{"id":"https://openalex.org/W4394575477","doi":"https://doi.org/10.33022/ijcs.v13i2.3845","title":"Challenges and Outcomes of Combining Machine Learning with Software-Defined Networking for Network Security and management Purpose: A Review","display_name":"Challenges and Outcomes of Combining Machine Learning with Software-Defined Networking for Network Security and management Purpose: A Review","publication_year":2024,"publication_date":"2024-04-08","ids":{"openalex":"https://openalex.org/W4394575477","doi":"https://doi.org/10.33022/ijcs.v13i2.3845"},"language":"en","primary_location":{"id":"doi:10.33022/ijcs.v13i2.3845","doi":"https://doi.org/10.33022/ijcs.v13i2.3845","is_oa":true,"landing_page_url":"https://doi.org/10.33022/ijcs.v13i2.3845","pdf_url":null,"source":{"id":"https://openalex.org/S4210234583","display_name":"Indonesian Journal of Computer Science","issn_l":"2302-4364","issn":["2302-4364","2549-7286"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405275487","host_organization_name":"Universitas Metamedia","host_organization_lineage":["https://openalex.org/I4405275487"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Indonesian Journal of Computer Science","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.33022/ijcs.v13i2.3845","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5095041627","display_name":"Noura Bilal","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405253865","display_name":"Erbil Polytechnic University","ror":"https://ror.org/015m6h915","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4405253865"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Noura Bilal","raw_affiliation_strings":["Erbil Polytechnic university"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Erbil Polytechnic university","institution_ids":["https://openalex.org/I4405253865"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014770882","display_name":"Shavan K. Askar","orcid":"https://orcid.org/0000-0002-9279-8181","observed_orcids":["https://orcid.org/0000-0002-9279-8181"]},"institutions":[{"id":"https://openalex.org/I4405253865","display_name":"Erbil Polytechnic University","ror":"https://ror.org/015m6h915","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4405253865"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Shavan Askar","raw_affiliation_strings":["Erbil Polytechnic University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Erbil Polytechnic University","institution_ids":["https://openalex.org/I4405253865"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077527052","display_name":"Karwan Muheden","orcid":"https://orcid.org/0000-0003-2287-0384","observed_orcids":["https://orcid.org/0000-0003-2287-0384"]},"institutions":[{"id":"https://openalex.org/I4405253865","display_name":"Erbil Polytechnic University","ror":"https://ror.org/015m6h915","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4405253865"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Karwan Muheden","raw_affiliation_strings":["Erbil Polytechnic University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Erbil Polytechnic University","institution_ids":["https://openalex.org/I4405253865"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051128207","display_name":"Mariwan Ahmed","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405253865","display_name":"Erbil Polytechnic University","ror":"https://ror.org/015m6h915","country_code":"IQ","type":"education","lineage":["https://openalex.org/I4405253865"]}],"countries":["IQ"],"is_corresponding":false,"raw_author_name":"Mariwan Ahmed","raw_affiliation_strings":["Erbil Polytechnic University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Erbil Polytechnic University","institution_ids":["https://openalex.org/I4405253865"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405253865"],"apc_list":{"value":100,"currency":"USD","value_usd":100},"apc_paid":{"value":100,"currency":"USD","value_usd":100},"fwci":0.6382,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.64718015,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"13","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9994999766349792,"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":0.9994999766349792,"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/T10400","display_name":"Network Security and Intrusion Detection","score":0.0003000000142492354,"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/T13983","display_name":"Cybersecurity and Information Systems","score":0.0,"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/machine-learning","display_name":"machine learning","score":0.7889999747276306},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"software-defined networking","score":1.0},{"id":"https://openalex.org/keywords/network-security","display_name":"network security","score":0.8569999933242798},{"id":"https://openalex.org/keywords/network-management","display_name":"network management","score":0.9950000047683716},{"id":"https://openalex.org/keywords/vehicular-ad-hoc-networks","display_name":"vehicular ad hoc networks","score":0.8370000123977661},{"id":"https://openalex.org/keywords/data-dissemination","display_name":"data dissemination","score":0.7419999837875366},{"id":"https://openalex.org/keywords/predictive-analytics","display_name":"predictive analytics","score":0.8799999952316284},{"id":"https://openalex.org/keywords/real-time-forecasting","display_name":"real-time prediction","score":0.8579999804496765},{"id":"https://openalex.org/keywords/network-resilience","display_name":"network resilience","score":0.5820000171661377}],"concepts":[{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.7116233110427856},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6408700942993164},{"id":"https://openalex.org/C129763632","wikidata":"https://www.wikidata.org/wiki/Q1454667","display_name":"Network management","level":2,"score":0.5092555284500122},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.44922417402267456},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.4242379665374756},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.3810027241706848},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.26869380474090576},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.2212008237838745},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.13938364386558533}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.33022/ijcs.v13i2.3845","doi":"https://doi.org/10.33022/ijcs.v13i2.3845","is_oa":true,"landing_page_url":"https://doi.org/10.33022/ijcs.v13i2.3845","pdf_url":null,"source":{"id":"https://openalex.org/S4210234583","display_name":"Indonesian Journal of Computer Science","issn_l":"2302-4364","issn":["2302-4364","2549-7286"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405275487","host_organization_name":"Universitas Metamedia","host_organization_lineage":["https://openalex.org/I4405275487"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Indonesian Journal of Computer Science","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.33022/ijcs.v13i2.3845","doi":"https://doi.org/10.33022/ijcs.v13i2.3845","is_oa":true,"landing_page_url":"https://doi.org/10.33022/ijcs.v13i2.3845","pdf_url":null,"source":{"id":"https://openalex.org/S4210234583","display_name":"Indonesian Journal of Computer Science","issn_l":"2302-4364","issn":["2302-4364","2549-7286"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4405275487","host_organization_name":"Universitas Metamedia","host_organization_lineage":["https://openalex.org/I4405275487"],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Indonesian Journal of Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.8970999717712402}],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W4415524829","https://openalex.org/W4416371200","https://openalex.org/W4225562555","https://openalex.org/W2906833353","https://openalex.org/W4392912146","https://openalex.org/W4380051198","https://openalex.org/W4409587927","https://openalex.org/W7223036927","https://openalex.org/W7135021306","https://openalex.org/W4391317612"],"abstract_inverted_index":{"Current":[0],"research":[1],"in":[2,5,62,230],"data":[3,69],"dissemination":[4],"Vehicular":[6],"Ad":[7],"Hoc":[8],"Networks":[9],"(VANETs)":[10],"has":[11,41],"examined":[12],"different":[13],"approaches":[14],"and":[15,21,49,70,94,103,122,138,172,185,193,213,225],"frameworks":[16],"to":[17,118,134,169,178,203,220],"enhance":[18],"the":[19,29,44,55,65,80,86,109,123,136,164,181,195,198,208,214,222,231],"effectiveness":[20],"dependability":[22],"of":[23,33,46,68,82,89,99,111,125,130,140,183,197,211,227],"information":[24,113],"sharing":[25],"between":[26,207],"vehicles":[27],"on":[28,150],"road.":[30],"The":[31,97,128],"integration":[32],"Machine":[34,104,154],"Learning":[35,105,155],"(ML)":[36,106,156],"with":[37],"Software-Defined":[38,73,100,158],"Networking":[39,74,101,159],"(SDN)":[40,102,160],"fundamentally":[42],"transformed":[43],"field":[45],"network":[47,60,83,115,120,216,228],"administration":[48],"security.":[50,174],"This":[51,218],"paper":[52],"specifically":[53],"addresses":[54],"challenges":[56,139],"faced":[57],"by":[58],"traditional":[59],"architectures":[61],"effectively":[63],"handling":[64],"increasing":[66],"amount":[67],"complex":[71],"applications.":[72,152],"(SDN),":[75,147],"a":[76,92,205],"cutting-edge":[77],"framework,":[78],"separates":[79],"control":[81],"operations":[84],"from":[85,114],"actual":[87],"forwarding":[88],"data,":[90,116],"offering":[91],"versatile":[93],"cost-effective":[95],"solution.":[96],"combination":[98],"allows":[107],"for":[108,166,190],"extraction":[110],"valuable":[112],"leading":[117],"enhanced":[119],"management":[121],"facilitation":[124],"predictive":[126],"analytics.":[127],"aim":[129],"this":[131],"study":[132],"is":[133,176,201],"examine":[135],"feasibility":[137],"incorporating":[141],"machine":[142,187],"learning":[143,188],"into":[144,157],"software-defined":[145],"networking":[146],"focusing":[148],"particularly":[149],"practical":[151,215],"Integrating":[153],"presents":[161],"challenges,":[162],"including":[163],"requirement":[165],"robust":[167],"algorithms":[168],"detect":[170],"patterns":[171],"ensure":[173],"It":[175],"crucial":[177],"carry":[179],"out":[180],"tasks":[182],"developing":[184],"implementing":[186],"models":[189],"real-time":[191],"predictions":[192],"ensuring":[194],"robustness":[196],"system.":[199],"Research":[200],"essential":[202],"strike":[204],"balance":[206],"transformative":[209],"abilities":[210],"ML-SDN":[212],"environments.":[217],"helps":[219],"improve":[221],"resilience,":[223],"security,":[224],"adaptability":[226],"infrastructures":[229],"digital":[232],"age.":[233]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":4}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2024-04-09T00:00:00"}
