{"id":"https://openalex.org/W4313315639","doi":"https://doi.org/10.1109/nana56854.2022.00038","title":"Research on DDoS Attack Detection Method Based on Deep Neural Network Model inSDN","display_name":"Research on DDoS Attack Detection Method Based on Deep Neural Network Model inSDN","publication_year":2022,"publication_date":"2022-12-01","ids":{"openalex":"https://openalex.org/W4313315639","doi":"https://doi.org/10.1109/nana56854.2022.00038"},"language":"en","primary_location":{"id":"doi:10.1109/nana56854.2022.00038","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nana56854.2022.00038","pdf_url":null,"source":{"id":"https://openalex.org/S4363608588","display_name":"2022 International Conference on Networking and Network Applications (NaNA)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Networking and Network Applications (NaNA)","raw_type":"proceedings-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/A5102634985","display_name":"Wanqi Zhao","orcid":null},"institutions":[{"id":"https://openalex.org/I4210161087","display_name":"Hebei University of Architecture","ror":"https://ror.org/058ange06","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161087"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wanqi Zhao","raw_affiliation_strings":["School of Information Engineering, Hebei University of Architecture Zhangj iakou,Zhangjiakou,China","School of Information Engineering, Hebei University of Architecture Zhangj iakou, Zhangjiakou, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Hebei University of Architecture Zhangj iakou,Zhangjiakou,China","institution_ids":["https://openalex.org/I4210161087"]},{"raw_affiliation_string":"School of Information Engineering, Hebei University of Architecture Zhangj iakou, Zhangjiakou, China","institution_ids":["https://openalex.org/I4210161087"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002212839","display_name":"Haoyue Sun","orcid":"https://orcid.org/0000-0002-6907-365X"},"institutions":[{"id":"https://openalex.org/I4210161087","display_name":"Hebei University of Architecture","ror":"https://ror.org/058ange06","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyue Sun","raw_affiliation_strings":["School of Information Engineering, Hebei University of Architecture Zhangj iakou,Zhangjiakou,China","School of Information Engineering, Hebei University of Architecture Zhangj iakou, Zhangjiakou, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Hebei University of Architecture Zhangj iakou,Zhangjiakou,China","institution_ids":["https://openalex.org/I4210161087"]},{"raw_affiliation_string":"School of Information Engineering, Hebei University of Architecture Zhangj iakou, Zhangjiakou, China","institution_ids":["https://openalex.org/I4210161087"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100379743","display_name":"Dawei Zhang","orcid":"https://orcid.org/0000-0002-0841-7826"},"institutions":[{"id":"https://openalex.org/I4210161087","display_name":"Hebei University of Architecture","ror":"https://ror.org/058ange06","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210161087"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Dawei Zhang","raw_affiliation_strings":["School of Information Engineering, Hebei University of Architecture Zhangj iakou,Zhangjiakou,China","School of Information Engineering, Hebei University of Architecture Zhangj iakou, Zhangjiakou, China"],"affiliations":[{"raw_affiliation_string":"School of Information Engineering, Hebei University of Architecture Zhangj iakou,Zhangjiakou,China","institution_ids":["https://openalex.org/I4210161087"]},{"raw_affiliation_string":"School of Information Engineering, Hebei University of Architecture Zhangj iakou, Zhangjiakou, China","institution_ids":["https://openalex.org/I4210161087"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5102634985"],"corresponding_institution_ids":["https://openalex.org/I4210161087"],"apc_list":null,"apc_paid":null,"fwci":1.5119,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.82828142,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"184","last_page":"188"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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"}},"topics":[{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":1.0,"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"}},{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","score":0.9997000098228455,"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":0.998199999332428,"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":0.9525779485702515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8207002878189087},{"id":"https://openalex.org/keywords/table","display_name":"Table (database)","score":0.647789716720581},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6184766888618469},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5405775904655457},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5350210666656494},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.48199573159217834},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.470379501581192},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42766350507736206},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3496650457382202},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.29215019941329956},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.18681275844573975},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.09256875514984131}],"concepts":[{"id":"https://openalex.org/C38822068","wikidata":"https://www.wikidata.org/wiki/Q131406","display_name":"Denial-of-service attack","level":3,"score":0.9525779485702515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8207002878189087},{"id":"https://openalex.org/C45235069","wikidata":"https://www.wikidata.org/wiki/Q278425","display_name":"Table (database)","level":2,"score":0.647789716720581},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6184766888618469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5405775904655457},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5350210666656494},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.48199573159217834},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.470379501581192},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42766350507736206},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3496650457382202},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.29215019941329956},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.18681275844573975},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.09256875514984131}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/nana56854.2022.00038","is_oa":false,"landing_page_url":"https://doi.org/10.1109/nana56854.2022.00038","pdf_url":null,"source":{"id":"https://openalex.org/S4363608588","display_name":"2022 International Conference on Networking and Network Applications (NaNA)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 International Conference on Networking and Network Applications (NaNA)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":7,"referenced_works":["https://openalex.org/W2147118406","https://openalex.org/W2989255594","https://openalex.org/W3036749504","https://openalex.org/W3083616926","https://openalex.org/W3092573972","https://openalex.org/W3119453362","https://openalex.org/W7036987072"],"related_works":["https://openalex.org/W2767068794","https://openalex.org/W4229489764","https://openalex.org/W3114854705","https://openalex.org/W2735897973","https://openalex.org/W4213341501","https://openalex.org/W1543555101","https://openalex.org/W3195575042","https://openalex.org/W2898113880","https://openalex.org/W2793567886","https://openalex.org/W4308272253"],"abstract_inverted_index":{"This":[0],"paper":[1],"studies":[2],"Distributed":[3],"Denial":[4],"of":[5,40],"Service":[6],"(DDoS)":[7],"attack":[8,97],"detection":[9,38,78],"by":[10,57],"adopting":[11],"the":[12,26,32,37,41,53,58,64,69,83,108],"Deep":[13],"Neural":[14],"Network":[15],"(DNN)":[16],"model":[17,71,91],"in":[18,50,82,95],"Software":[19],"Defined":[20],"Networking":[21],"(SDN).":[22],"We":[23],"first":[24],"deploy":[25],"flow":[27,33,59],"collector":[28],"module":[29],"to":[30,52,67],"collect":[31],"table":[34],"entries.":[35],"Considering":[36],"efficiency":[39],"DNN":[42,70,90],"model,":[43],"we":[44,62],"also":[45],"design":[46],"some":[47],"features":[48,54],"manually":[49],"addition":[51],"automatically":[55],"obtained":[56],"table.":[60],"Then":[61],"use":[63],"preprocessed":[65],"data":[66],"train":[68],"and":[72],"make":[73],"a":[74,105],"prediction.":[75],"The":[76,86],"overall":[77],"framework":[79],"is":[80],"deployed":[81],"SDN":[84],"controller.":[85],"experiment":[87],"results":[88],"illustrate":[89],"has":[92],"higher":[93],"accuracy":[94],"identifying":[96],"traffic":[98],"than":[99],"machine":[100],"learning":[101],"algorithms,":[102],"which":[103],"lays":[104],"foundation":[106],"for":[107],"defense":[109],"against":[110],"DDoS":[111],"attack.":[112]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}