{"id":"https://openalex.org/W7164850386","doi":"https://doi.org/10.1134/s0361768826700118","title":"Revolutionizing Anomaly Detection: Leveraging GNS3 and RYU Controller for Custom Datasets through Innovative Methodologies and Multiarmed Bandit Algorithms","display_name":"Revolutionizing Anomaly Detection: Leveraging GNS3 and RYU Controller for Custom Datasets through Innovative Methodologies and Multiarmed Bandit Algorithms","publication_year":2026,"publication_date":"2026-04-01","ids":{"openalex":"https://openalex.org/W7164850386","doi":"https://doi.org/10.1134/s0361768826700118"},"language":"en","primary_location":{"id":"doi:10.1134/s0361768826700118","is_oa":false,"landing_page_url":"https://doi.org/10.1134/s0361768826700118","pdf_url":null,"source":{"id":"https://openalex.org/S150218641","display_name":"Programming and Computer Software","issn_l":"0361-7688","issn":["0361-7688","1608-3261"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Programming and Computer Software","raw_type":"journal-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/A5138680520","display_name":"A. Manasyan","orcid":null},"institutions":[{"id":"https://openalex.org/I4210133484","display_name":"Institute for Informatics and Automation Problems","ror":"https://ror.org/04a8k4p47","country_code":"AM","type":"facility","lineage":["https://openalex.org/I4210133484","https://openalex.org/I99064381"]}],"countries":["AM"],"is_corresponding":true,"raw_author_name":"A. Manasyan","raw_affiliation_strings":["Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia","institution_ids":["https://openalex.org/I4210133484"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027521122","display_name":"Robert Tadevosyan","orcid":"https://orcid.org/0009-0000-9771-3581"},"institutions":[{"id":"https://openalex.org/I4210133484","display_name":"Institute for Informatics and Automation Problems","ror":"https://ror.org/04a8k4p47","country_code":"AM","type":"facility","lineage":["https://openalex.org/I4210133484","https://openalex.org/I99064381"]}],"countries":["AM"],"is_corresponding":true,"raw_author_name":"R. Tadevosyan","raw_affiliation_strings":["Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia"],"raw_orcid":"https://orcid.org/0009-0000-9771-3581","affiliations":[{"raw_affiliation_string":"Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia","institution_ids":["https://openalex.org/I4210133484"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059320640","display_name":"Vladimir Sahakyan","orcid":"https://orcid.org/0000-0003-1554-8688"},"institutions":[{"id":"https://openalex.org/I4210133484","display_name":"Institute for Informatics and Automation Problems","ror":"https://ror.org/04a8k4p47","country_code":"AM","type":"facility","lineage":["https://openalex.org/I4210133484","https://openalex.org/I99064381"]}],"countries":["AM"],"is_corresponding":true,"raw_author_name":"V. Sahakyan","raw_affiliation_strings":["Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia"],"raw_orcid":"https://orcid.org/0000-0003-1554-8688","affiliations":[{"raw_affiliation_string":"Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia","institution_ids":["https://openalex.org/I4210133484"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023408579","display_name":"Hrachya Astsatryan","orcid":"https://orcid.org/0000-0001-8872-6620"},"institutions":[{"id":"https://openalex.org/I4210133484","display_name":"Institute for Informatics and Automation Problems","ror":"https://ror.org/04a8k4p47","country_code":"AM","type":"facility","lineage":["https://openalex.org/I4210133484","https://openalex.org/I99064381"]}],"countries":["AM"],"is_corresponding":true,"raw_author_name":"H. Astsatryan","raw_affiliation_strings":["Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia"],"raw_orcid":"https://orcid.org/0000-0001-8872-6620","affiliations":[{"raw_affiliation_string":"Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia","institution_ids":["https://openalex.org/I4210133484"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5102954232","display_name":"Arsen A. Petrosyan","orcid":"https://orcid.org/0000-0001-6876-534X"},"institutions":[{"id":"https://openalex.org/I4210133484","display_name":"Institute for Informatics and Automation Problems","ror":"https://ror.org/04a8k4p47","country_code":"AM","type":"facility","lineage":["https://openalex.org/I4210133484","https://openalex.org/I99064381"]}],"countries":["AM"],"is_corresponding":true,"raw_author_name":"A. Petrosyan","raw_affiliation_strings":["Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia"],"raw_orcid":"https://orcid.org/0000-0001-6876-534X","affiliations":[{"raw_affiliation_string":"Institute for Informatics and Automation Problems, National Academy of Sciences of the Republic of Armenia, 0014, Yerevan, Armenia","institution_ids":["https://openalex.org/I4210133484"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5023408579","https://openalex.org/A5027521122","https://openalex.org/A5059320640","https://openalex.org/A5102954232","https://openalex.org/A5138680520"],"corresponding_institution_ids":["https://openalex.org/I4210133484"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.93876132,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":"52","issue":"2","first_page":"90","last_page":"97"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12761","display_name":"Data Stream Mining Techniques","score":0.2614000141620636,"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/T12761","display_name":"Data Stream Mining Techniques","score":0.2614000141620636,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.18469999730587006,"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/T12535","display_name":"Machine Learning and Data Classification","score":0.12620000541210175,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.6136000156402588},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.5353000164031982},{"id":"https://openalex.org/keywords/anomaly","display_name":"Anomaly (physics)","score":0.5031999945640564},{"id":"https://openalex.org/keywords/multi-armed-bandit","display_name":"Multi-armed bandit","score":0.3228999972343445}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6747000217437744},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.6136000156402588},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.5353000164031982},{"id":"https://openalex.org/C12997251","wikidata":"https://www.wikidata.org/wiki/Q567560","display_name":"Anomaly (physics)","level":2,"score":0.5031999945640564},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.426800012588501},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.3402999937534332},{"id":"https://openalex.org/C123197309","wikidata":"https://www.wikidata.org/wiki/Q2882343","display_name":"Multi-armed bandit","level":3,"score":0.3228999972343445},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3140000104904175},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.30239999294281006},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.27070000767707825},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.25099998712539673}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1134/s0361768826700118","is_oa":false,"landing_page_url":"https://doi.org/10.1134/s0361768826700118","pdf_url":null,"source":{"id":"https://openalex.org/S150218641","display_name":"Programming and Computer Software","issn_l":"0361-7688","issn":["0361-7688","1608-3261"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Programming and Computer Software","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4325985610485077}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2512144135","https://openalex.org/W2569330741","https://openalex.org/W4379472313","https://openalex.org/W4381051593","https://openalex.org/W4390267669","https://openalex.org/W4392152379","https://openalex.org/W4401326772","https://openalex.org/W4404222778"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"The":[1,81],"rapid":[2],"evolution":[3],"of":[4,11],"network":[5,18,46,132],"threats":[6],"has":[7],"surpassed":[8],"the":[9],"capabilities":[10],"traditional":[12],"intrusion":[13],"detection":[14,29],"systems":[15],"and":[16,30,38,58,68,76,79,94,102,106,117,136,144],"static":[17],"configurations.":[19],"In":[20],"this":[21],"work,":[22],"we":[23],"present":[24],"an":[25],"integrated":[26],"real-time":[27],"anomaly":[28],"remediation":[31],"framework":[32,126],"that":[33],"combines":[34],"machine":[35],"learning":[36],"(ML)":[37],"software-defined":[39],"networking":[40],"(SDN)":[41],"technologies":[42],"in":[43],"a":[44,123],"graphical":[45],"simulator":[47],"(GNS3)":[48],"emulated":[49,77],"environment.":[50],"We":[51],"create":[52],"our":[53],"dataset":[54],"containing":[55],"both":[56,104],"benign":[57],"malicious":[59],"traffic,":[60],"including":[61,110],"web":[62],"browsing,":[63],"DNS":[64],"queries,":[65],"port":[66],"scans,":[67],"DoS":[69],"attacks,":[70],"by":[71],"orchestrating":[72],"flows":[73],"through":[74],"OpenvSwitch":[75],"routers":[78],"switches.":[80],"monitored":[82],"traffic":[83],"undergoes":[84],"flow-level":[85],"feature":[86],"extraction":[87],"to":[88,100],"generate":[89],"packet":[90],"counts,":[91],"inter-arrival":[92],"times,":[93],"byte":[95],"distributions,":[96],"which":[97],"are":[98],"used":[99],"train":[101],"evaluate":[103],"supervised":[105],"unsupervised":[107],"ML":[108,135],"models,":[109],"random":[111],"forests,":[112],"support":[113],"vector":[114],"machines":[115],"(SVMs),":[116],"isolated":[118],"forests.":[119],"This":[120],"research":[121],"proposes":[122],"new":[124],"replicable":[125],"based":[127],"on":[128],"GNS3":[129],"for":[130,147],"adaptive":[131],"security":[133],"using":[134],"SDN,":[137],"as":[138,140],"well":[139],"publicly":[141],"available":[142],"datasets":[143],"administrator":[145],"scripts":[146],"further":[148],"experimentation.":[149]},"counts_by_year":[],"updated_date":"2026-06-17T06:14:20.161405","created_date":"2026-06-16T00:00:00"}
