{"id":"https://openalex.org/W7133206322","doi":"https://doi.org/10.1109/sds68531.2025.11409794","title":"Enhancing Security and Performance in Software-Defined Networks Using AI-Driven Automation","display_name":"Enhancing Security and Performance in Software-Defined Networks Using AI-Driven Automation","publication_year":2025,"publication_date":"2025-12-02","ids":{"openalex":"https://openalex.org/W7133206322","doi":"https://doi.org/10.1109/sds68531.2025.11409794"},"language":null,"primary_location":{"id":"doi:10.1109/sds68531.2025.11409794","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sds68531.2025.11409794","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Software Defined Systems (SDS)","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/A5127829116","display_name":"Suha AlQaruty","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Suha AlQaruty","raw_affiliation_strings":["Brighton College,Al Ain,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Brighton College,Al Ain,UAE","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127872221","display_name":"Reema Al Qaruty","orcid":null},"institutions":[{"id":"https://openalex.org/I114972647","display_name":"University of Jordan","ror":"https://ror.org/05k89ew48","country_code":"JO","type":"education","lineage":["https://openalex.org/I114972647"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Reema Al Qaruty","raw_affiliation_strings":["Shariah College University of Jordan,Amman,Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shariah College University of Jordan,Amman,Jordan","institution_ids":["https://openalex.org/I114972647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127777068","display_name":"Khawlah M. Al-Tkhayneh","orcid":null},"institutions":[{"id":"https://openalex.org/I161913731","display_name":"Al Ain University","ror":"https://ror.org/023abrt21","country_code":"AE","type":"education","lineage":["https://openalex.org/I161913731"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Khawlah M. Al-Tkhayneh","raw_affiliation_strings":["Applied Sociology Program Al Ain University,Al Ain,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Sociology Program Al Ain University,Al Ain,UAE","institution_ids":["https://openalex.org/I161913731"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059642881","display_name":"Samer Abdel Hadi","orcid":"https://orcid.org/0000-0002-4111-0084"},"institutions":[{"id":"https://openalex.org/I161913731","display_name":"Al Ain University","ror":"https://ror.org/023abrt21","country_code":"AE","type":"education","lineage":["https://openalex.org/I161913731"]}],"countries":["AE"],"is_corresponding":false,"raw_author_name":"Samer Abdel Hadi","raw_affiliation_strings":["Applied Psychology Program Al Ain University,Al Ain,UAE"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Psychology Program Al Ain University,Al Ain,UAE","institution_ids":["https://openalex.org/I161913731"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"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":0.68523884,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"67","last_page":"73"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.5774999856948853,"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":0.5774999856948853,"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":0.030400000512599945,"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":0.0203000009059906,"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/automation","display_name":"Automation","score":0.6808000206947327},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.5863999724388123},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5195000171661377},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.45239999890327454},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.3986999988555908},{"id":"https://openalex.org/keywords/throughput","display_name":"Throughput","score":0.36739999055862427},{"id":"https://openalex.org/keywords/network-management","display_name":"Network management","score":0.3650999963283539},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.350600004196167},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.33550000190734863}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6854000091552734},{"id":"https://openalex.org/C115901376","wikidata":"https://www.wikidata.org/wiki/Q184199","display_name":"Automation","level":2,"score":0.6808000206947327},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.5863999724388123},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5195000171661377},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.45239999890327454},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.3986999988555908},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.36739999055862427},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.36579999327659607},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.3650999963283539},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.350600004196167},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.33550000190734863},{"id":"https://openalex.org/C111335779","wikidata":"https://www.wikidata.org/wiki/Q3454686","display_name":"Reduction (mathematics)","level":2,"score":0.3257000148296356},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.32429999113082886},{"id":"https://openalex.org/C2778820799","wikidata":"https://www.wikidata.org/wiki/Q3454688","display_name":"Cost reduction","level":2,"score":0.31139999628067017},{"id":"https://openalex.org/C2775924081","wikidata":"https://www.wikidata.org/wiki/Q55608371","display_name":"Control (management)","level":2,"score":0.30090001225471497},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.29789999127388},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.29429998993873596},{"id":"https://openalex.org/C28719098","wikidata":"https://www.wikidata.org/wiki/Q44946","display_name":"Point (geometry)","level":2,"score":0.29089999198913574},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.28700000047683716},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.2700999975204468},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.2612000107765198},{"id":"https://openalex.org/C145804949","wikidata":"https://www.wikidata.org/wiki/Q478123","display_name":"Situation awareness","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2590999901294708},{"id":"https://openalex.org/C126831891","wikidata":"https://www.wikidata.org/wiki/Q221673","display_name":"Host (biology)","level":2,"score":0.2583000063896179},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.2554999887943268},{"id":"https://openalex.org/C154908896","wikidata":"https://www.wikidata.org/wiki/Q2167404","display_name":"Security policy","level":2,"score":0.25360000133514404}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/sds68531.2025.11409794","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sds68531.2025.11409794","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 12th International Conference on Software Defined Systems (SDS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1978539378","https://openalex.org/W2020729428","https://openalex.org/W2067453331","https://openalex.org/W2067551786","https://openalex.org/W2067605982","https://openalex.org/W2083977104","https://openalex.org/W2147118406","https://openalex.org/W2163375756","https://openalex.org/W2275015310","https://openalex.org/W2617931713","https://openalex.org/W3021638932","https://openalex.org/W4372204686","https://openalex.org/W4390493652","https://openalex.org/W4401051711","https://openalex.org/W4403279646","https://openalex.org/W4404294950","https://openalex.org/W4407786499"],"related_works":[],"abstract_inverted_index":{"This":[0,22,130],"study":[1,131,181,223],"focused":[2],"on":[3,127],"the":[4,27,62,64,74,81,141,145,154,160,180,183,206,213,241],"concept":[5],"of":[6,26,53,103,106,111,117,125,144,156,173,185,243],"incorporating":[7,209],"Artificial":[8],"Intelligence":[9],"(AI)":[10],"into":[11],"Software":[12,31],"Defined":[13,32],"Networks":[14,33],"(SDN)":[15],"to":[16,72,91,164],"optimize":[17,83,169],"network":[18,151],"security":[19],"and":[20,42,56,89,94,114,150,168,200,218,235,247,255],"performance.":[21],"paper":[23],"tackles":[24],"some":[25,192],"problems":[28],"with":[29],"managing":[30],"by":[34,61],"introducing":[35],"a":[36,51,100,122,134,230],"framework":[37],"that":[38,67,139,225],"uses":[39],"supervised":[40],"learning":[41,44],"reinforcement":[43],"algorithms":[45],"for":[46,86,251],"automated":[47],"AI":[48,68],"control.":[49],"From":[50],"host":[52],"simulated":[54],"experiments":[55],"actual":[57],"case":[58],"analyses":[59],"conducted":[60],"study,":[63],"results":[65],"indicated":[66,99],"automation":[69,228],"was":[70,162],"able":[71,163],"help":[73],"SDN":[75,234],"controller":[76],"actively":[77],"identify":[78],"anomalies":[79],"within":[80],"network,":[82],"routing":[84],"patterns":[85],"better":[87],"performance,":[88],"react":[90],"threats":[92],"automatically":[93],"instantly.":[95],"Specifically,":[96],"quantitative":[97],"analysis":[98],"positive":[101],"improvement":[102,232],"27%":[104],"accuracy":[105],"threat":[107],"identification,":[108],"20%":[109],"reduction":[110,124],"latency":[112],"times,":[113],"15.8%":[115],"boost":[116],"throughput":[118],"while":[119],"simultaneously":[120,165],"registering":[121],"60%":[123],"reliance":[126],"administrative":[128],"activities.":[129],"further":[132],"introduced":[133],"unified":[135],"AI-SDN":[136],"management":[137],"system":[138,161],"resolved":[140],"long-standing":[142],"issue":[143],"separation":[146],"between":[147],"performance":[148],"optimization":[149],"security.":[152],"Through":[153],"application":[155],"intelligent":[157],"decision-making":[158],"algorithms,":[159],"guarantee":[166],"safety":[167],"resource":[170],"utilization":[171],"regardless":[172],"attacking":[174],"or":[175],"traffic":[176],"surge":[177],"scenarios.":[178],"JAlthough":[179],"validated":[182],"feasibility":[184],"AI-powered":[186],"SDN,":[187],"it":[188],"did":[189],"point":[190],"out":[191],"limitations":[193],"concerning":[194],"diversity":[195],"in":[196],"datasets,":[197,217],"computational":[198],"complexity,":[199],"interpretability.":[201],"Towards":[202],"addressing":[203],"such":[204],"limitations,":[205],"authors":[207],"suggested":[208],"micro-AI":[210],"models":[211],"at":[212,240],"edge":[214],"layer,":[215],"common":[216],"open":[219],"governance":[220],"structures.":[221],"Vhe":[222],"finds":[224],"artificial":[226],"intelligence-powered":[227],"is":[229],"revolutionary":[231],"over":[233],"can":[236],"place":[237],"this":[238],"technology":[239],"forefront":[242],"future":[244],"intelligent,":[245],"self-adaptive,":[246],"secure":[248],"infrastructural":[249],"architectures":[250],"5G":[252],"communications,":[253],"IoT,":[254],"cloud":[256],"services.":[257]},"counts_by_year":[],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2026-03-03T00:00:00"}
