{"id":"https://openalex.org/W2883653807","doi":"https://doi.org/10.1109/jiot.2018.2859480","title":"NetworkAI: An Intelligent Network Architecture for Self-Learning Control Strategies in Software Defined Networks","display_name":"NetworkAI: An Intelligent Network Architecture for Self-Learning Control Strategies in Software Defined Networks","publication_year":2018,"publication_date":"2018-07-25","ids":{"openalex":"https://openalex.org/W2883653807","doi":"https://doi.org/10.1109/jiot.2018.2859480","mag":"2883653807"},"language":"en","primary_location":{"id":"doi:10.1109/jiot.2018.2859480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2018.2859480","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":true,"oa_status":"green","oa_url":"http://bura.brunel.ac.uk/bitstream/2438/17416/1/Fulltext.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100666106","display_name":"Haipeng Yao","orcid":"https://orcid.org/0000-0003-1391-7363"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haipeng Yao","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005621448","display_name":"Tianle Mai","orcid":"https://orcid.org/0000-0002-8500-1461"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tianle Mai","raw_affiliation_strings":["Beijing Advanced Innovation Center for Future Internet Technology, Beijing University of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Advanced Innovation Center for Future Internet Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101905673","display_name":"Xiaobin Xu","orcid":"https://orcid.org/0000-0003-4279-1907"},"institutions":[{"id":"https://openalex.org/I37796252","display_name":"Beijing University of Technology","ror":"https://ror.org/037b1pp87","country_code":"CN","type":"education","lineage":["https://openalex.org/I37796252"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaobin Xu","raw_affiliation_strings":["Beijing Advanced Innovation Center for Future Internet Technology, Beijing University of Technology, Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Advanced Innovation Center for Future Internet Technology, Beijing University of Technology, Beijing, China","institution_ids":["https://openalex.org/I37796252"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067299655","display_name":"Peiying Zhang","orcid":"https://orcid.org/0000-0002-0990-5581"},"institutions":[{"id":"https://openalex.org/I4210162190","display_name":"China University of Petroleum, East China","ror":"https://ror.org/05gbn2817","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210162190"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peiying Zhang","raw_affiliation_strings":["College of Computer and Communication Engineering, China University of Petroleum (East China), Shandong, China"],"affiliations":[{"raw_affiliation_string":"College of Computer and Communication Engineering, China University of Petroleum (East China), Shandong, China","institution_ids":["https://openalex.org/I4210162190"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026237130","display_name":"Maozhen Li","orcid":"https://orcid.org/0000-0002-0820-5487"},"institutions":[{"id":"https://openalex.org/I59433898","display_name":"Brunel University of London","ror":"https://ror.org/00dn4t376","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I59433898"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maozhen Li","raw_affiliation_strings":["Department of Electronic and Computer Engineering, Brunel University London, Uxbridge, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Electronic and Computer Engineering, Brunel University London, Uxbridge, U.K","institution_ids":["https://openalex.org/I59433898"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101690888","display_name":"Yunjie Liu","orcid":"https://orcid.org/0000-0002-9312-7523"},"institutions":[{"id":"https://openalex.org/I139759216","display_name":"Beijing University of Posts and Telecommunications","ror":"https://ror.org/04w9fbh59","country_code":"CN","type":"education","lineage":["https://openalex.org/I139759216"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yunjie Liu","raw_affiliation_strings":["State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China"],"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Networking and Switching Technology, Beijing University of Posts and Telecommunications, Beijing, China","institution_ids":["https://openalex.org/I139759216"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5100666106"],"corresponding_institution_ids":["https://openalex.org/I139759216"],"apc_list":null,"apc_paid":null,"fwci":9.771,"has_fulltext":true,"cited_by_count":96,"citation_normalized_percentile":{"value":0.98277102,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"5","issue":"6","first_page":"4319","last_page":"4327"},"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/T11478","display_name":"Caching and Content Delivery","score":0.9914000034332275,"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/T13182","display_name":"Quantum-Dot Cellular Automata","score":0.989300012588501,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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":0.8105581998825073},{"id":"https://openalex.org/keywords/forwarding-plane","display_name":"Forwarding plane","score":0.7741389870643616},{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7716354131698608},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.6942338347434998},{"id":"https://openalex.org/keywords/software-defined-networking","display_name":"Software-defined networking","score":0.6611917614936829},{"id":"https://openalex.org/keywords/distributed-computing","display_name":"Distributed computing","score":0.5085011720657349},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.5072564482688904},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.48147550225257874},{"id":"https://openalex.org/keywords/network-architecture","display_name":"Network architecture","score":0.45343437790870667},{"id":"https://openalex.org/keywords/computer-network","display_name":"Computer network","score":0.42989328503608704},{"id":"https://openalex.org/keywords/routing-control-plane","display_name":"Routing control plane","score":0.4199722409248352},{"id":"https://openalex.org/keywords/intelligent-control","display_name":"Intelligent control","score":0.4116482734680176},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3097701370716095},{"id":"https://openalex.org/keywords/software-engineering","display_name":"Software engineering","score":0.21926385164260864}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8105581998825073},{"id":"https://openalex.org/C10597312","wikidata":"https://www.wikidata.org/wiki/Q5473302","display_name":"Forwarding plane","level":3,"score":0.7741389870643616},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7716354131698608},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.6942338347434998},{"id":"https://openalex.org/C77270119","wikidata":"https://www.wikidata.org/wiki/Q1655198","display_name":"Software-defined networking","level":2,"score":0.6611917614936829},{"id":"https://openalex.org/C120314980","wikidata":"https://www.wikidata.org/wiki/Q180634","display_name":"Distributed computing","level":1,"score":0.5085011720657349},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.5072564482688904},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.48147550225257874},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.45343437790870667},{"id":"https://openalex.org/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.42989328503608704},{"id":"https://openalex.org/C145595949","wikidata":"https://www.wikidata.org/wiki/Q7371619","display_name":"Routing control plane","level":2,"score":0.4199722409248352},{"id":"https://openalex.org/C82327864","wikidata":"https://www.wikidata.org/wiki/Q835100","display_name":"Intelligent control","level":2,"score":0.4116482734680176},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3097701370716095},{"id":"https://openalex.org/C115903868","wikidata":"https://www.wikidata.org/wiki/Q80993","display_name":"Software engineering","level":1,"score":0.21926385164260864},{"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C158379750","wikidata":"https://www.wikidata.org/wiki/Q214111","display_name":"Network packet","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/jiot.2018.2859480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jiot.2018.2859480","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"},{"id":"pmh:oai:v-lib-bura1.brunel.ac.uk:2438/17416","is_oa":true,"landing_page_url":"http://bura.brunel.ac.uk/handle/2438/17416","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/17416/1/Fulltext.pdf","source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"}],"best_oa_location":{"id":"pmh:oai:v-lib-bura1.brunel.ac.uk:2438/17416","is_oa":true,"landing_page_url":"http://bura.brunel.ac.uk/handle/2438/17416","pdf_url":"http://bura.brunel.ac.uk/bitstream/2438/17416/1/Fulltext.pdf","source":{"id":"https://openalex.org/S4306401473","display_name":"Brunel University Research Archive (BURA) (Brunel University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I59433898","host_organization_name":"Brunel University of London","host_organization_lineage":["https://openalex.org/I59433898"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.5099999904632568}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1841698953","display_name":null,"funder_award_id":"18CX02139","funder_id":"https://openalex.org/F4320321547","funder_display_name":"China University of Petroleum, Beijing"},{"id":"https://openalex.org/G1967994299","display_name":null,"funder_award_id":"18CX02139","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2376276132","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G2696157397","display_name":null,"funder_award_id":"ZR201","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G3085993365","display_name":null,"funder_award_id":"(Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3393868754","display_name":null,"funder_award_id":"18CX02139A","funder_id":"https://openalex.org/F4320321547","funder_display_name":"China University of Petroleum, Beijing"},{"id":"https://openalex.org/G391238517","display_name":null,"funder_award_id":", and","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5167091242","display_name":null,"funder_award_id":"No. 1","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5214501807","display_name":null,"funder_award_id":"ZR2014FQ018","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G5242474907","display_name":null,"funder_award_id":"18CX02139A","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5249178904","display_name":null,"funder_award_id":"Grant No. 6","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5536052604","display_name":null,"funder_award_id":"61471056","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7726157001","display_name":null,"funder_award_id":"Grant No.","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G795290426","display_name":null,"funder_award_id":"2012CB315801","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8951484681","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G93392801","display_name":null,"funder_award_id":"2012CB315801","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program 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/F4320321547","display_name":"China University of Petroleum, Beijing","ror":"https://ror.org/041qf4r12"},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2883653807.pdf","grobid_xml":"https://content.openalex.org/works/W2883653807.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W1508174029","https://openalex.org/W1847221605","https://openalex.org/W1994926493","https://openalex.org/W2010947830","https://openalex.org/W2012095206","https://openalex.org/W2040340473","https://openalex.org/W2076063813","https://openalex.org/W2096118443","https://openalex.org/W2118174171","https://openalex.org/W2147118406","https://openalex.org/W2156666755","https://openalex.org/W2165698076","https://openalex.org/W2257979135","https://openalex.org/W2276802311","https://openalex.org/W2290354866","https://openalex.org/W2305135388","https://openalex.org/W2471288191","https://openalex.org/W2488801318","https://openalex.org/W2495130909","https://openalex.org/W2512877821","https://openalex.org/W2539074066","https://openalex.org/W2546571074","https://openalex.org/W2551234118","https://openalex.org/W2552460741","https://openalex.org/W2554849081","https://openalex.org/W2560178266","https://openalex.org/W2591344039","https://openalex.org/W2605153712","https://openalex.org/W2744628735","https://openalex.org/W2745868649","https://openalex.org/W2759212564","https://openalex.org/W2950471160","https://openalex.org/W3100789280","https://openalex.org/W3126135128","https://openalex.org/W4255738146","https://openalex.org/W6630385267","https://openalex.org/W6638896121","https://openalex.org/W6677771520","https://openalex.org/W6682459407","https://openalex.org/W6698335351","https://openalex.org/W6729144580","https://openalex.org/W6736485827"],"related_works":["https://openalex.org/W4214777079","https://openalex.org/W3093659890","https://openalex.org/W4211055425","https://openalex.org/W4379114325","https://openalex.org/W4243609393","https://openalex.org/W2756952589","https://openalex.org/W3042077637","https://openalex.org/W2515119600","https://openalex.org/W1799150848","https://openalex.org/W3033868034"],"abstract_inverted_index":{"The":[0],"past":[1],"few":[2],"years":[3],"have":[4],"witnessed":[5],"a":[6,14,34,84],"wide":[7],"deployment":[8],"of":[9,16,93],"software":[10,57],"defined":[11,58],"networks":[12],"facilitating":[13],"separation":[15],"the":[17,21,25,28,73,91],"control":[18,29,54,80],"plane":[19,30],"from":[20],"forwarding":[22,39],"plane.":[23],"However,":[24],"work":[26],"on":[27,33],"largely":[31],"relies":[32],"manual":[35],"process":[36],"in":[37,56],"configuring":[38],"strategies.":[40],"To":[41],"address":[42],"this":[43,45],"issue,":[44],"paper":[46],"presents":[47],"NetworkAI,":[48],"an":[49],"intelligent":[50],"architecture":[51],"for":[52],"self-learning":[53],"strategies":[55],"networking":[59],"networks.":[60],"NetworkAI":[61],"employs":[62],"deep":[63],"reinforcement":[64],"learning":[65],"and":[66,82],"incorporates":[67],"network":[68,75],"monitoring":[69],"technologies,":[70],"such":[71],"as":[72],"in-band":[74],"telemetry":[76],"to":[77],"dynamically":[78],"generate":[79],"policies":[81],"produces":[83],"near":[85],"optimal":[86],"decision.":[87],"Simulation":[88],"results":[89],"demonstrated":[90],"effectiveness":[92],"NetworkAI.":[94]},"counts_by_year":[{"year":2025,"cited_by_count":9},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":11},{"year":2021,"cited_by_count":17},{"year":2020,"cited_by_count":19},{"year":2019,"cited_by_count":12},{"year":2018,"cited_by_count":2}],"updated_date":"2026-04-13T07:58:08.660418","created_date":"2025-10-10T00:00:00"}