],"TM":[115],"Forum\u2019s":[116],"Open":[117],"Digital":[118],"(ODA)":[120],"model":[121,210],"(TAM":[122],"eTOM)":[124],"achieve":[126],"crucial":[127],"industry":[128,160],"standardization":[129],"interoperability.":[131],"Related":[132],"IS":[133,243],"Theory:":[134],"Work":[135],"Systems":[136],"Theory":[137],"(proposing":[138],"systemic":[140],"an":[143],"organizational":[144],"process)":[145],"Institutional":[147],"Theory,":[148],"highlighted":[149],"by":[150],"strategic":[152],"adoption":[153],"ODA/TM":[155],"Forum":[156],"standards":[157],"ensure":[159],"legitimacy.":[161],"Method:":[163],"An":[164],"experimental":[165],"methodology":[166],"utilizing":[167],"Proof-of-Concept":[169],"(PoC)":[170],"prototype":[171],"validated":[172],"architecture.":[174],"trained":[176],"assessed":[178],"seven":[179],"distinct":[180],"Machine":[181],"Learning":[182],"(ML)":[183],"algorithms":[184],"against":[185],"two":[186],"different":[187],"public":[188],"datasets,":[189],"proving":[190],"architecture\u2019s":[192],"inherent":[193],"versatility.":[194],"Summary":[195],"Results:":[197],"Results":[198],"confirm":[199],"absolute":[201],"need":[202],"architecture,":[206],"solution":[209],"varies":[211],"significantly":[212],"across":[213],"scenarios.":[214],"showed":[217],"that":[218,253],"choice":[220],"algorithm":[225],"strictly":[227],"contingent":[228],"upon":[229],"specific":[231],"type":[233],"chosen":[236],"evaluation":[237],"metric.":[238],"Contributions":[239],"Impact":[241],"Area:":[244],"main":[246],"contribution":[247],"standardized":[250],"standardizes":[254],"evaluation,":[256],"promotion,":[257],"application":[259],"computational":[262],"techniques":[264],"according":[265],"context.":[269],"provides":[271],"blueprint":[273],"next-generation,":[275],"self-learning,":[276],"standards-compliant":[278],"operations,":[280],"marking":[281],"significant":[283],"step":[284],"towards":[285],"truly":[286],"autonomous":[287]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-05-06T00:00:00"}
