{"id":"https://openalex.org/W4367624273","doi":"https://doi.org/10.3390/s23094441","title":"A Systematic Literature Review on Machine Learning and Deep Learning Approaches for Detecting DDoS Attacks in Software-Defined Networking","display_name":"A Systematic Literature Review on Machine Learning and Deep Learning Approaches for Detecting DDoS Attacks in Software-Defined Networking","publication_year":2023,"publication_date":"2023-05-01","ids":{"openalex":"https://openalex.org/W4367624273","doi":"https://doi.org/10.3390/s23094441","pmid":"https://pubmed.ncbi.nlm.nih.gov/37177643"},"language":"en","primary_location":{"id":"doi:10.3390/s23094441","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23094441","pdf_url":"https://www.mdpi.com/1424-8220/23/9/4441/pdf?version=1682932630","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/1424-8220/23/9/4441/pdf?version=1682932630","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5064302669","display_name":"Abdullah Ahmed Bahashwan","orcid":"https://orcid.org/0000-0002-2307-6302"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Abdullah Ahmed Bahashwan","raw_affiliation_strings":["National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-2307-6302","affiliations":[{"raw_affiliation_string":"National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015229013","display_name":"Mohammed Anbar","orcid":"https://orcid.org/0000-0002-7026-6408"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Mohammed Anbar","raw_affiliation_strings":["National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-7026-6408","affiliations":[{"raw_affiliation_string":"National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042044177","display_name":"Selvakumar Manickam","orcid":null},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Selvakumar Manickam","raw_affiliation_strings":["National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0003-4378-1954","affiliations":[{"raw_affiliation_string":"National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5000586019","display_name":"Taief Alaa Al-Amiedy","orcid":"https://orcid.org/0000-0002-2516-1404"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Taief Alaa Al-Amiedy","raw_affiliation_strings":["National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-2516-1404","affiliations":[{"raw_affiliation_string":"National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029948529","display_name":"Mohammad Adnan Aladaileh","orcid":"https://orcid.org/0000-0001-5901-3509"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]},{"id":"https://openalex.org/I161387315","display_name":"American University of Madaba","ror":"https://ror.org/04tgeej53","country_code":"JO","type":"education","lineage":["https://openalex.org/I161387315"]}],"countries":["JO","MY"],"is_corresponding":false,"raw_author_name":"Mohammad Adnan Aladaileh","raw_affiliation_strings":["Cybersecurity Department, School of Information Technology, American University of Madaba (AUM), Amman 11821, Jordan","National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-5901-3509","affiliations":[{"raw_affiliation_string":"Cybersecurity Department, School of Information Technology, American University of Madaba (AUM), Amman 11821, Jordan","institution_ids":["https://openalex.org/I161387315"]},{"raw_affiliation_string":"National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5090453451","display_name":"Iznan H. Hasbullah","orcid":"https://orcid.org/0000-0002-2275-3201"},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Iznan H. Hasbullah","raw_affiliation_strings":["National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia"],"raw_orcid":"https://orcid.org/0000-0002-2275-3201","affiliations":[{"raw_affiliation_string":"National Advanced IPv6 Centre (NAv6), Universiti Sains Malaysia, Gelugor 11800, Penang, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5015229013"],"corresponding_institution_ids":["https://openalex.org/I139322472"],"apc_list":{"value":2400,"currency":"CHF","value_usd":2598},"apc_paid":{"value":2400,"currency":"CHF","value_usd":2598},"fwci":13.2681,"has_fulltext":true,"cited_by_count":68,"citation_normalized_percentile":{"value":0.99129756,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"23","issue":"9","first_page":"4441","last_page":"4441"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998000264167786,"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":0.9998000264167786,"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":0.9995999932289124,"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/T11598","display_name":"Internet Traffic Analysis and Secure E-voting","score":0.9959999918937683,"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/denial-of-service-attack","display_name":"Denial-of-service attack","score":0.9307414293289185},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.763949990272522},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.5909885168075562},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5562020540237427},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5375698804855347},{"id":"https://openalex.org/keywords/flexibility","display_name":"Flexibility (engineering)","score":0.4825936555862427},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.46844035387039185},{"id":"https://openalex.org/keywords/systematic-review","display_name":"Systematic review","score":0.46103620529174805},{"id":"https://openalex.org/keywords/network-security","display_name":"Network security","score":0.44947168231010437},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.43938225507736206},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.43818360567092896},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3480491638183594},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.20055586099624634},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.18245482444763184},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.1466975212097168},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.07767459750175476}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.9307414293289185},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.763949990272522},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.5909885168075562},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5562020540237427},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5375698804855347},{"id":"https://openalex.org/C2780598303","wikidata":"https://www.wikidata.org/wiki/Q65921492","display_name":"Flexibility (engineering)","level":2,"score":0.4825936555862427},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.46844035387039185},{"id":"https://openalex.org/C189708586","wikidata":"https://www.wikidata.org/wiki/Q1504425","display_name":"Systematic review","level":3,"score":0.46103620529174805},{"id":"https://openalex.org/C182590292","wikidata":"https://www.wikidata.org/wiki/Q989632","display_name":"Network security","level":2,"score":0.44947168231010437},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.43938225507736206},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.43818360567092896},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3480491638183594},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.20055586099624634},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.18245482444763184},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.1466975212097168},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.07767459750175476},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3390/s23094441","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23094441","pdf_url":"https://www.mdpi.com/1424-8220/23/9/4441/pdf?version=1682932630","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},{"id":"pmid:37177643","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/37177643","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors (Basel, Switzerland)","raw_type":null},{"id":"pmh:oai:pubmedcentral.nih.gov:10181661","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/10181661","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC10181661/pdf/sensors-23-04441.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors (Basel)","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:dd23cf5db6b3496badfed4a0a8f3a849","is_oa":true,"landing_page_url":"https://doaj.org/article/dd23cf5db6b3496badfed4a0a8f3a849","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors, Vol 23, Iss 9, p 4441 (2023)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/1424-8220/23/9/4441/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/s23094441","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sensors; Volume 23; Issue 9; Pages: 4441","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/s23094441","is_oa":true,"landing_page_url":"https://doi.org/10.3390/s23094441","pdf_url":"https://www.mdpi.com/1424-8220/23/9/4441/pdf?version=1682932630","source":{"id":"https://openalex.org/S101949793","display_name":"Sensors","issn_l":"1424-8220","issn":["1424-8220"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sensors","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6499999761581421,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4367624273.pdf"},"referenced_works_count":126,"referenced_works":["https://openalex.org/W1577498723","https://openalex.org/W1807098818","https://openalex.org/W2022758041","https://openalex.org/W2040340473","https://openalex.org/W2054473533","https://openalex.org/W2062596448","https://openalex.org/W2064266822","https://openalex.org/W2067453331","https://openalex.org/W2106956101","https://openalex.org/W2118328848","https://openalex.org/W2147118406","https://openalex.org/W2168894761","https://openalex.org/W2275015310","https://openalex.org/W2276629685","https://openalex.org/W2481426478","https://openalex.org/W2519428799","https://openalex.org/W2548015322","https://openalex.org/W2560162835","https://openalex.org/W2575772514","https://openalex.org/W2607965789","https://openalex.org/W2756294556","https://openalex.org/W2758823692","https://openalex.org/W2766860726","https://openalex.org/W2768853466","https://openalex.org/W2783146946","https://openalex.org/W2793836229","https://openalex.org/W2808025094","https://openalex.org/W2889109290","https://openalex.org/W2899310174","https://openalex.org/W2899478755","https://openalex.org/W2901899450","https://openalex.org/W2911343969","https://openalex.org/W2911803790","https://openalex.org/W2912370732","https://openalex.org/W2919121218","https://openalex.org/W2921382838","https://openalex.org/W2950540448","https://openalex.org/W2965207653","https://openalex.org/W2970630575","https://openalex.org/W2980576170","https://openalex.org/W2981360785","https://openalex.org/W2982849794","https://openalex.org/W2985572930","https://openalex.org/W2988973149","https://openalex.org/W2998008813","https://openalex.org/W2999113954","https://openalex.org/W2999565977","https://openalex.org/W3004079980","https://openalex.org/W3004629779","https://openalex.org/W3008535060","https://openalex.org/W3010541662","https://openalex.org/W3016229946","https://openalex.org/W3020687048","https://openalex.org/W3021973688","https://openalex.org/W3022227621","https://openalex.org/W3030867923","https://openalex.org/W3033993695","https://openalex.org/W3036012999","https://openalex.org/W3042433202","https://openalex.org/W3044371223","https://openalex.org/W3047284900","https://openalex.org/W3081430061","https://openalex.org/W3082718357","https://openalex.org/W3083616926","https://openalex.org/W3084346886","https://openalex.org/W3087470167","https://openalex.org/W3090510669","https://openalex.org/W3091348731","https://openalex.org/W3091945716","https://openalex.org/W3092573972","https://openalex.org/W3092815249","https://openalex.org/W3093410479","https://openalex.org/W3095075163","https://openalex.org/W3098576337","https://openalex.org/W3104387631","https://openalex.org/W3109037541","https://openalex.org/W3114263020","https://openalex.org/W3117041256","https://openalex.org/W3118774794","https://openalex.org/W3126855403","https://openalex.org/W3127474281","https://openalex.org/W3127805952","https://openalex.org/W3129632563","https://openalex.org/W3136279315","https://openalex.org/W3157197152","https://openalex.org/W3159238871","https://openalex.org/W3161205829","https://openalex.org/W3161554626","https://openalex.org/W3161694586","https://openalex.org/W3164559343","https://openalex.org/W3175448228","https://openalex.org/W3175632151","https://openalex.org/W3177795942","https://openalex.org/W3178563868","https://openalex.org/W3181610599","https://openalex.org/W3185746581","https://openalex.org/W3190246996","https://openalex.org/W3191493850","https://openalex.org/W3193365863","https://openalex.org/W3194105363","https://openalex.org/W3198147008","https://openalex.org/W3198345697","https://openalex.org/W3209291644","https://openalex.org/W3210854102","https://openalex.org/W3211772915","https://openalex.org/W4200614416","https://openalex.org/W4206059101","https://openalex.org/W4206558373","https://openalex.org/W4206709449","https://openalex.org/W4210319102","https://openalex.org/W4210541099","https://openalex.org/W4210912339","https://openalex.org/W4211055425","https://openalex.org/W4214735369","https://openalex.org/W4225146420","https://openalex.org/W4283019128","https://openalex.org/W4283023579","https://openalex.org/W4289530011","https://openalex.org/W4313641248","https://openalex.org/W4322770678","https://openalex.org/W4323261902","https://openalex.org/W6684456340","https://openalex.org/W6696614732","https://openalex.org/W6783977142","https://openalex.org/W6785369343","https://openalex.org/W6793711333"],"related_works":["https://openalex.org/W2767068794","https://openalex.org/W2735897973","https://openalex.org/W3114854705","https://openalex.org/W4229489764","https://openalex.org/W3036366741","https://openalex.org/W1543555101","https://openalex.org/W3195575042","https://openalex.org/W2898113880","https://openalex.org/W2793567886","https://openalex.org/W3020967770"],"abstract_inverted_index":{"Software-defined":[0],"networking":[1],"(SDN)":[2],"is":[3,22],"a":[4,32,61,95],"revolutionary":[5],"innovation":[6],"in":[7,99,120,144,202],"network":[8],"technology":[9],"with":[10],"many":[11,44],"desirable":[12],"features,":[13],"including":[14],"flexibility":[15],"and":[16,69,91,116,161,198],"manageability.":[17],"Despite":[18,43],"those":[19,178],"advantages,":[20],"SDN":[21,41,138],"vulnerable":[23],"to":[24,36,47,66,106,176],"distributed":[25],"denial":[26],"of":[27,135],"service":[28],"(DDoS),":[29],"which":[30],"constitutes":[31],"significant":[33],"threat":[34],"due":[35],"its":[37],"impact":[38],"on":[39,78,102,137,193],"the":[40,72,133,145,153,172,182,186,195],"network.":[42],"security":[45],"approaches":[46,76,87,156],"detect":[48],"DDoS":[49,74,139],"attacks,":[50],"it":[51],"remains":[52],"an":[53],"open":[54,199],"research":[55],"challenge.":[56],"Therefore,":[57],"this":[58,203],"study":[59],"presents":[60],"systematic":[62],"literature":[63,188],"review":[64,183],"(SLR)":[65],"systematically":[67],"investigate":[68],"critically":[70],"analyze":[71],"existing":[73,154],"attack":[75],"based":[77],"machine":[79],"learning":[80,83],"(ML),":[81],"deep":[82],"(DL),":[84],"or":[85],"hybrid":[86],"published":[88],"between":[89],"2014":[90],"2022.":[92],"We":[93],"followed":[94,167],"predefined":[96],"SLR":[97],"protocol":[98],"two":[100,112],"stages":[101,113],"eight":[103],"online":[104],"databases":[105],"comprehensively":[107],"cover":[108],"relevant":[109],"studies.":[110,128],"The":[111,129,149],"involve":[114],"automatic":[115],"manual":[117],"searching,":[118],"resulting":[119],"70":[121],"studies":[122,136,189],"being":[123],"identified":[124],"as":[125],"definitive":[126],"primary":[127],"trend":[130],"indicates":[131],"that":[132,152,185],"number":[134],"attacks":[140],"has":[141],"increased":[142],"dramatically":[143],"last":[146],"few":[147],"years.":[148],"analysis":[150],"showed":[151],"detection":[155],"primarily":[157],"utilize":[158],"ensemble,":[159],"hybrid,":[160],"single":[162],"ML-DL.":[163],"Private":[164],"synthetic":[165],"datasets,":[166,170],"by":[168],"unrealistic":[169],"are":[171],"most":[173],"frequently":[174],"used":[175],"evaluate":[177],"approaches.":[179],"In":[180],"addition,":[181],"argues":[184],"limited":[187],"demand":[190],"additional":[191],"focus":[192],"resolving":[194],"remaining":[196],"challenges":[197],"issues":[200],"stated":[201],"SLR.":[204]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":26},{"year":2024,"cited_by_count":24},{"year":2023,"cited_by_count":10}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
