{"id":"https://openalex.org/W2891768968","doi":"https://doi.org/10.1109/mwc.2018.1700417","title":"A Novel Non-Supervised Deep-Learning-Based Network Traffic Control Method for Software Defined Wireless Networks","display_name":"A Novel Non-Supervised Deep-Learning-Based Network Traffic Control Method for Software Defined Wireless Networks","publication_year":2018,"publication_date":"2018-08-01","ids":{"openalex":"https://openalex.org/W2891768968","doi":"https://doi.org/10.1109/mwc.2018.1700417","mag":"2891768968"},"language":"en","primary_location":{"id":"doi:10.1109/mwc.2018.1700417","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.2018.1700417","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 Wireless Communications","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/A5015739734","display_name":"Bomin Mao","orcid":"https://orcid.org/0000-0001-7780-5972"},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Bomin Mao","raw_affiliation_strings":["Tohoku University"],"affiliations":[{"raw_affiliation_string":"Tohoku University","institution_ids":["https://openalex.org/I201537933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007662359","display_name":"Fengxiao Tang","orcid":"https://orcid.org/0000-0003-2414-4802"},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Fengxiao Tang","raw_affiliation_strings":["Tohoku University"],"affiliations":[{"raw_affiliation_string":"Tohoku University","institution_ids":["https://openalex.org/I201537933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063911030","display_name":"Zubair Md. Fadlullah","orcid":"https://orcid.org/0000-0002-4785-2425"},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Zubair Md. Fadlullah","raw_affiliation_strings":["Tohoku University"],"affiliations":[{"raw_affiliation_string":"Tohoku University","institution_ids":["https://openalex.org/I201537933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013311265","display_name":"Nei Kato","orcid":"https://orcid.org/0000-0001-8769-302X"},"institutions":[{"id":"https://openalex.org/I201537933","display_name":"Tohoku University","ror":"https://ror.org/01dq60k83","country_code":"JP","type":"education","lineage":["https://openalex.org/I201537933"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Nei Kato","raw_affiliation_strings":["Tohoku University"],"affiliations":[{"raw_affiliation_string":"Tohoku University","institution_ids":["https://openalex.org/I201537933"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018010242","display_name":"Osamu Akashi","orcid":"https://orcid.org/0000-0001-8681-7801"},"institutions":[{"id":"https://openalex.org/I4210092597","display_name":"NTT (United States)","ror":"https://ror.org/004cn7092","country_code":"US","type":"company","lineage":["https://openalex.org/I2251713219","https://openalex.org/I4210092597"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Osamu Akashi","raw_affiliation_strings":["Nippon Telegraph and Telephone Corporation"],"affiliations":[{"raw_affiliation_string":"Nippon Telegraph and Telephone Corporation","institution_ids":["https://openalex.org/I4210092597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081996202","display_name":"Takeru Inoue","orcid":"https://orcid.org/0000-0003-1411-8010"},"institutions":[{"id":"https://openalex.org/I4210092597","display_name":"NTT (United States)","ror":"https://ror.org/004cn7092","country_code":"US","type":"company","lineage":["https://openalex.org/I2251713219","https://openalex.org/I4210092597"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Takeru Inoue","raw_affiliation_strings":["Nippon Telegraph and Telephone Corporation"],"affiliations":[{"raw_affiliation_string":"Nippon Telegraph and Telephone Corporation","institution_ids":["https://openalex.org/I4210092597"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004935109","display_name":"Kimihiro Mizutani","orcid":"https://orcid.org/0000-0003-2020-6578"},"institutions":[{"id":"https://openalex.org/I4210092597","display_name":"NTT (United States)","ror":"https://ror.org/004cn7092","country_code":"US","type":"company","lineage":["https://openalex.org/I2251713219","https://openalex.org/I4210092597"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kimihiro Mizutani","raw_affiliation_strings":["Nippon Telegraph and Telephone Corporation"],"affiliations":[{"raw_affiliation_string":"Nippon Telegraph and Telephone Corporation","institution_ids":["https://openalex.org/I4210092597"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5015739734"],"corresponding_institution_ids":["https://openalex.org/I201537933"],"apc_list":null,"apc_paid":null,"fwci":16.2152,"has_fulltext":false,"cited_by_count":129,"citation_normalized_percentile":{"value":0.99280882,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"25","issue":"4","first_page":"74","last_page":"81"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10714","display_name":"Software-Defined Networks and 5G","score":0.9998999834060669,"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":0.9998999834060669,"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":0.9922000169754028,"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/T13918","display_name":"Advanced Data and IoT Technologies","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8968586921691895},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.6823527812957764},{"id":"https://openalex.org/keywords/forwarding-plane","display_name":"Forwarding plane","score":0.5749626159667969},{"id":"https://openalex.org/keywords/network-traffic-control","display_name":"Network traffic control","score":0.534811794757843},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.5345906615257263},{"id":"https://openalex.org/keywords/packet-forwarding","display_name":"Packet forwarding","score":0.48022204637527466},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.4677814245223999},{"id":"https://openalex.org/keywords/network-packet","display_name":"Network packet","score":0.45375490188598633},{"id":"https://openalex.org/keywords/controller","display_name":"Controller (irrigation)","score":0.4320107400417328},{"id":"https://openalex.org/keywords/routing","display_name":"Routing (electronic design automation)","score":0.42330506443977356},{"id":"https://openalex.org/keywords/network-architecture","display_name":"Network architecture","score":0.41549697518348694},{"id":"https://openalex.org/keywords/traffic-generation-model","display_name":"Traffic generation model","score":0.41051924228668213}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8968586921691895},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.6823527812957764},{"id":"https://openalex.org/C10597312","wikidata":"https://www.wikidata.org/wiki/Q5473302","display_name":"Forwarding plane","level":3,"score":0.5749626159667969},{"id":"https://openalex.org/C201100257","wikidata":"https://www.wikidata.org/wiki/Q393287","display_name":"Network traffic control","level":3,"score":0.534811794757843},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.5345906615257263},{"id":"https://openalex.org/C120317029","wikidata":"https://www.wikidata.org/wiki/Q874048","display_name":"Packet forwarding","level":3,"score":0.48022204637527466},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.4677814245223999},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.45375490188598633},{"id":"https://openalex.org/C203479927","wikidata":"https://www.wikidata.org/wiki/Q5165939","display_name":"Controller (irrigation)","level":2,"score":0.4320107400417328},{"id":"https://openalex.org/C74172769","wikidata":"https://www.wikidata.org/wiki/Q1446839","display_name":"Routing (electronic design automation)","level":2,"score":0.42330506443977356},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.41549697518348694},{"id":"https://openalex.org/C176715033","wikidata":"https://www.wikidata.org/wiki/Q2080768","display_name":"Traffic generation model","level":2,"score":0.41051924228668213},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C6557445","wikidata":"https://www.wikidata.org/wiki/Q173113","display_name":"Agronomy","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/mwc.2018.1700417","is_oa":false,"landing_page_url":"https://doi.org/10.1109/mwc.2018.1700417","pdf_url":null,"source":{"id":"https://openalex.org/S146764194","display_name":"IEEE Wireless Communications","issn_l":"1536-1284","issn":["1536-1284","1558-0687"],"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 Wireless Communications","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6399999856948853,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":14,"referenced_works":["https://openalex.org/W1519021761","https://openalex.org/W1957670564","https://openalex.org/W2147118406","https://openalex.org/W2191948661","https://openalex.org/W2402852239","https://openalex.org/W2551185505","https://openalex.org/W2566425973","https://openalex.org/W2617931713","https://openalex.org/W2620303912","https://openalex.org/W2766447205","https://openalex.org/W2767151733","https://openalex.org/W2919115771","https://openalex.org/W2963670669","https://openalex.org/W3098576337"],"related_works":["https://openalex.org/W4313172087","https://openalex.org/W4214777079","https://openalex.org/W3122360749","https://openalex.org/W3004383981","https://openalex.org/W2547441564","https://openalex.org/W2064604228","https://openalex.org/W2051935741","https://openalex.org/W2738801488","https://openalex.org/W4283762377","https://openalex.org/W4362667297"],"abstract_inverted_index":{"SDN":[0,33,65],"has":[1],"been":[2],"regarded":[3],"as":[4,9,74],"the":[5,21,26,41,44,64,72,80,83,87,101,104,111,117],"next-generation":[6],"network":[7,13,37,48,105],"paradigm":[8],"it":[10],"decouples":[11],"complex":[12],"management":[14],"from":[15,132],"packet":[16,92],"forwarding,":[17],"which":[18],"significantly":[19],"simplifies":[20],"operation":[22],"of":[23,32,43],"switches":[24],"in":[25,47,50,63,94,98],"data":[27],"plane.":[28],"The":[29],"good":[30],"programmability":[31],"infrastructure":[34],"also":[35],"improves":[36],"feasibility.":[38],"To":[39],"alleviate":[40],"burden":[42],"explosive":[45],"growth":[46],"traffic,":[49],"this":[51],"article":[52],"we":[53,70],"propose":[54],"a":[55],"non-supervised":[56],"deep":[57,76],"learning":[58,77,131],"based":[59],"routing":[60,138],"strategy":[61],"running":[62],"controller.":[66],"In":[67],"our":[68,75,99,125],"proposal,":[69,100],"utilize":[71],"CNNs":[73,84,112],"architecture,":[78],"and":[79,108,135],"controller":[81,102],"runs":[82],"to":[85,113,116,129],"choose":[86],"best":[88],"path":[89],"combination":[90],"for":[91],"forwarding":[93],"switches.":[95],"More":[96],"importantly,":[97],"collects":[103],"traffic":[106,119],"trace":[107],"periodically":[109],"trains":[110],"adapt":[114],"them":[115],"changing":[118],"patterns.":[120],"Simulation":[121],"results":[122],"demonstrate":[123],"that":[124],"proposal":[126],"is":[127],"able":[128],"retain":[130],"previous":[133],"experiences":[134],"outperform":[136],"conventional":[137],"protocols.":[139]},"counts_by_year":[{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":10},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":19},{"year":2021,"cited_by_count":21},{"year":2020,"cited_by_count":42},{"year":2019,"cited_by_count":17},{"year":2018,"cited_by_count":3}],"updated_date":"2026-04-04T16:13:02.066488","created_date":"2025-10-10T00:00:00"}