{"id":"https://openalex.org/W2963073179","doi":"https://doi.org/10.1109/jiot.2018.2883344","title":"AI-Based Two-Stage Intrusion Detection for Software Defined IoT Networks","display_name":"AI-Based Two-Stage Intrusion Detection for Software Defined IoT Networks","publication_year":2018,"publication_date":"2018-11-26","ids":{"openalex":"https://openalex.org/W2963073179","doi":"https://doi.org/10.1109/jiot.2018.2883344","mag":"2963073179"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2018.2883344","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2018.2883344","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","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/A5100325969","display_name":"Jiaqi Li","orcid":"https://orcid.org/0000-0003-2199-9565"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqi Li","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-2199-9565","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036831868","display_name":"Zhifeng Zhao","orcid":"https://orcid.org/0000-0002-5479-7890"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhifeng Zhao","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-5479-7890","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014842979","display_name":"Rongpeng Li","orcid":"https://orcid.org/0000-0003-4297-5060"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Rongpeng Li","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-4297-5060","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100626780","display_name":"Honggang Zhang","orcid":"https://orcid.org/0000-0003-1492-1364"},"institutions":[{"id":"https://openalex.org/I76130692","display_name":"Zhejiang University","ror":"https://ror.org/00a2xv884","country_code":"CN","type":"education","lineage":["https://openalex.org/I76130692"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Honggang Zhang","raw_affiliation_strings":["College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-1492-1364","affiliations":[{"raw_affiliation_string":"College of Information Science and Electronic Engineering, Zhejiang University, Hangzhou, China","institution_ids":["https://openalex.org/I76130692"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I76130692"],"apc_list":null,"apc_paid":null,"fwci":13.7066,"has_fulltext":false,"cited_by_count":239,"citation_normalized_percentile":{"value":0.98920515,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"6","issue":"2","first_page":"2093","last_page":"2102"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10400","display_name":"Network Security and Intrusion Detection","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/T10400","display_name":"Network Security and Intrusion Detection","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/T10714","display_name":"Software-Defined Networks and 5G","score":0.9988999962806702,"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":0.9987999796867371,"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/computer-science","display_name":"Computer science","score":0.8892576694488525},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.6469935774803162},{"id":"https://openalex.org/keywords/intrusion-detection-system","display_name":"Intrusion detection system","score":0.6442830562591553},{"id":"https://openalex.org/keywords/exploit","display_name":"Exploit","score":0.5529416799545288},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.4752067029476166},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.47358113527297974},{"id":"https://openalex.org/keywords/overhead","display_name":"Overhead (engineering)","score":0.47260504961013794},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.43463048338890076},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3935049772262573},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.35454460978507996},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3255046606063843},{"id":"https://openalex.org/keywords/computer-security","display_name":"Computer security","score":0.2875993549823761}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8892576694488525},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.6469935774803162},{"id":"https://openalex.org/C35525427","wikidata":"https://www.wikidata.org/wiki/Q745881","display_name":"Intrusion detection system","level":2,"score":0.6442830562591553},{"id":"https://openalex.org/C165696696","wikidata":"https://www.wikidata.org/wiki/Q11287","display_name":"Exploit","level":2,"score":0.5529416799545288},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.4752067029476166},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.47358113527297974},{"id":"https://openalex.org/C2779960059","wikidata":"https://www.wikidata.org/wiki/Q7113681","display_name":"Overhead (engineering)","level":2,"score":0.47260504961013794},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.43463048338890076},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3935049772262573},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.35454460978507996},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3255046606063843},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.2875993549823761},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/jiot.2018.2883344","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2018.2883344","pdf_url":null,"source":{"id":"https://openalex.org/S2480266640","display_name":"IEEE Internet of Things Journal","issn_l":"2327-4662","issn":["2327-4662","2372-2541"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Internet of Things Journal","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6610655391","display_name":null,"funder_award_id":"61701439","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7607822905","display_name":null,"funder_award_id":"2018YFB0803702","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G797825634","display_name":"\u57fa\u4e8e\u7528\u6237\u884c\u4e3a\u9884\u6d4b\u7684\u65e0\u7ebf\u8fb9\u7f18\u7f51\u7edc\u8d44\u6e90\u5229\u7528\u7406\u8bba\u7814\u7a76","funder_award_id":"61731002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W802844665","https://openalex.org/W1511751452","https://openalex.org/W1935000124","https://openalex.org/W2000924949","https://openalex.org/W2026923346","https://openalex.org/W2044439547","https://openalex.org/W2103292786","https://openalex.org/W2134295053","https://openalex.org/W2150093579","https://openalex.org/W2161160262","https://openalex.org/W2189456526","https://openalex.org/W2293559422","https://openalex.org/W2335999708","https://openalex.org/W2342408547","https://openalex.org/W2440916949","https://openalex.org/W2469255646","https://openalex.org/W2514941292","https://openalex.org/W2517234635","https://openalex.org/W2525133044","https://openalex.org/W2536380892","https://openalex.org/W2536661541","https://openalex.org/W2560162835","https://openalex.org/W2562908385","https://openalex.org/W2587634413","https://openalex.org/W2602923095","https://openalex.org/W2745452095","https://openalex.org/W2762644836","https://openalex.org/W2768525549","https://openalex.org/W2783337179","https://openalex.org/W2963200950","https://openalex.org/W3099185017","https://openalex.org/W4249387332","https://openalex.org/W6730169028","https://openalex.org/W6747941396","https://openalex.org/W7017641875"],"related_works":["https://openalex.org/W17155033","https://openalex.org/W3207760230","https://openalex.org/W1496222301","https://openalex.org/W4312814274","https://openalex.org/W1590307681","https://openalex.org/W2536018345","https://openalex.org/W4285370786","https://openalex.org/W2296488620","https://openalex.org/W2358353312","https://openalex.org/W2353836703"],"abstract_inverted_index":{"Software":[0],"defined":[1,97],"Internet":[2,22],"of":[3,21,23,80,138],"Things":[4,24],"(SD-IoT)":[5],"networks":[6],"profit":[7],"from":[8],"centralized":[9],"management":[10],"and":[11,19,33,41,65,108,120,160],"interactive":[12],"resource":[13],"sharing,":[14],"which":[15,72],"enhances":[16],"the":[17,28,78,136,141,152],"efficiency":[18],"scalability":[20],"applications.":[25],"But":[26],"with":[27,104,117,177,181],"rapid":[29],"growth":[30],"in":[31,164],"services":[32],"applications,":[34],"they":[35],"are":[36,60],"vulnerable":[37],"to":[38,52,67,76,124,145],"possible":[39],"attacks":[40,70,110],"face":[42],"severe":[43],"security":[44],"challenges.":[45],"Intrusion":[46],"detection":[47,58,93],"has":[48],"been":[49],"widely":[50],"used":[51],"ensure":[53],"network":[54,102],"security,":[55],"but":[56],"classical":[57],"methods":[59],"usually":[61],"signature-based":[62],"or":[63],"explicit-behavior-based":[64],"fail":[66],"detect":[68],"unknown":[69],"intelligently,":[71],"makes":[73],"it":[74],"hard":[75],"satisfy":[77],"requirements":[79],"SD-IoT":[81],"networks.":[82],"In":[83],"this":[84],"paper,":[85],"we":[86,129],"propose":[87],"an":[88],"artificial":[89],"intelligence-based":[90],"two-stage":[91],"intrusion":[92],"empowered":[94],"by":[95],"software":[96],"technology.":[98],"It":[99,167],"flexibly":[100],"captures":[101],"flows":[103],"a":[105],"global":[106],"view":[107],"detects":[109],"intelligently.":[111],"We":[112],"first":[113],"leverage":[114],"Bat":[115],"algorithm":[116],"swarm":[118],"division":[119],"binary":[121],"differential":[122],"mutation":[123],"select":[125,156],"typical":[126],"features.":[127],"Then,":[128],"exploit":[130],"Random":[131],"Forest":[132],"through":[133],"adaptively":[134],"altering":[135],"weights":[137],"samples":[139],"using":[140],"weighted":[142],"voting":[143],"mechanism":[144],"classify":[146],"flows.":[147],"Evaluation":[148],"results":[149],"prove":[150],"that":[151,171],"modified":[153],"intelligent":[154],"algorithms":[155],"more":[157],"important":[158],"features":[159],"achieve":[161],"superior":[162],"performance":[163],"flow":[165],"classification.":[166],"is":[168],"also":[169],"verified":[170],"our":[172],"solution":[173],"shows":[174],"better":[175],"accuracy":[176],"lower":[178],"overhead":[179],"compared":[180],"existing":[182],"solutions.":[183]},"counts_by_year":[{"year":2026,"cited_by_count":7},{"year":2025,"cited_by_count":27},{"year":2024,"cited_by_count":30},{"year":2023,"cited_by_count":43},{"year":2022,"cited_by_count":52},{"year":2021,"cited_by_count":26},{"year":2020,"cited_by_count":40},{"year":2019,"cited_by_count":14}],"updated_date":"2026-07-25T09:21:30.201066","created_date":"2025-10-10T00:00:00"}
